# coding: utf-8
# Copyright (c) 2016, 2026, Oracle and/or its affiliates.  All rights reserved.
# This software is dual-licensed to you under the Universal Permissive License (UPL) 1.0 as shown at https://oss.oracle.com/licenses/upl or Apache License 2.0 as shown at http://www.apache.org/licenses/LICENSE-2.0. You may choose either license.

# NOTE: This class is auto generated by OracleSDKGenerator. DO NOT EDIT. API Version: 20190101

from __future__ import absolute_import

from oci._vendor import requests  # noqa: F401
from oci._vendor import six

from oci import retry, circuit_breaker  # noqa: F401
from oci.base_client import BaseClient
from oci.config import get_config_value_or_default, validate_config
from oci.signer import Signer
from oci.util import Sentinel, get_signer_from_authentication_type, AUTHENTICATION_TYPE_FIELD_NAME
from oci.util import back_up_body_calculate_stream_content_length, is_content_length_calculable_by_req_util
from oci.exceptions import InvalidDeveloperToolConfiguration
from oci.developer_tool_configuration import OCI_SDK_ENABLED_SERVICES_SET
from .models import data_science_type_mapping
missing = Sentinel("Missing")


class DataScienceClient(object):
    """
    Use the Data Science API to organize your data science work, access data and computing resources, and build, train, deploy and manage models and model deployments. For more information, see [Data Science](https://docs.oracle.com/iaas/data-science/using/data-science.htm).
    """

    def __init__(self, config, **kwargs):
        """
        Creates a new service client

        :param dict config:
            Configuration keys and values as per `SDK and Tool Configuration <https://docs.oracle.com/iaas/Content/API/Concepts/sdkconfig.htm>`__.
            The :py:meth:`~oci.config.from_file` method can be used to load configuration from a file. Alternatively, a ``dict`` can be passed. You can validate_config
            the dict using :py:meth:`~oci.config.validate_config`

        :param str service_endpoint: (optional)
            The endpoint of the service to call using this client. For example ``https://iaas.us-ashburn-1.oraclecloud.com``. If this keyword argument is
            not provided then it will be derived using the region in the config parameter. You should only provide this keyword argument if you have an explicit
            need to specify a service endpoint.

        :param timeout: (optional)
            The connection and read timeouts for the client. The default values are connection timeout 10 seconds and read timeout 60 seconds. This keyword argument can be provided
            as a single float, in which case the value provided is used for both the read and connection timeouts, or as a tuple of two floats. If
            a tuple is provided then the first value is used as the connection timeout and the second value as the read timeout.
        :type timeout: float or tuple(float, float)

        :param signer: (optional)
            The signer to use when signing requests made by the service client. The default is to use a :py:class:`~oci.signer.Signer` based on the values
            provided in the config parameter.

            One use case for this parameter is for `Instance Principals authentication <https://docs.oracle.com/iaas/Content/Identity/Tasks/callingservicesfrominstances.htm>`__
            by passing an instance of :py:class:`~oci.auth.signers.InstancePrincipalsSecurityTokenSigner` as the value for this keyword argument
        :type signer: :py:class:`~oci.signer.AbstractBaseSigner`

        :param obj retry_strategy: (optional)
            A retry strategy to apply to all calls made by this service client (i.e. at the client level). There is no retry strategy applied by default.
            Retry strategies can also be applied at the operation level by passing a ``retry_strategy`` keyword argument as part of calling the operation.
            Any value provided at the operation level will override whatever is specified at the client level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. A convenience :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY`
            is also available. The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

        :param obj circuit_breaker_strategy: (optional)
            A circuit breaker strategy to apply to all calls made by this service client (i.e. at the client level).
            This client uses :py:data:`~oci.circuit_breaker.DEFAULT_CIRCUIT_BREAKER_STRATEGY` as default if no circuit breaker strategy is provided.
            The specifics of circuit breaker strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/circuit_breakers.html>`__.

        :param function circuit_breaker_callback: (optional)
            Callback function to receive any exceptions triggerred by the circuit breaker.

        :param bool client_level_realm_specific_endpoint_template_enabled: (optional)
            A boolean flag to indicate whether or not this client should be created with realm specific endpoint template enabled or disable. By default, this will be set as None.

        :param allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this client should allow control characters in the response object. By default, the client will not
            allow control characters to be in the response object.

        :param enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this client should enable strict url encoding in path params of a request.
            By default, the client will not enable strict url encoding
        """
        if not OCI_SDK_ENABLED_SERVICES_SET.is_service_enabled("data_science"):
            raise InvalidDeveloperToolConfiguration("The Developer Tool Configuration has disabled this service, this behavior is controlled by OCI_SDK_ENABLED_SERVICES_SET variable. Please check if your local developer-tool-configuration file configured the service you're targeting or contact the cloud provider on the availability of this service")

        validate_config(config, signer=kwargs.get('signer'))
        if 'signer' in kwargs:
            signer = kwargs['signer']

        elif AUTHENTICATION_TYPE_FIELD_NAME in config:
            signer = get_signer_from_authentication_type(config)

        else:
            signer = Signer(
                tenancy=config["tenancy"],
                user=config["user"],
                fingerprint=config["fingerprint"],
                private_key_file_location=config.get("key_file"),
                pass_phrase=get_config_value_or_default(config, "pass_phrase"),
                private_key_content=config.get("key_content")
            )

        base_client_init_kwargs = {
            'regional_client': True,
            'service_endpoint': kwargs.get('service_endpoint'),
            'base_path': '/20190101',
            'service_endpoint_template': 'https://datascience.{region}.oci.{secondLevelDomain}',
            'service_endpoint_template_per_realm': {  },  # noqa: E201 E202
            'service_uses_dualstack_endpoints_by_default': False,
            'skip_deserialization': kwargs.get('skip_deserialization', False),
            'circuit_breaker_strategy': kwargs.get('circuit_breaker_strategy', circuit_breaker.GLOBAL_CIRCUIT_BREAKER_STRATEGY),
            'client_level_realm_specific_endpoint_template_enabled': kwargs.get('client_level_realm_specific_endpoint_template_enabled'),
            'client_level_dualstack_endpoints_enabled': kwargs.get('client_level_dualstack_endpoints_enabled')
        }
        if 'timeout' in kwargs:
            base_client_init_kwargs['timeout'] = kwargs.get('timeout')
        if base_client_init_kwargs.get('circuit_breaker_strategy') is None:
            base_client_init_kwargs['circuit_breaker_strategy'] = circuit_breaker.DEFAULT_CIRCUIT_BREAKER_STRATEGY
        if 'allow_control_chars' in kwargs:
            base_client_init_kwargs['allow_control_chars'] = kwargs.get('allow_control_chars')
        if 'enable_strict_url_encoding' in kwargs:
            base_client_init_kwargs['enable_strict_url_encoding'] = kwargs.get('enable_strict_url_encoding')
        self.base_client = BaseClient("data_science", config, signer, data_science_type_mapping, **base_client_init_kwargs)
        self.retry_strategy = kwargs.get('retry_strategy')
        self.circuit_breaker_callback = kwargs.get('circuit_breaker_callback')

    def activate_model(self, model_id, **kwargs):
        """
        Activates the model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Model`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/activate_model.py.html>`__ to see an example of how to use activate_model API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/actions/activate"
        method = "POST"
        operation_name = "activate_model"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/ActivateModel"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"activate_model got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def activate_model_deployment(self, model_deployment_id, **kwargs):
        """
        Activates the model deployment.


        :param str model_deployment_id: (required)
            The `OCID`__ of the model deployment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/activate_model_deployment.py.html>`__ to see an example of how to use activate_model_deployment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelDeploymentId']
        resource_path = "/modelDeployments/{modelDeploymentId}/actions/activate"
        method = "POST"
        operation_name = "activate_model_deployment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeployment/ActivateModelDeployment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"activate_model_deployment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelDeploymentId": model_deployment_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def activate_model_group(self, model_group_id, **kwargs):
        """
        Activates the model group.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroup`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/activate_model_group.py.html>`__ to see an example of how to use activate_model_group API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}/actions/activate"
        method = "POST"
        operation_name = "activate_model_group"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/ActivateModelGroup"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"activate_model_group got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def activate_notebook_session(self, notebook_session_id, **kwargs):
        """
        Activates the notebook session.


        :param str notebook_session_id: (required)
            The `OCID`__ of the notebook session.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/activate_notebook_session.py.html>`__ to see an example of how to use activate_notebook_session API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['notebookSessionId']
        resource_path = "/notebookSessions/{notebookSessionId}/actions/activate"
        method = "POST"
        operation_name = "activate_notebook_session"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSession/ActivateNotebookSession"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"activate_notebook_session got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "notebookSessionId": notebook_session_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def activate_schedule(self, schedule_id, **kwargs):
        """
        Activate schedule.


        :param str schedule_id: (required)
            unique Schedule identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/activate_schedule.py.html>`__ to see an example of how to use activate_schedule API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['scheduleId']
        resource_path = "/schedules/{scheduleId}/actions/activate"
        method = "POST"
        operation_name = "activate_schedule"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/ActivateSchedule"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"activate_schedule got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "scheduleId": schedule_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def cancel_job_run(self, job_run_id, **kwargs):
        """
        Cancels an IN_PROGRESS job run.


        :param str job_run_id: (required)
            The `OCID`__ of the job run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/cancel_job_run.py.html>`__ to see an example of how to use cancel_job_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobRunId']
        resource_path = "/jobRuns/{jobRunId}/actions/cancelJobRun"
        method = "POST"
        operation_name = "cancel_job_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobRun/CancelJobRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"cancel_job_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobRunId": job_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def cancel_pipeline_run(self, pipeline_run_id, **kwargs):
        """
        Cancel a PipelineRun.


        :param str pipeline_run_id: (required)
            The `OCID`__ of the pipeline run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param bool terminate_gracefully: (optional)
            A boolean value to specify whether to terminate pipeline run gracefully.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/cancel_pipeline_run.py.html>`__ to see an example of how to use cancel_pipeline_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineRunId']
        resource_path = "/pipelineRuns/{pipelineRunId}/actions/cancelPipelineRun"
        method = "POST"
        operation_name = "cancel_pipeline_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/PipelineRun/CancelPipelineRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token",
            "if_match",
            "terminate_gracefully"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"cancel_pipeline_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineRunId": pipeline_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "terminateGracefully": kwargs.get("terminate_gracefully", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def cancel_work_request(self, work_request_id, **kwargs):
        """
        Cancels a work request that has not started.


        :param str work_request_id: (required)
            The `OCID`__ of the work request.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/cancel_work_request.py.html>`__ to see an example of how to use cancel_work_request API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['workRequestId']
        resource_path = "/workRequests/{workRequestId}"
        method = "DELETE"
        operation_name = "cancel_work_request"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/WorkRequest/CancelWorkRequest"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"cancel_work_request got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "workRequestId": work_request_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_compute_target_compartment(self, compute_target_id, change_compute_target_compartment_details, **kwargs):
        """
        Moves a compute target into a different compartment. When provided, If-Match is checked against ETag values of the resource.


        :param str compute_target_id: (required)
            The `OCID`__ of the compute target.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeComputeTargetCompartmentDetails change_compute_target_compartment_details: (required)
            Details for changing the compartment of a compute target.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_compute_target_compartment.py.html>`__ to see an example of how to use change_compute_target_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['computeTargetId']
        resource_path = "/computeTargets/{computeTargetId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_compute_target_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ComputeTarget/ChangeComputeTargetCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_compute_target_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "computeTargetId": compute_target_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_compute_target_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_compute_target_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_data_science_private_endpoint_compartment(self, data_science_private_endpoint_id, change_data_science_private_endpoint_compartment_details, **kwargs):
        """
        Moves a private endpoint into a different compartment. When provided, If-Match is checked against ETag values of the resource.


        :param str data_science_private_endpoint_id: (required)
            The unique ID for a Data Science private endpoint.

        :param oci.data_science.models.ChangeDataSciencePrivateEndpointCompartmentDetails change_data_science_private_endpoint_compartment_details: (required)
            Details for changing a private endpoint's compartment.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_data_science_private_endpoint_compartment.py.html>`__ to see an example of how to use change_data_science_private_endpoint_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['dataSciencePrivateEndpointId']
        resource_path = "/dataSciencePrivateEndpoints/{dataSciencePrivateEndpointId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_data_science_private_endpoint_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/DataSciencePrivateEndpoint/ChangeDataSciencePrivateEndpointCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_data_science_private_endpoint_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "dataSciencePrivateEndpointId": data_science_private_endpoint_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_data_science_private_endpoint_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_data_science_private_endpoint_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_job_compartment(self, job_id, change_job_compartment_details, **kwargs):
        """
        Changes a job's compartment


        :param str job_id: (required)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeJobCompartmentDetails change_job_compartment_details: (required)
            Details for changing the compartment of a job.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_job_compartment.py.html>`__ to see an example of how to use change_job_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobId']
        resource_path = "/jobs/{jobId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_job_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/ChangeJobCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_job_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobId": job_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_job_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_job_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_job_run_compartment(self, job_run_id, change_job_run_compartment_details, **kwargs):
        """
        Changes a job run's compartment


        :param str job_run_id: (required)
            The `OCID`__ of the job run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeJobRunCompartmentDetails change_job_run_compartment_details: (required)
            Details for changing the compartment of a job.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_job_run_compartment.py.html>`__ to see an example of how to use change_job_run_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobRunId']
        resource_path = "/jobRuns/{jobRunId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_job_run_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobRun/ChangeJobRunCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_job_run_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobRunId": job_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_job_run_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_job_run_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_ml_application_compartment(self, ml_application_id, change_ml_application_compartment_details, **kwargs):
        """
        Moves a MlApplication resource from one compartment identifier to another. When provided, If-Match is checked against ETag values of the resource.


        :param str ml_application_id: (required)
            unique MlApplication identifier

        :param oci.data_science.models.ChangeMlApplicationCompartmentDetails change_ml_application_compartment_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_ml_application_compartment.py.html>`__ to see an example of how to use change_ml_application_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationId']
        resource_path = "/mlApplications/{mlApplicationId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_ml_application_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplication/ChangeMlApplicationCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_ml_application_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationId": ml_application_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_ml_application_implementation_compartment(self, ml_application_implementation_id, change_ml_application_implementation_compartment_details, **kwargs):
        """
        Moves a MlApplicationImplementation resource from one compartment identifier to another. When provided, If-Match is checked against ETag values of the resource.


        :param str ml_application_implementation_id: (required)
            unique MlApplicationImplementation identifier

        :param oci.data_science.models.ChangeMlApplicationImplementationCompartmentDetails change_ml_application_implementation_compartment_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_ml_application_implementation_compartment.py.html>`__ to see an example of how to use change_ml_application_implementation_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationId']
        resource_path = "/mlApplicationImplementations/{mlApplicationImplementationId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_ml_application_implementation_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/ChangeMlApplicationImplementationCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_ml_application_implementation_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationId": ml_application_implementation_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_implementation_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_implementation_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_ml_application_instance_compartment(self, ml_application_instance_id, change_ml_application_instance_compartment_details, **kwargs):
        """
        Moves a MlApplicationInstance resource from one compartment identifier to another. When provided, If-Match is checked against ETag values of the resource.


        :param str ml_application_instance_id: (required)
            unique MlApplicationInstance identifier

        :param oci.data_science.models.ChangeMlApplicationInstanceCompartmentDetails change_ml_application_instance_compartment_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_ml_application_instance_compartment.py.html>`__ to see an example of how to use change_ml_application_instance_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceId']
        resource_path = "/mlApplicationInstances/{mlApplicationInstanceId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_ml_application_instance_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstance/ChangeMlApplicationInstanceCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_ml_application_instance_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceId": ml_application_instance_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_instance_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_instance_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_ml_application_instance_view_compartment(self, ml_application_instance_view_id, change_ml_application_instance_view_compartment_details, **kwargs):
        """
        Moves a MlApplicationInstanceView resource from one compartment identifier to another. When provided, If-Match is checked against ETag values of the resource.


        :param str ml_application_instance_view_id: (required)
            unique MlApplicationInstanceView identifier

        :param oci.data_science.models.ChangeMlApplicationInstanceViewCompartmentDetails change_ml_application_instance_view_compartment_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_ml_application_instance_view_compartment.py.html>`__ to see an example of how to use change_ml_application_instance_view_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceViewId']
        resource_path = "/mlApplicationInstanceViews/{mlApplicationInstanceViewId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_ml_application_instance_view_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/ChangeMlApplicationInstanceViewCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_ml_application_instance_view_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceViewId": ml_application_instance_view_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_instance_view_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_ml_application_instance_view_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_model_compartment(self, model_id, change_model_compartment_details, **kwargs):
        """
        Moves a model resource into a different compartment.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeModelCompartmentDetails change_model_compartment_details: (required)
            Details for changing the compartment of a model.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_model_compartment.py.html>`__ to see an example of how to use change_model_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_model_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/ChangeModelCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_model_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_model_deployment_compartment(self, model_deployment_id, change_model_deployment_compartment_details, **kwargs):
        """
        Moves a model deployment into a different compartment. When provided, If-Match is checked against ETag values of the resource.


        :param str model_deployment_id: (required)
            The `OCID`__ of the model deployment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeModelDeploymentCompartmentDetails change_model_deployment_compartment_details: (required)
            Details for changing the compartment of a model deployment.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_model_deployment_compartment.py.html>`__ to see an example of how to use change_model_deployment_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelDeploymentId']
        resource_path = "/modelDeployments/{modelDeploymentId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_model_deployment_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeployment/ChangeModelDeploymentCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_model_deployment_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelDeploymentId": model_deployment_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_deployment_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_deployment_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_model_group_compartment(self, model_group_id, change_model_group_compartment_details, **kwargs):
        """
        Moves a model group resource into a different compartment.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeModelGroupCompartmentDetails change_model_group_compartment_details: (required)
            Details for changing the compartment of a model group.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_model_group_compartment.py.html>`__ to see an example of how to use change_model_group_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_model_group_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/ChangeModelGroupCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_model_group_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_group_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_group_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_model_group_version_history_compartment(self, model_group_version_history_id, change_model_group_version_history_compartment_details, **kwargs):
        """
        Moves a model Group Version History resource into a different compartment.


        :param str model_group_version_history_id: (required)
            The `OCID`__ of the modelGroupVersionHistory.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeModelGroupVersionHistoryCompartmentDetails change_model_group_version_history_compartment_details: (required)
            Details for changing the compartment of a Model Group Version History.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_model_group_version_history_compartment.py.html>`__ to see an example of how to use change_model_group_version_history_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupVersionHistoryId']
        resource_path = "/modelGroupVersionHistory/{modelGroupVersionHistoryId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_model_group_version_history_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroupVersionHistory/ChangeModelGroupVersionHistoryCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_model_group_version_history_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupVersionHistoryId": model_group_version_history_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_group_version_history_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_group_version_history_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_model_version_set_compartment(self, model_version_set_id, change_model_version_set_compartment_details, **kwargs):
        """
        Moves a modelVersionSet resource into a different compartment.


        :param str model_version_set_id: (required)
            The `OCID`__ of the model version set.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeModelVersionSetCompartmentDetails change_model_version_set_compartment_details: (required)
            Details for changing the compartment of a model version set.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_model_version_set_compartment.py.html>`__ to see an example of how to use change_model_version_set_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelVersionSetId']
        resource_path = "/modelVersionSets/{modelVersionSetId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_model_version_set_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelVersionSet/ChangeModelVersionSetCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_model_version_set_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelVersionSetId": model_version_set_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_version_set_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_model_version_set_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_notebook_session_compartment(self, notebook_session_id, change_notebook_session_compartment_details, **kwargs):
        """
        Moves a notebook session resource into a different compartment.


        :param str notebook_session_id: (required)
            The `OCID`__ of the notebook session.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeNotebookSessionCompartmentDetails change_notebook_session_compartment_details: (required)
            Details for changing the compartment of a notebook session.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_notebook_session_compartment.py.html>`__ to see an example of how to use change_notebook_session_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['notebookSessionId']
        resource_path = "/notebookSessions/{notebookSessionId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_notebook_session_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSession/ChangeNotebookSessionCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_notebook_session_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "notebookSessionId": notebook_session_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_notebook_session_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_notebook_session_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_pipeline_compartment(self, pipeline_id, change_pipeline_compartment_details, **kwargs):
        """
        Moves a resource into a different compartment. When provided, If-Match is checked against ETag values of the resource.


        :param str pipeline_id: (required)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangePipelineCompartmentDetails change_pipeline_compartment_details: (required)
            Details for the compartment move.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_pipeline_compartment.py.html>`__ to see an example of how to use change_pipeline_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineId']
        resource_path = "/pipelines/{pipelineId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_pipeline_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/ChangePipelineCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_pipeline_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineId": pipeline_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_pipeline_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_pipeline_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_pipeline_run_compartment(self, pipeline_run_id, change_pipeline_run_compartment_details, **kwargs):
        """
        Moves a resource into a different compartment. When provided, If-Match is checked against ETag values of the resource.


        :param str pipeline_run_id: (required)
            The `OCID`__ of the pipeline run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangePipelineRunCompartmentDetails change_pipeline_run_compartment_details: (required)
            Details for the compartment move.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_pipeline_run_compartment.py.html>`__ to see an example of how to use change_pipeline_run_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineRunId']
        resource_path = "/pipelineRuns/{pipelineRunId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_pipeline_run_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/PipelineRun/ChangePipelineRunCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_pipeline_run_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineRunId": pipeline_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_pipeline_run_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_pipeline_run_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_project_compartment(self, project_id, change_project_compartment_details, **kwargs):
        """
        Moves a project resource into a different compartment.


        :param str project_id: (required)
            The `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ChangeProjectCompartmentDetails change_project_compartment_details: (required)
            Details for changing the compartment of a project.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_project_compartment.py.html>`__ to see an example of how to use change_project_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['projectId']
        resource_path = "/projects/{projectId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_project_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Project/ChangeProjectCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_project_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "projectId": project_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_project_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_project_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def change_schedule_compartment(self, schedule_id, change_schedule_compartment_details, **kwargs):
        """
        Moves a Schedule resource from one compartment identifier to another. When provided, If-Match is checked against ETag values of the resource.


        :param str schedule_id: (required)
            unique Schedule identifier

        :param oci.data_science.models.ChangeScheduleCompartmentDetails change_schedule_compartment_details: (required)
            The information to be updated.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/change_schedule_compartment.py.html>`__ to see an example of how to use change_schedule_compartment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['scheduleId']
        resource_path = "/schedules/{scheduleId}/actions/changeCompartment"
        method = "POST"
        operation_name = "change_schedule_compartment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/ChangeScheduleCompartment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"change_schedule_compartment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "scheduleId": schedule_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_schedule_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=change_schedule_compartment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_compute_target(self, create_compute_target_details, **kwargs):
        """
        Creates a new compute target resource.


        :param oci.data_science.models.CreateComputeTargetDetails create_compute_target_details: (required)
            Details for creating a new compute target.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ComputeTarget`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_compute_target.py.html>`__ to see an example of how to use create_compute_target API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/computeTargets"
        method = "POST"
        operation_name = "create_compute_target"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ComputeTarget/CreateComputeTarget"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_compute_target got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_compute_target_details,
                response_type="ComputeTarget",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_compute_target_details,
                response_type="ComputeTarget",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_data_science_private_endpoint(self, create_data_science_private_endpoint_details, **kwargs):
        """
        Creates a Data Science private endpoint to be used by a Data Science resource.


        :param oci.data_science.models.CreateDataSciencePrivateEndpointDetails create_data_science_private_endpoint_details: (required)
            The parameters required to create a private endpoint.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.DataSciencePrivateEndpoint`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_data_science_private_endpoint.py.html>`__ to see an example of how to use create_data_science_private_endpoint API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/dataSciencePrivateEndpoints"
        method = "POST"
        operation_name = "create_data_science_private_endpoint"
        api_reference_link = ""

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_data_science_private_endpoint got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_data_science_private_endpoint_details,
                response_type="DataSciencePrivateEndpoint",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_data_science_private_endpoint_details,
                response_type="DataSciencePrivateEndpoint",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_job(self, create_job_details, **kwargs):
        """
        Creates a job.


        :param oci.data_science.models.CreateJobDetails create_job_details: (required)
            Details for creating a new job.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Job`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_job.py.html>`__ to see an example of how to use create_job API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/jobs"
        method = "POST"
        operation_name = "create_job"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/CreateJob"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_job got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_job_details,
                response_type="Job",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_job_details,
                response_type="Job",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_job_artifact(self, job_id, job_artifact, **kwargs):
        """
        Uploads a job artifact.


        :param str job_id: (required)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param stream job_artifact: (required)
            The job artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str content_disposition: (optional)
            This header is for specifying a filename during upload. It is used to identify the file type and validate if the
            file type is supported. Example: `--content-disposition \"attachment; filename=hello-world.py\"`

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_job_artifact.py.html>`__ to see an example of how to use create_job_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobId']
        resource_path = "/jobs/{jobId}/artifact"
        method = "POST"
        operation_name = "create_job_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/CreateJobArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "opc_retry_token",
            "content_disposition"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_job_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobId": job_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            job_artifact
        except NameError:
            job_artifact = kwargs.get("job_artifact", missing)

        if job_artifact is not missing and job_artifact is not None:
            if (not isinstance(job_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(job_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(job_artifact, 'fileno') and hasattr(job_artifact, 'name') and job_artifact.name != '<stdin>':
                if requests.utils.super_len(job_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(job_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(job_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                job_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=job_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=job_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_job_run(self, create_job_run_details, **kwargs):
        """
        Creates a job run.


        :param oci.data_science.models.CreateJobRunDetails create_job_run_details: (required)
            Details for creating a new job run.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_parent_rpt_url: (optional)
            URL to fetch the Resource Principal Token from the parent resource.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.JobRun`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_job_run.py.html>`__ to see an example of how to use create_job_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/jobRuns"
        method = "POST"
        operation_name = "create_job_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobRun/CreateJobRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token",
            "opc_parent_rpt_url"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_job_run got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-parent-rpt-url": kwargs.get("opc_parent_rpt_url", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_job_run_details,
                response_type="JobRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_job_run_details,
                response_type="JobRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_ml_application(self, create_ml_application_details, **kwargs):
        """
        Creates a new MlApplication.


        :param oci.data_science.models.CreateMlApplicationDetails create_ml_application_details: (required)
            Details for the new MlApplication.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplication`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_ml_application.py.html>`__ to see an example of how to use create_ml_application API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/mlApplications"
        method = "POST"
        operation_name = "create_ml_application"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplication/CreateMlApplication"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_ml_application got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_ml_application_details,
                response_type="MlApplication",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_ml_application_details,
                response_type="MlApplication",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_ml_application_implementation(self, create_ml_application_implementation_details, **kwargs):
        """
        Creates a new MlApplicationImplementation.


        :param oci.data_science.models.CreateMlApplicationImplementationDetails create_ml_application_implementation_details: (required)
            Details for the new MlApplicationImplementation.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationImplementation`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_ml_application_implementation.py.html>`__ to see an example of how to use create_ml_application_implementation API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/mlApplicationImplementations"
        method = "POST"
        operation_name = "create_ml_application_implementation"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/CreateMlApplicationImplementation"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_ml_application_implementation got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_ml_application_implementation_details,
                response_type="MlApplicationImplementation",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_ml_application_implementation_details,
                response_type="MlApplicationImplementation",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_ml_application_instance(self, create_ml_application_instance_details, **kwargs):
        """
        Creates a new MlApplicationInstance.


        :param oci.data_science.models.CreateMlApplicationInstanceDetails create_ml_application_instance_details: (required)
            Details for the new MlApplicationInstance.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstance`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_ml_application_instance.py.html>`__ to see an example of how to use create_ml_application_instance API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/mlApplicationInstances"
        method = "POST"
        operation_name = "create_ml_application_instance"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstance/CreateMlApplicationInstance"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_ml_application_instance got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_ml_application_instance_details,
                response_type="MlApplicationInstance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_ml_application_instance_details,
                response_type="MlApplicationInstance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model(self, create_model_details, **kwargs):
        """
        Creates a new model.


        :param oci.data_science.models.CreateModelDetails create_model_details: (required)
            Details for creating a new model.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Model`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model.py.html>`__ to see an example of how to use create_model API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/models"
        method = "POST"
        operation_name = "create_model"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/CreateModel"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_details,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_details,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_artifact(self, model_id, model_artifact, **kwargs):
        """
        Creates model artifact for specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param stream model_artifact: (required)
            The model artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_artifact.py.html>`__ to see an example of how to use create_model_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/artifact"
        method = "POST"
        operation_name = "create_model_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/CreateModelArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "opc_retry_token",
            "content_disposition",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            model_artifact
        except NameError:
            model_artifact = kwargs.get("model_artifact", missing)

        if model_artifact is not missing and model_artifact is not None:
            if (not isinstance(model_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(model_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(model_artifact, 'fileno') and hasattr(model_artifact, 'name') and model_artifact.name != '<stdin>':
                if requests.utils.super_len(model_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(model_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(model_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                model_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_custom_metadatum_artifact(self, model_id, metadatum_key_name, model_custom_metadatum_artifact, **kwargs):
        """
        Creates model custom metadata artifact for specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param stream model_custom_metadatum_artifact: (required)
            The model custom metadata artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_custom_metadatum_artifact.py.html>`__ to see an example of how to use create_model_custom_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/customMetadata/{metadatumKeyName}/artifact"
        method = "POST"
        operation_name = "create_model_custom_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/CreateModelCustomMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "content_disposition",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_custom_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            model_custom_metadatum_artifact
        except NameError:
            model_custom_metadatum_artifact = kwargs.get("model_custom_metadatum_artifact", missing)

        if model_custom_metadatum_artifact is not missing and model_custom_metadatum_artifact is not None:
            if (not isinstance(model_custom_metadatum_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(model_custom_metadatum_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(model_custom_metadatum_artifact, 'fileno') and hasattr(model_custom_metadatum_artifact, 'name') and model_custom_metadatum_artifact.name != '<stdin>':
                if requests.utils.super_len(model_custom_metadatum_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(model_custom_metadatum_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(model_custom_metadatum_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                model_custom_metadatum_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_custom_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_custom_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_defined_metadatum_artifact(self, model_id, metadatum_key_name, model_defined_metadatum_artifact, **kwargs):
        """
        Creates model defined metadata artifact for specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param stream model_defined_metadatum_artifact: (required)
            The model defined metadata artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_defined_metadatum_artifact.py.html>`__ to see an example of how to use create_model_defined_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/definedMetadata/{metadatumKeyName}/artifact"
        method = "POST"
        operation_name = "create_model_defined_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/CreateModelDefinedMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "content_disposition",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_defined_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            model_defined_metadatum_artifact
        except NameError:
            model_defined_metadatum_artifact = kwargs.get("model_defined_metadatum_artifact", missing)

        if model_defined_metadatum_artifact is not missing and model_defined_metadatum_artifact is not None:
            if (not isinstance(model_defined_metadatum_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(model_defined_metadatum_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(model_defined_metadatum_artifact, 'fileno') and hasattr(model_defined_metadatum_artifact, 'name') and model_defined_metadatum_artifact.name != '<stdin>':
                if requests.utils.super_len(model_defined_metadatum_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(model_defined_metadatum_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(model_defined_metadatum_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                model_defined_metadatum_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_defined_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_defined_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_deployment(self, create_model_deployment_details, **kwargs):
        """
        Creates a new model deployment.


        :param oci.data_science.models.CreateModelDeploymentDetails create_model_deployment_details: (required)
            Details for creating a new model deployment.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_parent_rpt_url: (optional)
            URL to fetch the Resource Principal Token from the parent resource.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelDeployment`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_deployment.py.html>`__ to see an example of how to use create_model_deployment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/modelDeployments"
        method = "POST"
        operation_name = "create_model_deployment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeployment/CreateModelDeployment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token",
            "opc_parent_rpt_url"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_deployment got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-parent-rpt-url": kwargs.get("opc_parent_rpt_url", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_deployment_details,
                response_type="ModelDeployment",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_deployment_details,
                response_type="ModelDeployment",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_group(self, create_base_model_group_details, **kwargs):
        """
        Create a new Model Group resource.


        :param oci.data_science.models.CreateBaseModelGroupDetails create_base_model_group_details: (required)
            Details for creating a new model group.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroup`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_group.py.html>`__ to see an example of how to use create_model_group API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/modelGroups"
        method = "POST"
        operation_name = "create_model_group"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/CreateModelGroup"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_group got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_base_model_group_details,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_base_model_group_details,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_group_artifact(self, model_group_id, model_group_artifact, **kwargs):
        """
        Creates artifact for the Model Group.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param stream model_group_artifact: (required)
            The model group artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_group_artifact.py.html>`__ to see an example of how to use create_model_group_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}/artifact"
        method = "POST"
        operation_name = "create_model_group_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/CreateModelGroupArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "opc_retry_token",
            "content_disposition",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_group_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            model_group_artifact
        except NameError:
            model_group_artifact = kwargs.get("model_group_artifact", missing)

        if model_group_artifact is not missing and model_group_artifact is not None:
            if (not isinstance(model_group_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(model_group_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(model_group_artifact, 'fileno') and hasattr(model_group_artifact, 'name') and model_group_artifact.name != '<stdin>':
                if requests.utils.super_len(model_group_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(model_group_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(model_group_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                model_group_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_group_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_group_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_group_version_history(self, create_model_group_version_history_details, **kwargs):
        """
        Creates a new modelGroupVersionHistory.


        :param oci.data_science.models.CreateModelGroupVersionHistoryDetails create_model_group_version_history_details: (required)
            Details for creating a new model group version History.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroupVersionHistory`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_group_version_history.py.html>`__ to see an example of how to use create_model_group_version_history API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/modelGroupVersionHistory"
        method = "POST"
        operation_name = "create_model_group_version_history"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroupVersionHistory/CreateModelGroupVersionHistory"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_group_version_history got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_group_version_history_details,
                response_type="ModelGroupVersionHistory",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_group_version_history_details,
                response_type="ModelGroupVersionHistory",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_provenance(self, model_id, create_model_provenance_details, **kwargs):
        """
        Creates provenance information for the specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.CreateModelProvenanceDetails create_model_provenance_details: (required)
            Provenance information for specified model.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelProvenance`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_provenance.py.html>`__ to see an example of how to use create_model_provenance API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/provenance"
        method = "POST"
        operation_name = "create_model_provenance"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/CreateModelProvenance"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_provenance got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=create_model_provenance_details,
                response_type="ModelProvenance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=create_model_provenance_details,
                response_type="ModelProvenance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_model_version_set(self, create_model_version_set_details, **kwargs):
        """
        Creates a new modelVersionSet.


        :param oci.data_science.models.CreateModelVersionSetDetails create_model_version_set_details: (required)
            Details for creating a new modelVersionSet.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelVersionSet`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_model_version_set.py.html>`__ to see an example of how to use create_model_version_set API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/modelVersionSets"
        method = "POST"
        operation_name = "create_model_version_set"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelVersionSet/CreateModelVersionSet"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_model_version_set got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_version_set_details,
                response_type="ModelVersionSet",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_model_version_set_details,
                response_type="ModelVersionSet",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_notebook_session(self, create_notebook_session_details, **kwargs):
        """
        Creates a new notebook session.


        :param oci.data_science.models.CreateNotebookSessionDetails create_notebook_session_details: (required)
            Details for creating a new notebook session.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.NotebookSession`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_notebook_session.py.html>`__ to see an example of how to use create_notebook_session API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/notebookSessions"
        method = "POST"
        operation_name = "create_notebook_session"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSession/CreateNotebookSession"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_notebook_session got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_notebook_session_details,
                response_type="NotebookSession",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_notebook_session_details,
                response_type="NotebookSession",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_pipeline(self, create_pipeline_details, **kwargs):
        """
        Creates a new Pipeline.


        :param oci.data_science.models.CreatePipelineDetails create_pipeline_details: (required)
            Details for the new Pipeline.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Pipeline`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_pipeline.py.html>`__ to see an example of how to use create_pipeline API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/pipelines"
        method = "POST"
        operation_name = "create_pipeline"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/CreatePipeline"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_pipeline got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_pipeline_details,
                response_type="Pipeline",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_pipeline_details,
                response_type="Pipeline",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_pipeline_run(self, create_pipeline_run_details, **kwargs):
        """
        Creates a new PipelineRun.


        :param oci.data_science.models.CreatePipelineRunDetails create_pipeline_run_details: (required)
            Details for the new PipelineRun.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_parent_rpt_url: (optional)
            URL to fetch the Resource Principal Token from the parent resource.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.PipelineRun`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_pipeline_run.py.html>`__ to see an example of how to use create_pipeline_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/pipelineRuns"
        method = "POST"
        operation_name = "create_pipeline_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/PipelineRun/CreatePipelineRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "opc_request_id",
            "opc_parent_rpt_url"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_pipeline_run got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-parent-rpt-url": kwargs.get("opc_parent_rpt_url", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_pipeline_run_details,
                response_type="PipelineRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_pipeline_run_details,
                response_type="PipelineRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_project(self, create_project_details, **kwargs):
        """
        Creates a new project.


        :param oci.data_science.models.CreateProjectDetails create_project_details: (required)
            Details for creating a new project.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Project`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_project.py.html>`__ to see an example of how to use create_project API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/projects"
        method = "POST"
        operation_name = "create_project"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Project/CreateProject"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_project got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_project_details,
                response_type="Project",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_project_details,
                response_type="Project",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_schedule(self, create_schedule_details, **kwargs):
        """
        Creates a new Schedule.


        :param oci.data_science.models.CreateScheduleDetails create_schedule_details: (required)
            Details for the new Schedule.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Schedule`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_schedule.py.html>`__ to see an example of how to use create_schedule API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/schedules"
        method = "POST"
        operation_name = "create_schedule"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/CreateSchedule"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_retry_token",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_schedule got unknown kwargs: {extra_kwargs!r}")

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_schedule_details,
                response_type="Schedule",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                header_params=header_params,
                body=create_schedule_details,
                response_type="Schedule",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def create_step_artifact(self, pipeline_id, step_name, step_artifact, **kwargs):
        """
        Upload the artifact for a step in the pipeline.


        :param str pipeline_id: (required)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str step_name: (required)
            Unique Step identifier in a pipeline.

        :param stream step_artifact: (required)
            The step artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/create_step_artifact.py.html>`__ to see an example of how to use create_step_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineId', 'stepName']
        resource_path = "/pipelines/{pipelineId}/steps/{stepName}/artifact"
        method = "POST"
        operation_name = "create_step_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/CreateStepArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "opc_retry_token",
            "content_disposition"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"create_step_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineId": pipeline_id,
            "stepName": step_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            step_artifact
        except NameError:
            step_artifact = kwargs.get("step_artifact", missing)

        if step_artifact is not missing and step_artifact is not None:
            if (not isinstance(step_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(step_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(step_artifact, 'fileno') and hasattr(step_artifact, 'name') and step_artifact.name != '<stdin>':
                if requests.utils.super_len(step_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(step_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(step_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                step_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=step_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=step_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def deactivate_model(self, model_id, **kwargs):
        """
        Deactivates the model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Model`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/deactivate_model.py.html>`__ to see an example of how to use deactivate_model API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/actions/deactivate"
        method = "POST"
        operation_name = "deactivate_model"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/DeactivateModel"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"deactivate_model got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def deactivate_model_deployment(self, model_deployment_id, **kwargs):
        """
        Deactivates the model deployment.


        :param str model_deployment_id: (required)
            The `OCID`__ of the model deployment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/deactivate_model_deployment.py.html>`__ to see an example of how to use deactivate_model_deployment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelDeploymentId']
        resource_path = "/modelDeployments/{modelDeploymentId}/actions/deactivate"
        method = "POST"
        operation_name = "deactivate_model_deployment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeployment/DeactivateModelDeployment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"deactivate_model_deployment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelDeploymentId": model_deployment_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def deactivate_model_group(self, model_group_id, **kwargs):
        """
        Deactivates the model group.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroup`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/deactivate_model_group.py.html>`__ to see an example of how to use deactivate_model_group API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}/actions/deactivate"
        method = "POST"
        operation_name = "deactivate_model_group"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/DeactivateModelGroup"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"deactivate_model_group got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def deactivate_notebook_session(self, notebook_session_id, **kwargs):
        """
        Deactivates the notebook session.


        :param str notebook_session_id: (required)
            The `OCID`__ of the notebook session.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/deactivate_notebook_session.py.html>`__ to see an example of how to use deactivate_notebook_session API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['notebookSessionId']
        resource_path = "/notebookSessions/{notebookSessionId}/actions/deactivate"
        method = "POST"
        operation_name = "deactivate_notebook_session"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSession/DeactivateNotebookSession"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"deactivate_notebook_session got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "notebookSessionId": notebook_session_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def deactivate_schedule(self, schedule_id, **kwargs):
        """
        Deactivate schedule.


        :param str schedule_id: (required)
            unique Schedule identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/deactivate_schedule.py.html>`__ to see an example of how to use deactivate_schedule API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['scheduleId']
        resource_path = "/schedules/{scheduleId}/actions/deactivate"
        method = "POST"
        operation_name = "deactivate_schedule"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/DeactivateSchedule"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"deactivate_schedule got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "scheduleId": schedule_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_compute_target(self, compute_target_id, **kwargs):
        """
        Deletes the specified compute target.


        :param str compute_target_id: (required)
            The `OCID`__ of the compute target.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_compute_target.py.html>`__ to see an example of how to use delete_compute_target API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['computeTargetId']
        resource_path = "/computeTargets/{computeTargetId}"
        method = "DELETE"
        operation_name = "delete_compute_target"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ComputeTarget/DeleteComputeTarget"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_compute_target got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "computeTargetId": compute_target_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_data_science_private_endpoint(self, data_science_private_endpoint_id, **kwargs):
        """
        Deletes a private endpoint using `privateEndpointId`.


        :param str data_science_private_endpoint_id: (required)
            The unique ID for a Data Science private endpoint.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_data_science_private_endpoint.py.html>`__ to see an example of how to use delete_data_science_private_endpoint API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['dataSciencePrivateEndpointId']
        resource_path = "/dataSciencePrivateEndpoints/{dataSciencePrivateEndpointId}"
        method = "DELETE"
        operation_name = "delete_data_science_private_endpoint"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/DataSciencePrivateEndpoint/DeleteDataSciencePrivateEndpoint"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_data_science_private_endpoint got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "dataSciencePrivateEndpointId": data_science_private_endpoint_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_job(self, job_id, **kwargs):
        """
        Deletes a job.


        :param str job_id: (required)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param bool delete_related_job_runs: (optional)
            Delete all JobRuns associated with this job.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_job.py.html>`__ to see an example of how to use delete_job API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobId']
        resource_path = "/jobs/{jobId}"
        method = "DELETE"
        operation_name = "delete_job"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/DeleteJob"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "delete_related_job_runs"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_job got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobId": job_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "deleteRelatedJobRuns": kwargs.get("delete_related_job_runs", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_job_run(self, job_run_id, **kwargs):
        """
        Deletes a job run.


        :param str job_run_id: (required)
            The `OCID`__ of the job run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_job_run.py.html>`__ to see an example of how to use delete_job_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobRunId']
        resource_path = "/jobRuns/{jobRunId}"
        method = "DELETE"
        operation_name = "delete_job_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobRun/DeleteJobRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_job_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobRunId": job_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_ml_application(self, ml_application_id, **kwargs):
        """
        Deletes a MlApplication resource by identifier


        :param str ml_application_id: (required)
            unique MlApplication identifier

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_ml_application.py.html>`__ to see an example of how to use delete_ml_application API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationId']
        resource_path = "/mlApplications/{mlApplicationId}"
        method = "DELETE"
        operation_name = "delete_ml_application"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplication/DeleteMlApplication"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_ml_application got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationId": ml_application_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_ml_application_implementation(self, ml_application_implementation_id, **kwargs):
        """
        Deletes a MlApplicationImplementation resource by identifier


        :param str ml_application_implementation_id: (required)
            unique MlApplicationImplementation identifier

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_ml_application_implementation.py.html>`__ to see an example of how to use delete_ml_application_implementation API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationId']
        resource_path = "/mlApplicationImplementations/{mlApplicationImplementationId}"
        method = "DELETE"
        operation_name = "delete_ml_application_implementation"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/DeleteMlApplicationImplementation"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_ml_application_implementation got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationId": ml_application_implementation_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_ml_application_instance(self, ml_application_instance_id, **kwargs):
        """
        Deletes a MlApplicationInstance resource by identifier


        :param str ml_application_instance_id: (required)
            unique MlApplicationInstance identifier

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_ml_application_instance.py.html>`__ to see an example of how to use delete_ml_application_instance API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceId']
        resource_path = "/mlApplicationInstances/{mlApplicationInstanceId}"
        method = "DELETE"
        operation_name = "delete_ml_application_instance"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstance/DeleteMlApplicationInstance"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_ml_application_instance got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceId": ml_application_instance_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_model(self, model_id, **kwargs):
        """
        Deletes the specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_model.py.html>`__ to see an example of how to use delete_model API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}"
        method = "DELETE"
        operation_name = "delete_model"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/DeleteModel"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_model got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_model_custom_metadatum_artifact(self, model_id, metadatum_key_name, **kwargs):
        """
        Deletes model custom metadata artifact for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_model_custom_metadatum_artifact.py.html>`__ to see an example of how to use delete_model_custom_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/customMetadata/{metadatumKeyName}/artifact"
        method = "DELETE"
        operation_name = "delete_model_custom_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/DeleteModelCustomMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_model_custom_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_model_defined_metadatum_artifact(self, model_id, metadatum_key_name, **kwargs):
        """
        Deletes model defined metadata artifact for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_model_defined_metadatum_artifact.py.html>`__ to see an example of how to use delete_model_defined_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/definedMetadata/{metadatumKeyName}/artifact"
        method = "DELETE"
        operation_name = "delete_model_defined_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/DeleteModelDefinedMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_model_defined_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_model_deployment(self, model_deployment_id, **kwargs):
        """
        Deletes the specified model deployment. Any unsaved work in this model deployment is lost.


        :param str model_deployment_id: (required)
            The `OCID`__ of the model deployment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_model_deployment.py.html>`__ to see an example of how to use delete_model_deployment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelDeploymentId']
        resource_path = "/modelDeployments/{modelDeploymentId}"
        method = "DELETE"
        operation_name = "delete_model_deployment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeployment/DeleteModelDeployment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_model_deployment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelDeploymentId": model_deployment_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_model_group(self, model_group_id, **kwargs):
        """
        Deletes the specified Model Group.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_model_group.py.html>`__ to see an example of how to use delete_model_group API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}"
        method = "DELETE"
        operation_name = "delete_model_group"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/DeleteModelGroup"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_model_group got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_model_group_version_history(self, model_group_version_history_id, **kwargs):
        """
        Deletes the specified modelGroupVersionHistory.


        :param str model_group_version_history_id: (required)
            The `OCID`__ of the modelGroupVersionHistory.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_model_group_version_history.py.html>`__ to see an example of how to use delete_model_group_version_history API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupVersionHistoryId']
        resource_path = "/modelGroupVersionHistory/{modelGroupVersionHistoryId}"
        method = "DELETE"
        operation_name = "delete_model_group_version_history"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroupVersionHistory/DeleteModelGroupVersionHistory"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_model_group_version_history got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupVersionHistoryId": model_group_version_history_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_model_version_set(self, model_version_set_id, **kwargs):
        """
        Deletes the specified modelVersionSet.


        :param str model_version_set_id: (required)
            The `OCID`__ of the model version set.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param bool is_delete_related_models: (optional)
            By default, this parameter is false. A model version set can only be deleted if all the models associate with it are already in the DELETED state.
            You can optionally specify the deleteRelatedModels boolean query parameters to true, which deletes all associated models for you.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_model_version_set.py.html>`__ to see an example of how to use delete_model_version_set API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelVersionSetId']
        resource_path = "/modelVersionSets/{modelVersionSetId}"
        method = "DELETE"
        operation_name = "delete_model_version_set"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelVersionSet/DeleteModelVersionSet"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "is_delete_related_models",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_model_version_set got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelVersionSetId": model_version_set_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "isDeleteRelatedModels": kwargs.get("is_delete_related_models", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_notebook_session(self, notebook_session_id, **kwargs):
        """
        Deletes the specified notebook session. Any unsaved work in this notebook session are lost.


        :param str notebook_session_id: (required)
            The `OCID`__ of the notebook session.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_notebook_session.py.html>`__ to see an example of how to use delete_notebook_session API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['notebookSessionId']
        resource_path = "/notebookSessions/{notebookSessionId}"
        method = "DELETE"
        operation_name = "delete_notebook_session"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSession/DeleteNotebookSession"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_notebook_session got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "notebookSessionId": notebook_session_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_pipeline(self, pipeline_id, **kwargs):
        """
        Deletes a Pipeline resource by identifier.


        :param str pipeline_id: (required)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param bool delete_related_pipeline_runs: (optional)
            A boolean value to specify whether to delete related PipelineRuns or not.

        :param bool delete_related_job_runs: (optional)
            A boolean value to specify whether to delete related jobRuns or not.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_pipeline.py.html>`__ to see an example of how to use delete_pipeline API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineId']
        resource_path = "/pipelines/{pipelineId}"
        method = "DELETE"
        operation_name = "delete_pipeline"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/DeletePipeline"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "delete_related_pipeline_runs",
            "delete_related_job_runs",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_pipeline got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineId": pipeline_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "deleteRelatedPipelineRuns": kwargs.get("delete_related_pipeline_runs", missing),
            "deleteRelatedJobRuns": kwargs.get("delete_related_job_runs", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_pipeline_run(self, pipeline_run_id, **kwargs):
        """
        Deletes a PipelineRun resource by identifier.


        :param str pipeline_run_id: (required)
            The `OCID`__ of the pipeline run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param bool delete_related_job_runs: (optional)
            A boolean value to specify whether to delete related jobRuns or not.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_pipeline_run.py.html>`__ to see an example of how to use delete_pipeline_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineRunId']
        resource_path = "/pipelineRuns/{pipelineRunId}"
        method = "DELETE"
        operation_name = "delete_pipeline_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/PipelineRun/DeletePipelineRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "delete_related_job_runs",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_pipeline_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineRunId": pipeline_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "deleteRelatedJobRuns": kwargs.get("delete_related_job_runs", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_project(self, project_id, **kwargs):
        """
        Deletes the specified project. This operation fails unless all associated resources (notebook sessions or models) are in a DELETED state. You must delete all associated resources before deleting a project.


        :param str project_id: (required)
            The `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_project.py.html>`__ to see an example of how to use delete_project API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['projectId']
        resource_path = "/projects/{projectId}"
        method = "DELETE"
        operation_name = "delete_project"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Project/DeleteProject"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_project got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "projectId": project_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def delete_schedule(self, schedule_id, **kwargs):
        """
        Deletes a Schedule resource by identifier


        :param str schedule_id: (required)
            unique Schedule identifier

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/delete_schedule.py.html>`__ to see an example of how to use delete_schedule API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['scheduleId']
        resource_path = "/schedules/{scheduleId}"
        method = "DELETE"
        operation_name = "delete_schedule"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/DeleteSchedule"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"delete_schedule got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "scheduleId": schedule_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def disable_ml_application_instance_view_trigger(self, disable_ml_application_instance_view_trigger_details, ml_application_instance_view_id, **kwargs):
        """
        Disable trigger of given name for given ML Application Instance View flow


        :param oci.data_science.models.DisableMlApplicationInstanceViewTriggerDetails disable_ml_application_instance_view_trigger_details: (required)
            Details for disable trigger request.

        :param str ml_application_instance_view_id: (required)
            unique MlApplicationInstanceView identifier

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstanceView`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/disable_ml_application_instance_view_trigger.py.html>`__ to see an example of how to use disable_ml_application_instance_view_trigger API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceViewId']
        resource_path = "/mlApplicationInstanceViews/{mlApplicationInstanceViewId}/actions/disableTrigger"
        method = "POST"
        operation_name = "disable_ml_application_instance_view_trigger"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/DisableMlApplicationInstanceViewTrigger"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"disable_ml_application_instance_view_trigger got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceViewId": ml_application_instance_view_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=disable_ml_application_instance_view_trigger_details,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=disable_ml_application_instance_view_trigger_details,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def enable_ml_application_instance_view_trigger(self, enable_ml_application_instance_view_trigger_details, ml_application_instance_view_id, **kwargs):
        """
        Enable trigger of given name for given ML Application Instance View flow


        :param oci.data_science.models.EnableMlApplicationInstanceViewTriggerDetails enable_ml_application_instance_view_trigger_details: (required)
            Details for enable trigger request.

        :param str ml_application_instance_view_id: (required)
            unique MlApplicationInstanceView identifier

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstanceView`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/enable_ml_application_instance_view_trigger.py.html>`__ to see an example of how to use enable_ml_application_instance_view_trigger API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceViewId']
        resource_path = "/mlApplicationInstanceViews/{mlApplicationInstanceViewId}/actions/enableTrigger"
        method = "POST"
        operation_name = "enable_ml_application_instance_view_trigger"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/EnableMlApplicationInstanceViewTrigger"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"enable_ml_application_instance_view_trigger got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceViewId": ml_application_instance_view_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=enable_ml_application_instance_view_trigger_details,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=enable_ml_application_instance_view_trigger_details,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def export_model_artifact(self, model_id, export_model_artifact_details, **kwargs):
        """
        Export model artifact from source to the service bucket


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ExportModelArtifactDetails export_model_artifact_details: (required)
            Model artifact source details for exporting.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/export_model_artifact.py.html>`__ to see an example of how to use export_model_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/actions/exportArtifact"
        method = "POST"
        operation_name = "export_model_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/ExportModelArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"export_model_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=export_model_artifact_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=export_model_artifact_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_compute_target(self, compute_target_id, **kwargs):
        """
        Retrieves the compute target for the specified `computeTargetId`.


        :param str compute_target_id: (required)
            The `OCID`__ of the compute target.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ComputeTarget`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_compute_target.py.html>`__ to see an example of how to use get_compute_target API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['computeTargetId']
        resource_path = "/computeTargets/{computeTargetId}"
        method = "GET"
        operation_name = "get_compute_target"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ComputeTarget/GetComputeTarget"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_compute_target got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "computeTargetId": compute_target_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ComputeTarget",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ComputeTarget",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_data_science_private_endpoint(self, data_science_private_endpoint_id, **kwargs):
        """
        Retrieves an private endpoint using a `privateEndpointId`.


        :param str data_science_private_endpoint_id: (required)
            The unique ID for a Data Science private endpoint.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.DataSciencePrivateEndpoint`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_data_science_private_endpoint.py.html>`__ to see an example of how to use get_data_science_private_endpoint API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['dataSciencePrivateEndpointId']
        resource_path = "/dataSciencePrivateEndpoints/{dataSciencePrivateEndpointId}"
        method = "GET"
        operation_name = "get_data_science_private_endpoint"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/DataSciencePrivateEndpoint/GetDataSciencePrivateEndpoint"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_data_science_private_endpoint got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "dataSciencePrivateEndpointId": data_science_private_endpoint_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="DataSciencePrivateEndpoint",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="DataSciencePrivateEndpoint",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_job(self, job_id, **kwargs):
        """
        Gets a job.


        :param str job_id: (required)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Job`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_job.py.html>`__ to see an example of how to use get_job API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobId']
        resource_path = "/jobs/{jobId}"
        method = "GET"
        operation_name = "get_job"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/GetJob"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_job got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobId": job_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Job",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Job",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_job_artifact_content(self, job_id, **kwargs):
        """
        Downloads job artifact content for specified job.


        :param str job_id: (required)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str range: (optional)
            Optional byte range to fetch, as described in `RFC 7233`__, section 2.1.
            Note that only a single range of bytes is supported.

            __ https://tools.ietf.org/html/rfc7232#section-2.1

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_job_artifact_content.py.html>`__ to see an example of how to use get_job_artifact_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobId']
        resource_path = "/jobs/{jobId}/artifact/content"
        method = "GET"
        operation_name = "get_job_artifact_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/GetJobArtifactContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "range"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_job_artifact_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobId": job_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "range": kwargs.get("range", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_job_run(self, job_run_id, **kwargs):
        """
        Gets a job run.


        :param str job_run_id: (required)
            The `OCID`__ of the job run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.JobRun`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_job_run.py.html>`__ to see an example of how to use get_job_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobRunId']
        resource_path = "/jobRuns/{jobRunId}"
        method = "GET"
        operation_name = "get_job_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobRun/GetJobRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_job_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobRunId": job_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="JobRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="JobRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_ml_application(self, ml_application_id, **kwargs):
        """
        Gets a MlApplication by identifier


        :param str ml_application_id: (required)
            unique MlApplication identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplication`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_ml_application.py.html>`__ to see an example of how to use get_ml_application API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationId']
        resource_path = "/mlApplications/{mlApplicationId}"
        method = "GET"
        operation_name = "get_ml_application"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplication/GetMlApplication"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_ml_application got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationId": ml_application_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplication",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplication",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_ml_application_historical_package_content(self, ml_application_implementation_version_id, **kwargs):
        """
        Retrieves ML Application package for MlApplicationImplementationVersion with given id.


        :param str ml_application_implementation_version_id: (required)
            unique MlApplicationImplementationVersion identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_ml_application_historical_package_content.py.html>`__ to see an example of how to use get_ml_application_historical_package_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationVersionId']
        resource_path = "/mlApplicationImplementationVersions/{mlApplicationImplementationVersionId}/mlApplicationHistoricalPackage/content"
        method = "GET"
        operation_name = "get_ml_application_historical_package_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementationVersion/GetMlApplicationHistoricalPackageContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_ml_application_historical_package_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationVersionId": ml_application_implementation_version_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_ml_application_implementation(self, ml_application_implementation_id, **kwargs):
        """
        Gets a MlApplicationImplementation by identifier


        :param str ml_application_implementation_id: (required)
            unique MlApplicationImplementation identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationImplementation`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_ml_application_implementation.py.html>`__ to see an example of how to use get_ml_application_implementation API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationId']
        resource_path = "/mlApplicationImplementations/{mlApplicationImplementationId}"
        method = "GET"
        operation_name = "get_ml_application_implementation"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/GetMlApplicationImplementation"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_ml_application_implementation got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationId": ml_application_implementation_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationImplementation",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationImplementation",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_ml_application_implementation_version(self, ml_application_implementation_version_id, **kwargs):
        """
        Gets a MlApplicationImplementationVersion by identifier


        :param str ml_application_implementation_version_id: (required)
            unique MlApplicationImplementationVersion identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationImplementationVersion`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_ml_application_implementation_version.py.html>`__ to see an example of how to use get_ml_application_implementation_version API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationVersionId']
        resource_path = "/mlApplicationImplementationVersions/{mlApplicationImplementationVersionId}"
        method = "GET"
        operation_name = "get_ml_application_implementation_version"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementationVersion/GetMlApplicationImplementationVersion"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_ml_application_implementation_version got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationVersionId": ml_application_implementation_version_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationImplementationVersion",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationImplementationVersion",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_ml_application_instance(self, ml_application_instance_id, **kwargs):
        """
        Gets a MlApplicationInstance by identifier


        :param str ml_application_instance_id: (required)
            unique MlApplicationInstance identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstance`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_ml_application_instance.py.html>`__ to see an example of how to use get_ml_application_instance API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceId']
        resource_path = "/mlApplicationInstances/{mlApplicationInstanceId}"
        method = "GET"
        operation_name = "get_ml_application_instance"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstance/GetMlApplicationInstance"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_ml_application_instance got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceId": ml_application_instance_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationInstance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationInstance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_ml_application_instance_view(self, ml_application_instance_view_id, **kwargs):
        """
        Gets a MlApplicationInstanceView by identifier


        :param str ml_application_instance_view_id: (required)
            unique MlApplicationInstanceView identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstanceView`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_ml_application_instance_view.py.html>`__ to see an example of how to use get_ml_application_instance_view API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceViewId']
        resource_path = "/mlApplicationInstanceViews/{mlApplicationInstanceViewId}"
        method = "GET"
        operation_name = "get_ml_application_instance_view"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/GetMlApplicationInstanceView"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_ml_application_instance_view got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceViewId": ml_application_instance_view_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_ml_application_package_content(self, ml_application_implementation_id, **kwargs):
        """
        Retrieves last ML Application package uploaded for given ML Application Implementation


        :param str ml_application_implementation_id: (required)
            unique MlApplicationImplementation identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_ml_application_package_content.py.html>`__ to see an example of how to use get_ml_application_package_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationId']
        resource_path = "/mlApplicationImplementations/{mlApplicationImplementationId}/mlApplicationPackage/content"
        method = "GET"
        operation_name = "get_ml_application_package_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/GetMlApplicationPackageContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_ml_application_package_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationId": ml_application_implementation_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model(self, model_id, **kwargs):
        """
        Gets the specified model's information.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Model`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model.py.html>`__ to see an example of how to use get_model API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}"
        method = "GET"
        operation_name = "get_model"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/GetModel"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_artifact_content(self, model_id, **kwargs):
        """
        Downloads model artifact content for specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str range: (optional)
            Optional byte range to fetch, as described in `RFC 7233`__, section 2.1.
            Note that only a single range of bytes is supported.

            __ https://tools.ietf.org/html/rfc7232#section-2.1

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_artifact_content.py.html>`__ to see an example of how to use get_model_artifact_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/artifact/content"
        method = "GET"
        operation_name = "get_model_artifact_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/GetModelArtifactContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "range"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_artifact_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "range": kwargs.get("range", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_custom_metadatum_artifact_content(self, model_id, metadatum_key_name, **kwargs):
        """
        Downloads model custom metadata artifact content for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str range: (optional)
            Optional byte range to fetch, as described in `RFC 7233`__, section 2.1.
            Note that only a single range of bytes is supported.

            __ https://tools.ietf.org/html/rfc7232#section-2.1

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_custom_metadatum_artifact_content.py.html>`__ to see an example of how to use get_model_custom_metadatum_artifact_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/customMetadata/{metadatumKeyName}/artifact/content"
        method = "GET"
        operation_name = "get_model_custom_metadatum_artifact_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/GetModelCustomMetadatumArtifactContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "range"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_custom_metadatum_artifact_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "range": kwargs.get("range", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_defined_metadatum_artifact_content(self, model_id, metadatum_key_name, **kwargs):
        """
        Downloads model defined metadata artifact content for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str range: (optional)
            Optional byte range to fetch, as described in `RFC 7233`__, section 2.1.
            Note that only a single range of bytes is supported.

            __ https://tools.ietf.org/html/rfc7232#section-2.1

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_defined_metadatum_artifact_content.py.html>`__ to see an example of how to use get_model_defined_metadatum_artifact_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/definedMetadata/{metadatumKeyName}/artifact/content"
        method = "GET"
        operation_name = "get_model_defined_metadatum_artifact_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/GetModelDefinedMetadatumArtifactContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "range"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_defined_metadatum_artifact_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "range": kwargs.get("range", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_deployment(self, model_deployment_id, **kwargs):
        """
        Retrieves the model deployment for the specified `modelDeploymentId`.


        :param str model_deployment_id: (required)
            The `OCID`__ of the model deployment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelDeployment`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_deployment.py.html>`__ to see an example of how to use get_model_deployment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelDeploymentId']
        resource_path = "/modelDeployments/{modelDeploymentId}"
        method = "GET"
        operation_name = "get_model_deployment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeployment/GetModelDeployment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_deployment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelDeploymentId": model_deployment_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelDeployment",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelDeployment",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_group(self, model_group_id, **kwargs):
        """
        Retrieves the Model Group resource based on the specified modelGroup id.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroup`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_group.py.html>`__ to see an example of how to use get_model_group API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}"
        method = "GET"
        operation_name = "get_model_group"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/GetModelGroup"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_group got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_group_artifact_content(self, model_group_id, **kwargs):
        """
        Downloads the model artifact for the specified model group.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str range: (optional)
            Optional byte range to fetch, as described in `RFC 7233`__, section 2.1.
            Note that only a single range of bytes is supported.

            __ https://tools.ietf.org/html/rfc7232#section-2.1

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_group_artifact_content.py.html>`__ to see an example of how to use get_model_group_artifact_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}/artifact/content"
        method = "GET"
        operation_name = "get_model_group_artifact_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/GetModelGroupArtifactContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "range"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_group_artifact_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "range": kwargs.get("range", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_group_version_history(self, model_group_version_history_id, **kwargs):
        """
        Gets the specified modelGroupVersionHistory's information.


        :param str model_group_version_history_id: (required)
            The `OCID`__ of the modelGroupVersionHistory.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroupVersionHistory`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_group_version_history.py.html>`__ to see an example of how to use get_model_group_version_history API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupVersionHistoryId']
        resource_path = "/modelGroupVersionHistory/{modelGroupVersionHistoryId}"
        method = "GET"
        operation_name = "get_model_group_version_history"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroupVersionHistory/GetModelGroupVersionHistory"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_group_version_history got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupVersionHistoryId": model_group_version_history_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroupVersionHistory",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelGroupVersionHistory",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_provenance(self, model_id, **kwargs):
        """
        Gets provenance information for specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelProvenance`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_provenance.py.html>`__ to see an example of how to use get_model_provenance API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/provenance"
        method = "GET"
        operation_name = "get_model_provenance"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/GetModelProvenance"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_provenance got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelProvenance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelProvenance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_model_version_set(self, model_version_set_id, **kwargs):
        """
        Gets the specified model version set information.


        :param str model_version_set_id: (required)
            The `OCID`__ of the model version set.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelVersionSet`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_model_version_set.py.html>`__ to see an example of how to use get_model_version_set API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelVersionSetId']
        resource_path = "/modelVersionSets/{modelVersionSetId}"
        method = "GET"
        operation_name = "get_model_version_set"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelVersionSet/GetModelVersionSet"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_model_version_set got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelVersionSetId": model_version_set_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelVersionSet",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="ModelVersionSet",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_notebook_session(self, notebook_session_id, **kwargs):
        """
        Gets the specified notebook session's information.


        :param str notebook_session_id: (required)
            The `OCID`__ of the notebook session.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.NotebookSession`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_notebook_session.py.html>`__ to see an example of how to use get_notebook_session API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['notebookSessionId']
        resource_path = "/notebookSessions/{notebookSessionId}"
        method = "GET"
        operation_name = "get_notebook_session"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSession/GetNotebookSession"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_notebook_session got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "notebookSessionId": notebook_session_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="NotebookSession",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="NotebookSession",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_pipeline(self, pipeline_id, **kwargs):
        """
        Gets a Pipeline by identifier.


        :param str pipeline_id: (required)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Pipeline`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_pipeline.py.html>`__ to see an example of how to use get_pipeline API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineId']
        resource_path = "/pipelines/{pipelineId}"
        method = "GET"
        operation_name = "get_pipeline"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/GetPipeline"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_pipeline got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineId": pipeline_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Pipeline",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Pipeline",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_pipeline_run(self, pipeline_run_id, **kwargs):
        """
        Gets a PipelineRun by identifier.


        :param str pipeline_run_id: (required)
            The `OCID`__ of the pipeline run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.PipelineRun`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_pipeline_run.py.html>`__ to see an example of how to use get_pipeline_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineRunId']
        resource_path = "/pipelineRuns/{pipelineRunId}"
        method = "GET"
        operation_name = "get_pipeline_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/PipelineRun/GetPipelineRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_pipeline_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineRunId": pipeline_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="PipelineRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="PipelineRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_project(self, project_id, **kwargs):
        """
        Gets the specified project's information.


        :param str project_id: (required)
            The `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Project`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_project.py.html>`__ to see an example of how to use get_project API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['projectId']
        resource_path = "/projects/{projectId}"
        method = "GET"
        operation_name = "get_project"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Project/GetProject"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_project got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "projectId": project_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Project",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Project",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_schedule(self, schedule_id, **kwargs):
        """
        Gets a Schedule by identifier


        :param str schedule_id: (required)
            unique Schedule identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Schedule`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_schedule.py.html>`__ to see an example of how to use get_schedule API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['scheduleId']
        resource_path = "/schedules/{scheduleId}"
        method = "GET"
        operation_name = "get_schedule"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/GetSchedule"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_schedule got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "scheduleId": schedule_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Schedule",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="Schedule",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_step_artifact_content(self, pipeline_id, step_name, **kwargs):
        """
        Download the artifact for a step in the pipeline.


        :param str pipeline_id: (required)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str step_name: (required)
            Unique Step identifier in a pipeline.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str range: (optional)
            Optional byte range to fetch, as described in `RFC 7233`__, section 2.1.
            Note that only a single range of bytes is supported.

            __ https://tools.ietf.org/html/rfc7232#section-2.1

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type stream
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_step_artifact_content.py.html>`__ to see an example of how to use get_step_artifact_content API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineId', 'stepName']
        resource_path = "/pipelines/{pipelineId}/steps/{stepName}/artifact/content"
        method = "GET"
        operation_name = "get_step_artifact_content"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/GetStepArtifactContent"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "range"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_step_artifact_content got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineId": pipeline_id,
            "stepName": step_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/octet-stream",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "range": kwargs.get("range", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="stream",
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def get_work_request(self, work_request_id, **kwargs):
        """
        Gets the specified work request's information.


        :param str work_request_id: (required)
            The `OCID`__ of the work request.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.WorkRequest`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/get_work_request.py.html>`__ to see an example of how to use get_work_request API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['workRequestId']
        resource_path = "/workRequests/{workRequestId}"
        method = "GET"
        operation_name = "get_work_request"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/WorkRequest/GetWorkRequest"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"get_work_request got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "workRequestId": work_request_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="WorkRequest",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                response_type="WorkRequest",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def head_job_artifact(self, job_id, **kwargs):
        """
        Gets job artifact metadata.


        :param str job_id: (required)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/head_job_artifact.py.html>`__ to see an example of how to use head_job_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobId']
        resource_path = "/jobs/{jobId}/artifact/content"
        method = "HEAD"
        operation_name = "head_job_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/HeadJobArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"head_job_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobId": job_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def head_model_artifact(self, model_id, **kwargs):
        """
        Gets model artifact metadata for specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/head_model_artifact.py.html>`__ to see an example of how to use head_model_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/artifact/content"
        method = "HEAD"
        operation_name = "head_model_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/HeadModelArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"head_model_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def head_model_custom_metadatum_artifact(self, model_id, metadatum_key_name, **kwargs):
        """
        Gets custom metadata artifact metadata for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/head_model_custom_metadatum_artifact.py.html>`__ to see an example of how to use head_model_custom_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/customMetadata/{metadatumKeyName}/artifact/content"
        method = "HEAD"
        operation_name = "head_model_custom_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/HeadModelCustomMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"head_model_custom_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def head_model_defined_metadatum_artifact(self, model_id, metadatum_key_name, **kwargs):
        """
        Gets defined metadata artifact metadata for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/head_model_defined_metadatum_artifact.py.html>`__ to see an example of how to use head_model_defined_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/definedMetadata/{metadatumKeyName}/artifact/content"
        method = "HEAD"
        operation_name = "head_model_defined_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/HeadModelDefinedMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"head_model_defined_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def head_model_group_artifact(self, model_group_id, **kwargs):
        """
        Gets model group artifact metadata for a specified model group.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/head_model_group_artifact.py.html>`__ to see an example of how to use head_model_group_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}/artifact/content"
        method = "HEAD"
        operation_name = "head_model_group_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/HeadModelGroupArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"head_model_group_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def head_step_artifact(self, pipeline_id, step_name, **kwargs):
        """
        Get the artifact metadata for a step in the pipeline.


        :param str pipeline_id: (required)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str step_name: (required)
            Unique Step identifier in a pipeline.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/head_step_artifact.py.html>`__ to see an example of how to use head_step_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineId', 'stepName']
        resource_path = "/pipelines/{pipelineId}/steps/{stepName}/artifact/content"
        method = "HEAD"
        operation_name = "head_step_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/HeadStepArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"head_step_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineId": pipeline_id,
            "stepName": step_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def import_model_artifact(self, model_id, import_model_artifact_details, **kwargs):
        """
        Import model artifact from service bucket


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.ImportModelArtifactDetails import_model_artifact_details: (required)
            Model artifact source details for importing.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/import_model_artifact.py.html>`__ to see an example of how to use import_model_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/actions/importArtifact"
        method = "POST"
        operation_name = "import_model_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/ImportModelArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"import_model_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=import_model_artifact_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=import_model_artifact_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_compute_target_shapes(self, compartment_id, **kwargs):
        """
        Lists the valid compute target shapes.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ComputeTargetShapeSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_compute_target_shapes.py.html>`__ to see an example of how to use list_compute_target_shapes API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/computeTargetShapes"
        method = "GET"
        operation_name = "list_compute_target_shapes"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ComputeTargetShapeSummary/ListComputeTargetShapes"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_compute_target_shapes got unknown kwargs: {extra_kwargs!r}")

        query_params = {
            "compartmentId": compartment_id,
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ComputeTargetShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ComputeTargetShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_compute_targets(self, compartment_id, **kwargs):
        """
        List all compute targets in the specified compartment. Supports queries on various other parameters in the query alongside compartmentId (must be included).


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
              state for the resource type.

            Allowed values are: "CREATING", "ACTIVE", "DELETING", "DELETED", "FAILED", "UPDATING", "NEEDS_ATTENTION"

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. When you sort by `displayName`, the results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ComputeTargetSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_compute_targets.py.html>`__ to see an example of how to use list_compute_targets API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/computeTargets"
        method = "GET"
        operation_name = "list_compute_targets"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ComputeTargetSummary/ListComputeTargets"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "display_name",
            "lifecycle_state",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_compute_targets got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "DELETING", "DELETED", "FAILED", "UPDATING", "NEEDS_ATTENTION"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "id": kwargs.get("id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ComputeTargetSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ComputeTargetSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_containers(self, **kwargs):
        """
        List containers.


        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param bool is_latest: (optional)
            if true, this returns latest version of container.

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str container_name: (optional)
            <b>Filter</b> results by the container name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
              state for the resource type.

            Allowed values are: "ACTIVE", "INACTIVE"

        :param str target_workload: (optional)
            <b>Filter</b> results by the target workload.

            Allowed values are: "MODEL_DEPLOYMENT", "JOB_RUN"

        :param str usage_query_param: (optional)
            <b>Filter</b> results by the usage.

            Allowed values are: "INFERENCE", "FINE_TUNE", "EVALUATION", "BATCH_INFERENCE", "OTHER"

        :param str tag_query_param: (optional)
            <b>Filter</b> results by the container version tag.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ContainerSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_containers.py.html>`__ to see an example of how to use list_containers API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = []
        resource_path = "/containers"
        method = "GET"
        operation_name = "list_containers"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ContainerSummary/ListContainers"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "is_latest",
            "display_name",
            "container_name",
            "lifecycle_state",
            "target_workload",
            "usage_query_param",
            "tag_query_param",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_containers got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACTIVE", "INACTIVE"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'target_workload' in kwargs:
            target_workload_allowed_values = ["MODEL_DEPLOYMENT", "JOB_RUN"]
            if kwargs['target_workload'] not in target_workload_allowed_values:
                raise ValueError(
                    f"Invalid value for `target_workload`, must be one of { target_workload_allowed_values }"
                )

        if 'usage_query_param' in kwargs:
            usage_query_param_allowed_values = ["INFERENCE", "FINE_TUNE", "EVALUATION", "BATCH_INFERENCE", "OTHER"]
            if kwargs['usage_query_param'] not in usage_query_param_allowed_values:
                raise ValueError(
                    f"Invalid value for `usage_query_param`, must be one of { usage_query_param_allowed_values }"
                )

        query_params = {
            "isLatest": kwargs.get("is_latest", missing),
            "displayName": kwargs.get("display_name", missing),
            "containerName": kwargs.get("container_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "targetWorkload": kwargs.get("target_workload", missing),
            "usageQueryParam": kwargs.get("usage_query_param", missing),
            "tagQueryParam": kwargs.get("tag_query_param", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ContainerSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ContainerSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_data_science_private_endpoints(self, compartment_id, **kwargs):
        """
        Lists all Data Science private endpoints in the specified compartment. The query must include compartmentId. The query can also include one other parameter. If the query doesn't include compartmentId, or includes compartmentId with two or more other parameters, then an error is returned.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str lifecycle_state: (optional)
            The lifecycle state of the private endpoint.

            Allowed values are: "CREATING", "ACTIVE", "UPDATING", "DELETING", "DELETED", "FAILED", "NEEDS_ATTENTION"

        :param str sort_by: (optional)
            The field used to sort the results. Multiple fields aren't supported.

            Allowed values are: "timeCreated"

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str data_science_resource_type: (optional)
            Resource types in the Data Science service such as notebooks.

            Allowed values are: "NOTEBOOK_SESSION", "MODEL_DEPLOYMENT"

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.DataSciencePrivateEndpointSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_data_science_private_endpoints.py.html>`__ to see an example of how to use list_data_science_private_endpoints API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/dataSciencePrivateEndpoints"
        method = "GET"
        operation_name = "list_data_science_private_endpoints"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/DataSciencePrivateEndpoint/ListDataSciencePrivateEndpoints"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page",
            "lifecycle_state",
            "sort_by",
            "sort_order",
            "display_name",
            "created_by",
            "data_science_resource_type"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_data_science_private_endpoints got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "UPDATING", "DELETING", "DELETED", "FAILED", "NEEDS_ATTENTION"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'data_science_resource_type' in kwargs:
            data_science_resource_type_allowed_values = ["NOTEBOOK_SESSION", "MODEL_DEPLOYMENT"]
            if kwargs['data_science_resource_type'] not in data_science_resource_type_allowed_values:
                raise ValueError(
                    f"Invalid value for `data_science_resource_type`, must be one of { data_science_resource_type_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "sortBy": kwargs.get("sort_by", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "displayName": kwargs.get("display_name", missing),
            "createdBy": kwargs.get("created_by", missing),
            "dataScienceResourceType": kwargs.get("data_science_resource_type", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[DataSciencePrivateEndpointSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[DataSciencePrivateEndpointSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_fast_launch_job_configs(self, compartment_id, **kwargs):
        """
        List fast launch capable job configs in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.FastLaunchJobConfigSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_fast_launch_job_configs.py.html>`__ to see an example of how to use list_fast_launch_job_configs API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/fastLaunchJobConfigs"
        method = "GET"
        operation_name = "list_fast_launch_job_configs"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/FastLaunchJobConfigSummary/ListFastLaunchJobConfigs"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_fast_launch_job_configs got unknown kwargs: {extra_kwargs!r}")

        query_params = {
            "compartmentId": compartment_id,
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[FastLaunchJobConfigSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[FastLaunchJobConfigSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_job_runs(self, compartment_id, **kwargs):
        """
        List out job runs.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str job_id: (optional)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. When you sort by `displayName`, the results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
            state for the resource type.

            Allowed values are: "ACCEPTED", "IN_PROGRESS", "FAILED", "SUCCEEDED", "CANCELING", "CANCELED", "DELETED", "NEEDS_ATTENTION"

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.JobRunSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_job_runs.py.html>`__ to see an example of how to use list_job_runs API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/jobRuns"
        method = "GET"
        operation_name = "list_job_runs"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobRunSummary/ListJobRuns"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "job_id",
            "created_by",
            "display_name",
            "opc_request_id",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "lifecycle_state"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_job_runs got unknown kwargs: {extra_kwargs!r}")

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACCEPTED", "IN_PROGRESS", "FAILED", "SUCCEEDED", "CANCELING", "CANCELED", "DELETED", "NEEDS_ATTENTION"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        query_params = {
            "id": kwargs.get("id", missing),
            "jobId": kwargs.get("job_id", missing),
            "compartmentId": compartment_id,
            "createdBy": kwargs.get("created_by", missing),
            "displayName": kwargs.get("display_name", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[JobRunSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[JobRunSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_job_shapes(self, compartment_id, **kwargs):
        """
        List job shapes available in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.JobShapeSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_job_shapes.py.html>`__ to see an example of how to use list_job_shapes API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/jobShapes"
        method = "GET"
        operation_name = "list_job_shapes"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobShapeSummary/ListJobShapes"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_job_shapes got unknown kwargs: {extra_kwargs!r}")

        query_params = {
            "compartmentId": compartment_id,
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[JobShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[JobShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_jobs(self, compartment_id, **kwargs):
        """
        List jobs in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
              state for the resource type.

            Allowed values are: "CREATING", "ACTIVE", "DELETING", "FAILED", "DELETED"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. When you sort by `displayName`, the results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.JobSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_jobs.py.html>`__ to see an example of how to use list_jobs API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/jobs"
        method = "GET"
        operation_name = "list_jobs"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobSummary/ListJobs"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "project_id",
            "id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_jobs got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "DELETING", "FAILED", "DELETED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "projectId": kwargs.get("project_id", missing),
            "id": kwargs.get("id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[JobSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[JobSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_ml_application_implementation_versions(self, ml_application_implementation_id, **kwargs):
        """
        Returns a list of MlApplicationImplementationVersions.


        :param str ml_application_implementation_id: (required)
            unique MlApplicationImplementation identifier

        :param str lifecycle_state: (optional)
            A filter to return only resources matching the given lifecycleState.

            Allowed values are: "CREATING", "ACTIVE", "FAILED", "DELETING"

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            The field to sort by. Only one sort order may be provided. Default order for timeCreated is descending. Default order for name is ascending.

            Allowed values are: "timeCreated", "name"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationImplementationVersionCollection`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_ml_application_implementation_versions.py.html>`__ to see an example of how to use list_ml_application_implementation_versions API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationId']
        resource_path = "/mlApplicationImplementationVersions"
        method = "GET"
        operation_name = "list_ml_application_implementation_versions"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementationVersion/ListMlApplicationImplementationVersions"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "lifecycle_state",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_ml_application_implementation_versions got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "FAILED", "DELETING"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "name"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "mlApplicationImplementationId": ml_application_implementation_id,
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationImplementationVersionCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationImplementationVersionCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_ml_application_implementations(self, compartment_id, **kwargs):
        """
        Returns a list of MlApplicationImplementations.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str ml_application_implementation_id: (optional)
            unique MlApplicationImplementation identifier

        :param str name: (optional)
            A filter to return only resources that match the entire name given.

        :param str ml_application_id: (optional)
            unique MlApplication identifier

        :param bool compartment_id_in_subtree: (optional)
            If it is true search must include all results from descendant compartments. Value true is allowed only if compartmentId refers to root compartment.

        :param str lifecycle_state: (optional)
            A filter to return only resources with lifecycleState matching the given lifecycleState.

            Allowed values are: "CREATING", "ACTIVE", "NEEDS_ATTENTION", "FAILED", "DELETING", "UPDATING"

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            The field to sort by. Only one sort order may be provided. Default order for timeCreated is descending. Default order for name is ascending.

            Allowed values are: "timeCreated", "name"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationImplementationCollection`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_ml_application_implementations.py.html>`__ to see an example of how to use list_ml_application_implementations API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/mlApplicationImplementations"
        method = "GET"
        operation_name = "list_ml_application_implementations"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/ListMlApplicationImplementations"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "ml_application_implementation_id",
            "name",
            "ml_application_id",
            "compartment_id_in_subtree",
            "lifecycle_state",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_ml_application_implementations got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "NEEDS_ATTENTION", "FAILED", "DELETING", "UPDATING"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "name"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "mlApplicationImplementationId": kwargs.get("ml_application_implementation_id", missing),
            "name": kwargs.get("name", missing),
            "mlApplicationId": kwargs.get("ml_application_id", missing),
            "compartmentId": compartment_id,
            "compartmentIdInSubtree": kwargs.get("compartment_id_in_subtree", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationImplementationCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationImplementationCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_ml_application_instance_views(self, compartment_id, **kwargs):
        """
        Returns a list of MlApplicationInstanceViews.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str ml_application_id: (optional)
            unique MlApplication identifier

        :param str ml_application_implementation_id: (optional)
            unique MlApplicationImplementation identifier

        :param str ml_application_instance_id: (optional)
            unique MlApplicationInstance identifier

        :param str lifecycle_state: (optional)
            A filter to return only resources matching the given lifecycleState.

            Allowed values are: "CREATING", "UPDATING", "ACTIVE", "INACTIVE", "DELETING", "DELETED", "NEEDS_ATTENTION", "FAILED"

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            The field to sort by. Only one sort order may be provided. Default order for timeCreated is descending. Default order for name is ascending.

            Allowed values are: "timeCreated", "name"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstanceViewCollection`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_ml_application_instance_views.py.html>`__ to see an example of how to use list_ml_application_instance_views API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/mlApplicationInstanceViews"
        method = "GET"
        operation_name = "list_ml_application_instance_views"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/ListMlApplicationInstanceViews"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "display_name",
            "ml_application_id",
            "ml_application_implementation_id",
            "ml_application_instance_id",
            "lifecycle_state",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_ml_application_instance_views got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "UPDATING", "ACTIVE", "INACTIVE", "DELETING", "DELETED", "NEEDS_ATTENTION", "FAILED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "name"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "displayName": kwargs.get("display_name", missing),
            "mlApplicationId": kwargs.get("ml_application_id", missing),
            "mlApplicationImplementationId": kwargs.get("ml_application_implementation_id", missing),
            "mlApplicationInstanceId": kwargs.get("ml_application_instance_id", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationInstanceViewCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationInstanceViewCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_ml_application_instances(self, compartment_id, **kwargs):
        """
        Returns a list of MlApplicationsInstances.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str ml_application_id: (optional)
            unique MlApplication identifier

        :param str lifecycle_state: (optional)
            A filter to return only resources matching the given lifecycleState.

            Allowed values are: "CREATING", "UPDATING", "ACTIVE", "INACTIVE", "DELETING", "DELETED", "NEEDS_ATTENTION", "FAILED"

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            The field to sort by. Only one sort order may be provided. Default order for timeCreated is descending. Default order for name is ascending.

            Allowed values are: "timeCreated", "name"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstanceCollection`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_ml_application_instances.py.html>`__ to see an example of how to use list_ml_application_instances API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/mlApplicationInstances"
        method = "GET"
        operation_name = "list_ml_application_instances"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstance/ListMlApplicationInstances"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "display_name",
            "ml_application_id",
            "lifecycle_state",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_ml_application_instances got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "UPDATING", "ACTIVE", "INACTIVE", "DELETING", "DELETED", "NEEDS_ATTENTION", "FAILED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "name"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "displayName": kwargs.get("display_name", missing),
            "mlApplicationId": kwargs.get("ml_application_id", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationInstanceCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationInstanceCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_ml_applications(self, compartment_id, **kwargs):
        """
        Returns a list of MlApplications.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str ml_application_id: (optional)
            unique MlApplication identifier

        :param bool compartment_id_in_subtree: (optional)
            If it is true search must include all results from descendant compartments. Value true is allowed only if compartmentId refers to root compartment.

        :param str name: (optional)
            A filter to return only resources that match the entire name given.

        :param str lifecycle_state: (optional)
            A filter to return only resources with lifecycleState matching the given lifecycleState.

            Allowed values are: "ACTIVE", "FAILED"

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            The field to sort by. Only one sort order may be provided. Default order for timeCreated is descending. Default order for name is ascending.

            Allowed values are: "timeCreated", "name"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationCollection`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_ml_applications.py.html>`__ to see an example of how to use list_ml_applications API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/mlApplications"
        method = "GET"
        operation_name = "list_ml_applications"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplication/ListMlApplications"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "ml_application_id",
            "compartment_id_in_subtree",
            "name",
            "lifecycle_state",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_ml_applications got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACTIVE", "FAILED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "name"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "mlApplicationId": kwargs.get("ml_application_id", missing),
            "compartmentId": compartment_id,
            "compartmentIdInSubtree": kwargs.get("compartment_id_in_subtree", missing),
            "name": kwargs.get("name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="MlApplicationCollection",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_model_deployment_model_states(self, model_deployment_id, compartment_id, **kwargs):
        """
        Lists the status of models in a model group deployment.


        :param str model_deployment_id: (required)
            The `OCID`__ of the model deployment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str inference_key: (optional)
            <b>Filter</b> results by the inference key.

        :param str model_id: (optional)
            <b>Filter</b> results by the model ocid.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, results are shown
            in descending order. When you sort by `displayName`, results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelDeploymentModelStateSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_model_deployment_model_states.py.html>`__ to see an example of how to use list_model_deployment_model_states API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelDeploymentId', 'compartmentId']
        resource_path = "/modelDeployments/{modelDeploymentId}/models/modelState"
        method = "GET"
        operation_name = "list_model_deployment_model_states"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeploymentModelStateSummary/ListModelDeploymentModelStates"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "project_id",
            "display_name",
            "inference_key",
            "model_id",
            "opc_request_id",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_model_deployment_model_states got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelDeploymentId": model_deployment_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "projectId": kwargs.get("project_id", missing),
            "displayName": kwargs.get("display_name", missing),
            "inferenceKey": kwargs.get("inference_key", missing),
            "modelId": kwargs.get("model_id", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelDeploymentModelStateSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelDeploymentModelStateSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_model_deployment_shapes(self, compartment_id, **kwargs):
        """
        Lists the valid model deployment shapes.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelDeploymentShapeSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_model_deployment_shapes.py.html>`__ to see an example of how to use list_model_deployment_shapes API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/modelDeploymentShapes"
        method = "GET"
        operation_name = "list_model_deployment_shapes"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeploymentShapeSummary/ListModelDeploymentShapes"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_model_deployment_shapes got unknown kwargs: {extra_kwargs!r}")

        query_params = {
            "compartmentId": compartment_id,
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelDeploymentShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelDeploymentShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_model_deployments(self, compartment_id, **kwargs):
        """
        Lists all model deployments in the specified compartment. Only one parameter other than compartmentId may also be included in a query. The query must include compartmentId. If the query does not include compartmentId, or includes compartmentId but two or more other parameters an error is returned.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
            state for the resource type.

            Allowed values are: "CREATING", "ACTIVE", "DELETING", "FAILED", "INACTIVE", "UPDATING", "DELETED", "NEEDS_ATTENTION"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, results are shown
            in descending order. When you sort by `displayName`, results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelDeploymentSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_model_deployments.py.html>`__ to see an example of how to use list_model_deployments API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/modelDeployments"
        method = "GET"
        operation_name = "list_model_deployments"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeploymentSummary/ListModelDeployments"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "project_id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_model_deployments got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "DELETING", "FAILED", "INACTIVE", "UPDATING", "DELETED", "NEEDS_ATTENTION"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "id": kwargs.get("id", missing),
            "projectId": kwargs.get("project_id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelDeploymentSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelDeploymentSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_model_group_models(self, model_group_id, compartment_id, **kwargs):
        """
        Lists all models associated with the modelGroup in the specified compartment.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
            state for the resource type.

            Allowed values are: "ACTIVE", "DELETED", "FAILED", "INACTIVE"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. All other fields default to ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName", "lifecycleState"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelGroupModelSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_model_group_models.py.html>`__ to see an example of how to use list_model_group_models API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId', 'compartmentId']
        resource_path = "/modelGroups/{modelGroupId}/models"
        method = "GET"
        operation_name = "list_model_group_models"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/ListModelGroupModels"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_model_group_models got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACTIVE", "DELETED", "FAILED", "INACTIVE"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName", "lifecycleState"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "id": kwargs.get("id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelGroupModelSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelGroupModelSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_model_group_version_histories(self, compartment_id, **kwargs):
        """
        List all modelGroupVersionHistories in the specified compartment. The query must include compartmentId.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            A filter to return resources matching the given lifecycleState.

            Allowed values are: "ACTIVE", "DELETED", "FAILED", "DELETING"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. All other fields default to ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName", "lifecycleState"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelGroupVersionHistorySummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_model_group_version_histories.py.html>`__ to see an example of how to use list_model_group_version_histories API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/modelGroupVersionHistory"
        method = "GET"
        operation_name = "list_model_group_version_histories"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroupVersionHistorySummary/ListModelGroupVersionHistories"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "project_id",
            "id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_model_group_version_histories got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACTIVE", "DELETED", "FAILED", "DELETING"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName", "lifecycleState"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "projectId": kwargs.get("project_id", missing),
            "id": kwargs.get("id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelGroupVersionHistorySummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelGroupVersionHistorySummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_model_groups(self, compartment_id, **kwargs):
        """
        Lists all the modelGroups in the specified compartment. The query must include compartmentId.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            A filter to return resources matching the given lifecycleState.

            Allowed values are: "CREATING", "ACTIVE", "FAILED", "INACTIVE", "DELETING", "DELETED"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str model_group_version_history_id: (optional)
            The `OCID`__ of the modelGroupVersionHistory.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. All other fields default to ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName", "lifecycleState"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelGroupSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_model_groups.py.html>`__ to see an example of how to use list_model_groups API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/modelGroups"
        method = "GET"
        operation_name = "list_model_groups"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroupSummary/ListModelGroups"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "project_id",
            "id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "model_group_version_history_id",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_model_groups got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "FAILED", "INACTIVE", "DELETING", "DELETED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName", "lifecycleState"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "projectId": kwargs.get("project_id", missing),
            "id": kwargs.get("id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "modelGroupVersionHistoryId": kwargs.get("model_group_version_history_id", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelGroupSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelGroupSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_model_version_sets(self, compartment_id, **kwargs):
        """
        Lists model version sets in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str category: (optional)
            Specifies the type of model version sets to list. By default, user model version sets are listed.

            Allowed values are: "USER", "SERVICE"

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str name: (optional)
            A filter to return only resources that match the entire name given.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
            state for the resource type.

            Allowed values are: "ACTIVE", "DELETING", "DELETED", "FAILED"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown in descending order.

            Allowed values are: "timeCreated", "name", "lifecycleState"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelVersionSetSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_model_version_sets.py.html>`__ to see an example of how to use list_model_version_sets API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/modelVersionSets"
        method = "GET"
        operation_name = "list_model_version_sets"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelVersionSetSummary/ListModelVersionSets"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "category",
            "id",
            "project_id",
            "name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_model_version_sets got unknown kwargs: {extra_kwargs!r}")

        if 'category' in kwargs:
            category_allowed_values = ["USER", "SERVICE"]
            if kwargs['category'] not in category_allowed_values:
                raise ValueError(
                    f"Invalid value for `category`, must be one of { category_allowed_values }"
                )

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACTIVE", "DELETING", "DELETED", "FAILED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "name", "lifecycleState"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "category": kwargs.get("category", missing),
            "id": kwargs.get("id", missing),
            "projectId": kwargs.get("project_id", missing),
            "name": kwargs.get("name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelVersionSetSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelVersionSetSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_models(self, compartment_id, **kwargs):
        """
        Lists models in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str model_version_set_name: (optional)
            <b>Filter</b> results by the name of the model version set.

        :param str version_label: (optional)
            <b>Filter</b> results by version label.

        :param str category: (optional)
            Specifies the type of models to list. By default, user models are listed.

            Allowed values are: "USER", "SERVICE"

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
            state for the resource type.

            Allowed values are: "ACTIVE", "DELETED", "FAILED", "INACTIVE"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. All other fields default to ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName", "lifecycleState"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ModelSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_models.py.html>`__ to see an example of how to use list_models API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/models"
        method = "GET"
        operation_name = "list_models"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelSummary/ListModels"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "model_version_set_name",
            "version_label",
            "category",
            "id",
            "project_id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_models got unknown kwargs: {extra_kwargs!r}")

        if 'category' in kwargs:
            category_allowed_values = ["USER", "SERVICE"]
            if kwargs['category'] not in category_allowed_values:
                raise ValueError(
                    f"Invalid value for `category`, must be one of { category_allowed_values }"
                )

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACTIVE", "DELETED", "FAILED", "INACTIVE"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName", "lifecycleState"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "modelVersionSetName": kwargs.get("model_version_set_name", missing),
            "versionLabel": kwargs.get("version_label", missing),
            "category": kwargs.get("category", missing),
            "id": kwargs.get("id", missing),
            "projectId": kwargs.get("project_id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ModelSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_notebook_session_shapes(self, compartment_id, **kwargs):
        """
        Lists the valid notebook session shapes.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.NotebookSessionShapeSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_notebook_session_shapes.py.html>`__ to see an example of how to use list_notebook_session_shapes API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/notebookSessionShapes"
        method = "GET"
        operation_name = "list_notebook_session_shapes"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSessionShapeSummary/ListNotebookSessionShapes"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_notebook_session_shapes got unknown kwargs: {extra_kwargs!r}")

        query_params = {
            "compartmentId": compartment_id,
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[NotebookSessionShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[NotebookSessionShapeSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_notebook_sessions(self, compartment_id, **kwargs):
        """
        Lists the notebook sessions in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
            state for the resource type.

            Allowed values are: "CREATING", "ACTIVE", "DELETING", "DELETED", "FAILED", "INACTIVE", "UPDATING"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. When you sort by `displayName`, results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.NotebookSessionSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_notebook_sessions.py.html>`__ to see an example of how to use list_notebook_sessions API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/notebookSessions"
        method = "GET"
        operation_name = "list_notebook_sessions"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSessionSummary/ListNotebookSessions"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "project_id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_notebook_sessions got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "DELETING", "DELETED", "FAILED", "INACTIVE", "UPDATING"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "id": kwargs.get("id", missing),
            "projectId": kwargs.get("project_id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[NotebookSessionSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[NotebookSessionSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_pipeline_runs(self, compartment_id, **kwargs):
        """
        Returns a list of PipelineRuns.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str pipeline_id: (optional)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            The current state of the PipelineRun.

            Allowed values are: "ACCEPTED", "IN_PROGRESS", "FAILED", "SUCCEEDED", "CANCELING", "CANCELED", "DELETING", "DELETED"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeAccepted`, the results are shown
            in descending order. When you sort by `displayName`, the results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeAccepted", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.PipelineRunSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_pipeline_runs.py.html>`__ to see an example of how to use list_pipeline_runs API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/pipelineRuns"
        method = "GET"
        operation_name = "list_pipeline_runs"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/PipelineRun/ListPipelineRuns"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "pipeline_id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_pipeline_runs got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACCEPTED", "IN_PROGRESS", "FAILED", "SUCCEEDED", "CANCELING", "CANCELED", "DELETING", "DELETED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeAccepted", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "id": kwargs.get("id", missing),
            "pipelineId": kwargs.get("pipeline_id", missing),
            "compartmentId": compartment_id,
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[PipelineRunSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[PipelineRunSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_pipelines(self, compartment_id, **kwargs):
        """
        Returns a list of Pipelines.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            The current state of the Pipeline.

            Allowed values are: "CREATING", "ACTIVE", "DELETING", "FAILED", "DELETED"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. When you sort by `displayName`, the results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.PipelineSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_pipelines.py.html>`__ to see an example of how to use list_pipelines API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/pipelines"
        method = "GET"
        operation_name = "list_pipelines"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/ListPipelines"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "project_id",
            "id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_pipelines got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "DELETING", "FAILED", "DELETED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "projectId": kwargs.get("project_id", missing),
            "id": kwargs.get("id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[PipelineSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[PipelineSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_projects(self, compartment_id, **kwargs):
        """
        Lists projects in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str lifecycle_state: (optional)
            <b>Filter</b> results by the specified lifecycle state. Must be a valid
            state for the resource type.

            Allowed values are: "ACTIVE", "DELETING", "DELETED"

        :param str created_by: (optional)
            <b>Filter</b> results by the `OCID`__ of the user who created the resource.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field.
            By default, when you sort by `timeCreated`, the results are shown
            in descending order. When you sort by `displayName`, the results are
            shown in ascending order. Sort order for the `displayName` field is case sensitive.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ProjectSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_projects.py.html>`__ to see an example of how to use list_projects API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/projects"
        method = "GET"
        operation_name = "list_projects"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ProjectSummary/ListProjects"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "display_name",
            "lifecycle_state",
            "created_by",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_projects got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["ACTIVE", "DELETING", "DELETED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "id": kwargs.get("id", missing),
            "displayName": kwargs.get("display_name", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "createdBy": kwargs.get("created_by", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ProjectSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ProjectSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_schedules(self, compartment_id, **kwargs):
        """
        Returns a list of Schedules.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str project_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str lifecycle_state: (optional)
            A filter to return only resources their lifecycleState matches the given lifecycleState.

            Allowed values are: "CREATING", "ACTIVE", "INACTIVE", "UPDATING", "DELETING", "DELETED", "FAILED"

        :param str display_name: (optional)
            <b>Filter</b> results by its user-friendly name.

        :param str id: (optional)
            unique Schedule identifier

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            The field to sort by. Only one sort order may be provided. Default order for timeCreated is descending. Default order for displayName is ascending.

            Allowed values are: "timeCreated", "displayName"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.ScheduleSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_schedules.py.html>`__ to see an example of how to use list_schedules API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/schedules"
        method = "GET"
        operation_name = "list_schedules"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/ListSchedules"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "project_id",
            "lifecycle_state",
            "display_name",
            "id",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_schedules got unknown kwargs: {extra_kwargs!r}")

        if 'lifecycle_state' in kwargs:
            lifecycle_state_allowed_values = ["CREATING", "ACTIVE", "INACTIVE", "UPDATING", "DELETING", "DELETED", "FAILED"]
            if kwargs['lifecycle_state'] not in lifecycle_state_allowed_values:
                raise ValueError(
                    f"Invalid value for `lifecycle_state`, must be one of { lifecycle_state_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["timeCreated", "displayName"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "projectId": kwargs.get("project_id", missing),
            "lifecycleState": kwargs.get("lifecycle_state", missing),
            "displayName": kwargs.get("display_name", missing),
            "id": kwargs.get("id", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ScheduleSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[ScheduleSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_work_request_errors(self, work_request_id, **kwargs):
        """
        Lists work request errors for the specified work request.


        :param str work_request_id: (required)
            The `OCID`__ of the work request.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.WorkRequestError`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_work_request_errors.py.html>`__ to see an example of how to use list_work_request_errors API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['workRequestId']
        resource_path = "/workRequests/{workRequestId}/errors"
        method = "GET"
        operation_name = "list_work_request_errors"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/WorkRequest/ListWorkRequestErrors"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_work_request_errors got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "workRequestId": work_request_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[WorkRequestError]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[WorkRequestError]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_work_request_logs(self, work_request_id, **kwargs):
        """
        Lists work request logs for the specified work request.


        :param str work_request_id: (required)
            The `OCID`__ of the work request.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.WorkRequestLogEntry`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_work_request_logs.py.html>`__ to see an example of how to use list_work_request_logs API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['workRequestId']
        resource_path = "/workRequests/{workRequestId}/logs"
        method = "GET"
        operation_name = "list_work_request_logs"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/WorkRequest/ListWorkRequestLogs"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "limit",
            "page"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_work_request_logs got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "workRequestId": work_request_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[WorkRequestLogEntry]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                response_type="list[WorkRequestLogEntry]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def list_work_requests(self, compartment_id, **kwargs):
        """
        Lists work requests in the specified compartment.


        :param str compartment_id: (required)
            <b>Filter</b> results by the `OCID`__ of the compartment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str id: (optional)
            <b>Filter</b> results by `OCID`__. Must be an OCID of the correct type for the resource type.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str resource_id: (optional)
            <b>Filter</b> results by the `OCID`__ of the resource associated with the work request.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str operation_type: (optional)
            <b>Filter</b> results by the type of the operation associated with the work request.

            Allowed values are: "NOTEBOOK_SESSION_CREATE", "NOTEBOOK_SESSION_DELETE", "NOTEBOOK_SESSION_ACTIVATE", "NOTEBOOK_SESSION_DEACTIVATE", "MODELVERSIONSET_DELETE", "EXPORT_MODEL_ARTIFACT", "IMPORT_MODEL_ARTIFACT", "MODEL_DEPLOYMENT_CREATE", "MODEL_DEPLOYMENT_DELETE", "MODEL_DEPLOYMENT_ACTIVATE", "MODEL_DEPLOYMENT_DEACTIVATE", "MODEL_DEPLOYMENT_UPDATE", "PROJECT_DELETE", "WORKREQUEST_CANCEL", "JOB_DELETE", "PIPELINE_CREATE", "PIPELINE_DELETE", "PIPELINE_RUN_CREATE", "PIPELINE_RUN_CANCEL", "PIPELINE_RUN_DELETE", "ML_APPLICATION_PACKAGE_UPLOAD", "ML_APPLICATION_TRIGGER_START", "ML_APPLICATION_IMPLEMENTATION_DELETE", "ML_APPLICATION_IMPLEMENTATION_UPDATE", "ML_APPLICATION_IMPLEMENTATION_MOVE", "ML_APPLICATION_INSTANCE_CREATE", "ML_APPLICATION_INSTANCE_UPDATE", "ML_APPLICATION_INSTANCE_DELETE", "ML_APPLICATION_INSTANCE_MOVE", "ML_APPLICATION_INSTANCE_VIEW_CREATE", "ML_APPLICATION_INSTANCE_VIEW_UPDATE", "ML_APPLICATION_INSTANCE_VIEW_DELETE", "ML_APPLICATION_INSTANCE_VIEW_UPGRADE", "ML_APPLICATION_INSTANCE_VIEW_MOVE", "PRIVATE_ENDPOINT_CREATE", "PRIVATE_ENDPOINT_DELETE", "PRIVATE_ENDPOINT_MOVE", "PRIVATE_ENDPOINT_UPDATE", "SCHEDULE_CREATE", "SCHEDULE_UPDATE", "SCHEDULE_DELETE", "SCHEDULE_MOVE", "SCHEDULE_ACTIVATE", "SCHEDULE_DEACTIVATE", "REGISTER_MODEL_ARTIFACT", "RESTORE_ARCHIVED_MODEL", "COMPUTE_TARGET_CREATE", "COMPUTE_TARGET_UPDATE", "COMPUTE_TARGET_DELETE", "MODEL_GROUP_CREATE", "MODEL_GROUP_UPDATE", "MODEL_GROUP_DELETE", "MODEL_GROUP_VERSION_HISTORY_DELETE"

        :param str status: (optional)
            <b>Filter</b> results by work request status.

            Allowed values are: "ACCEPTED", "IN_PROGRESS", "FAILED", "SUCCEEDED", "CANCELING", "CANCELED"

        :param int limit: (optional)
            For list pagination. The maximum number of results per page,
            or items to return in a paginated \"List\" call.
            1 is the minimum, 100 is the maximum.
            See `List Pagination`__.

            Example: `50`

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str page: (optional)
            For list pagination. The value of the `opc-next-page` response
            header from the previous \"List\" call.

            See `List Pagination`__.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/usingapi.htm#nine

        :param str sort_order: (optional)
            Specifies sort order to use, either `ASC` (ascending) or `DESC` (descending).

            Allowed values are: "ASC", "DESC"

        :param str sort_by: (optional)
            Specifies the field to sort by. Accepts only one field. By default, when you sort by time fields, the results are shown in descending order. All other fields default to ascending order.

            Allowed values are: "operationType", "status", "timeAccepted"

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type list of :class:`~oci.data_science.models.WorkRequestSummary`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/list_work_requests.py.html>`__ to see an example of how to use list_work_requests API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['compartmentId']
        resource_path = "/workRequests"
        method = "GET"
        operation_name = "list_work_requests"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/WorkRequestSummary/ListWorkRequests"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "id",
            "resource_id",
            "operation_type",
            "status",
            "limit",
            "page",
            "sort_order",
            "sort_by",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"list_work_requests got unknown kwargs: {extra_kwargs!r}")

        if 'operation_type' in kwargs:
            operation_type_allowed_values = ["NOTEBOOK_SESSION_CREATE", "NOTEBOOK_SESSION_DELETE", "NOTEBOOK_SESSION_ACTIVATE", "NOTEBOOK_SESSION_DEACTIVATE", "MODELVERSIONSET_DELETE", "EXPORT_MODEL_ARTIFACT", "IMPORT_MODEL_ARTIFACT", "MODEL_DEPLOYMENT_CREATE", "MODEL_DEPLOYMENT_DELETE", "MODEL_DEPLOYMENT_ACTIVATE", "MODEL_DEPLOYMENT_DEACTIVATE", "MODEL_DEPLOYMENT_UPDATE", "PROJECT_DELETE", "WORKREQUEST_CANCEL", "JOB_DELETE", "PIPELINE_CREATE", "PIPELINE_DELETE", "PIPELINE_RUN_CREATE", "PIPELINE_RUN_CANCEL", "PIPELINE_RUN_DELETE", "ML_APPLICATION_PACKAGE_UPLOAD", "ML_APPLICATION_TRIGGER_START", "ML_APPLICATION_IMPLEMENTATION_DELETE", "ML_APPLICATION_IMPLEMENTATION_UPDATE", "ML_APPLICATION_IMPLEMENTATION_MOVE", "ML_APPLICATION_INSTANCE_CREATE", "ML_APPLICATION_INSTANCE_UPDATE", "ML_APPLICATION_INSTANCE_DELETE", "ML_APPLICATION_INSTANCE_MOVE", "ML_APPLICATION_INSTANCE_VIEW_CREATE", "ML_APPLICATION_INSTANCE_VIEW_UPDATE", "ML_APPLICATION_INSTANCE_VIEW_DELETE", "ML_APPLICATION_INSTANCE_VIEW_UPGRADE", "ML_APPLICATION_INSTANCE_VIEW_MOVE", "PRIVATE_ENDPOINT_CREATE", "PRIVATE_ENDPOINT_DELETE", "PRIVATE_ENDPOINT_MOVE", "PRIVATE_ENDPOINT_UPDATE", "SCHEDULE_CREATE", "SCHEDULE_UPDATE", "SCHEDULE_DELETE", "SCHEDULE_MOVE", "SCHEDULE_ACTIVATE", "SCHEDULE_DEACTIVATE", "REGISTER_MODEL_ARTIFACT", "RESTORE_ARCHIVED_MODEL", "COMPUTE_TARGET_CREATE", "COMPUTE_TARGET_UPDATE", "COMPUTE_TARGET_DELETE", "MODEL_GROUP_CREATE", "MODEL_GROUP_UPDATE", "MODEL_GROUP_DELETE", "MODEL_GROUP_VERSION_HISTORY_DELETE"]
            if kwargs['operation_type'] not in operation_type_allowed_values:
                raise ValueError(
                    f"Invalid value for `operation_type`, must be one of { operation_type_allowed_values }"
                )

        if 'status' in kwargs:
            status_allowed_values = ["ACCEPTED", "IN_PROGRESS", "FAILED", "SUCCEEDED", "CANCELING", "CANCELED"]
            if kwargs['status'] not in status_allowed_values:
                raise ValueError(
                    f"Invalid value for `status`, must be one of { status_allowed_values }"
                )

        if 'sort_order' in kwargs:
            sort_order_allowed_values = ["ASC", "DESC"]
            if kwargs['sort_order'] not in sort_order_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_order`, must be one of { sort_order_allowed_values }"
                )

        if 'sort_by' in kwargs:
            sort_by_allowed_values = ["operationType", "status", "timeAccepted"]
            if kwargs['sort_by'] not in sort_by_allowed_values:
                raise ValueError(
                    f"Invalid value for `sort_by`, must be one of { sort_by_allowed_values }"
                )

        query_params = {
            "compartmentId": compartment_id,
            "id": kwargs.get("id", missing),
            "resourceId": kwargs.get("resource_id", missing),
            "operationType": kwargs.get("operation_type", missing),
            "status": kwargs.get("status", missing),
            "limit": kwargs.get("limit", missing),
            "page": kwargs.get("page", missing),
            "sortOrder": kwargs.get("sort_order", missing),
            "sortBy": kwargs.get("sort_by", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[WorkRequestSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                query_params=query_params,
                header_params=header_params,
                response_type="list[WorkRequestSummary]",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def put_ml_application_package(self, ml_application_implementation_id, put_ml_application_package, **kwargs):
        """
        Upload ML Application Package


        :param str ml_application_implementation_id: (required)
            unique MlApplicationImplementation identifier

        :param stream put_ml_application_package: (required)
            ML Application Package to upload

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param str opc_ml_app_package_args: (optional)
            List of arguments (Json map - argument name to argument value) for ML Application package (available arguments are in ML Application package descriptor). E.g. {\"vcnId\": \"ocid1.vcn.oc1.iad.abcd...\", \"logId\":\"ocid1.log.oc1.iad.abcd...\"}

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/put_ml_application_package.py.html>`__ to see an example of how to use put_ml_application_package API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationId']
        resource_path = "/mlApplicationImplementations/{mlApplicationImplementationId}/mlApplicationPackage"
        method = "PUT"
        operation_name = "put_ml_application_package"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/PutMlApplicationPackage"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "opc_retry_token",
            "content_disposition",
            "opc_ml_app_package_args"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"put_ml_application_package got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationId": ml_application_implementation_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing),
            "opc-ml-app-package-args": kwargs.get("opc_ml_app_package_args", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            put_ml_application_package
        except NameError:
            put_ml_application_package = kwargs.get("put_ml_application_package", missing)

        if put_ml_application_package is not missing and put_ml_application_package is not None:
            if (not isinstance(put_ml_application_package, (six.binary_type, six.string_types)) and
                    not hasattr(put_ml_application_package, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(put_ml_application_package, 'fileno') and hasattr(put_ml_application_package, 'name') and put_ml_application_package.name != '<stdin>':
                if requests.utils.super_len(put_ml_application_package) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(put_ml_application_package):
                calculated_obj = back_up_body_calculate_stream_content_length(put_ml_application_package, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                put_ml_application_package = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=put_ml_application_package,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=put_ml_application_package,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def recover_ml_application_instance_view(self, ml_application_instance_view_id, **kwargs):
        """
        Provider can initiate recovery of the resource only if MlApplicationInstanceView is in one of the recoverable sub-states (RECOVERABLE_PROVIDER_ISSUE, RECOVERABLE_SERVICE_ISSUE).
        Provider should investigate (using MlApplicationInstanceView lifecycleDetails, relevant logs and metrics) and fix the issue before the recovery is initiated.


        :param str ml_application_instance_view_id: (required)
            unique MlApplicationInstanceView identifier

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/recover_ml_application_instance_view.py.html>`__ to see an example of how to use recover_ml_application_instance_view API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceViewId']
        resource_path = "/mlApplicationInstanceViews/{mlApplicationInstanceViewId}/actions/recover"
        method = "POST"
        operation_name = "recover_ml_application_instance_view"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/RecoverMlApplicationInstanceView"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"recover_ml_application_instance_view got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceViewId": ml_application_instance_view_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def register_model_artifact_reference(self, register_model_artifact_reference_details, model_id, **kwargs):
        """
        Registers model artifact reference metadata


        :param oci.data_science.models.RegisterModelArtifactReferenceDetails register_model_artifact_reference_details: (required)
            register model artifact reference metadata

        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/register_model_artifact_reference.py.html>`__ to see an example of how to use register_model_artifact_reference API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/actions/registerArtifactReference"
        method = "POST"
        operation_name = "register_model_artifact_reference"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/RegisterModelArtifactReferenceDetails/RegisterModelArtifactReference"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"register_model_artifact_reference got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=register_model_artifact_reference_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=register_model_artifact_reference_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def restore_archived_model_artifact(self, model_id, **kwargs):
        """
        Restore archived model artifact


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param int restore_model_for_hours_specified: (optional)
            Duration in hours for which the archived model is available for access.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/restore_archived_model_artifact.py.html>`__ to see an example of how to use restore_archived_model_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/actions/restore"
        method = "POST"
        operation_name = "restore_archived_model_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/RestoreArchivedModelArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "restore_model_for_hours_specified",
            "opc_request_id",
            "opc_retry_token",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"restore_archived_model_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        query_params = {
            "restoreModelForHoursSpecified": kwargs.get("restore_model_for_hours_specified", missing)
        }
        query_params = {k: v for (k, v) in six.iteritems(query_params) if v is not missing and v is not None}

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                query_params=query_params,
                header_params=header_params,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def trigger_ml_application_instance_flow(self, trigger_ml_application_instance_flow_details, ml_application_instance_id, **kwargs):
        """
        Trigger ML Application Instance flow if possible


        :param oci.data_science.models.TriggerMlApplicationInstanceFlowDetails trigger_ml_application_instance_flow_details: (required)
            Details for trigger request.

        :param str ml_application_instance_id: (required)
            unique MlApplicationInstance identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/trigger_ml_application_instance_flow.py.html>`__ to see an example of how to use trigger_ml_application_instance_flow API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceId']
        resource_path = "/mlApplicationInstances/{mlApplicationInstanceId}/actions/trigger"
        method = "POST"
        operation_name = "trigger_ml_application_instance_flow"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstance/TriggerMlApplicationInstanceFlow"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"trigger_ml_application_instance_flow got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceId": ml_application_instance_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=trigger_ml_application_instance_flow_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=trigger_ml_application_instance_flow_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def trigger_ml_application_instance_view_flow(self, trigger_ml_application_instance_view_flow_details, ml_application_instance_view_id, **kwargs):
        """
        Trigger ML Application Instance View flow if possible


        :param oci.data_science.models.TriggerMlApplicationInstanceViewFlowDetails trigger_ml_application_instance_view_flow_details: (required)
            Details for trigger request.

        :param str ml_application_instance_view_id: (required)
            unique MlApplicationInstanceView identifier

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str opc_retry_token: (optional)
            A token that uniquely identifies a request so it can be retried in case of a timeout or server error without risk of executing that same action again. Retry tokens expire after 24 hours, but can be invalidated before then due to conflicting operations. For example, if a resource has been deleted and purged from the system, then a retry of the original creation request might be rejected.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/trigger_ml_application_instance_view_flow.py.html>`__ to see an example of how to use trigger_ml_application_instance_view_flow API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceViewId']
        resource_path = "/mlApplicationInstanceViews/{mlApplicationInstanceViewId}/actions/trigger"
        method = "POST"
        operation_name = "trigger_ml_application_instance_view_flow"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/TriggerMlApplicationInstanceViewFlow"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "opc_retry_token"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"trigger_ml_application_instance_view_flow got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceViewId": ml_application_instance_view_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "opc-retry-token": kwargs.get("opc_retry_token", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_retry_token_if_needed(header_params)
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=trigger_ml_application_instance_view_flow_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=trigger_ml_application_instance_view_flow_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_compute_target(self, compute_target_id, update_compute_target_details, **kwargs):
        """
        Updates the compute target.


        :param str compute_target_id: (required)
            The `OCID`__ of the compute target.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateComputeTargetDetails update_compute_target_details: (required)
            Details for updating a Compute Target.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_compute_target.py.html>`__ to see an example of how to use update_compute_target API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['computeTargetId']
        resource_path = "/computeTargets/{computeTargetId}"
        method = "PUT"
        operation_name = "update_compute_target"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ComputeTarget/UpdateComputeTarget"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_compute_target got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "computeTargetId": compute_target_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_compute_target_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_compute_target_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_data_science_private_endpoint(self, data_science_private_endpoint_id, update_data_science_private_endpoint_details, **kwargs):
        """
        Updates a private endpoint using a `privateEndpointId`.  If changes to a private endpoint match
        a previously defined private endpoint, then a 409 status code is returned.  This indicates
        that a conflict has been detected.


        :param str data_science_private_endpoint_id: (required)
            The unique ID for a Data Science private endpoint.

        :param oci.data_science.models.UpdateDataSciencePrivateEndpointDetails update_data_science_private_endpoint_details: (required)
            Details for updating a private endpoint.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.DataSciencePrivateEndpoint`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_data_science_private_endpoint.py.html>`__ to see an example of how to use update_data_science_private_endpoint API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['dataSciencePrivateEndpointId']
        resource_path = "/dataSciencePrivateEndpoints/{dataSciencePrivateEndpointId}"
        method = "PUT"
        operation_name = "update_data_science_private_endpoint"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/DataSciencePrivateEndpoint/UpdateDataSciencePrivateEndpoint"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_data_science_private_endpoint got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "dataSciencePrivateEndpointId": data_science_private_endpoint_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_data_science_private_endpoint_details,
                response_type="DataSciencePrivateEndpoint",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_data_science_private_endpoint_details,
                response_type="DataSciencePrivateEndpoint",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_job(self, job_id, update_job_details, **kwargs):
        """
        Updates a job.


        :param str job_id: (required)
            The `OCID`__ of the job.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateJobDetails update_job_details: (required)
            Details for updating a job.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Job`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_job.py.html>`__ to see an example of how to use update_job API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobId']
        resource_path = "/jobs/{jobId}"
        method = "PUT"
        operation_name = "update_job"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Job/UpdateJob"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_job got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobId": job_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_job_details,
                response_type="Job",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_job_details,
                response_type="Job",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_job_run(self, job_run_id, update_job_run_details, **kwargs):
        """
        Updates a job run.


        :param str job_run_id: (required)
            The `OCID`__ of the job run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateJobRunDetails update_job_run_details: (required)
            Details for updating a job.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.JobRun`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_job_run.py.html>`__ to see an example of how to use update_job_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['jobRunId']
        resource_path = "/jobRuns/{jobRunId}"
        method = "PUT"
        operation_name = "update_job_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/JobRun/UpdateJobRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_job_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "jobRunId": job_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_job_run_details,
                response_type="JobRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_job_run_details,
                response_type="JobRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_ml_application(self, ml_application_id, update_ml_application_details, **kwargs):
        """
        Updates the MlApplication


        :param str ml_application_id: (required)
            unique MlApplication identifier

        :param oci.data_science.models.UpdateMlApplicationDetails update_ml_application_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplication`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_ml_application.py.html>`__ to see an example of how to use update_ml_application API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationId']
        resource_path = "/mlApplications/{mlApplicationId}"
        method = "PUT"
        operation_name = "update_ml_application"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplication/UpdateMlApplication"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_ml_application got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationId": ml_application_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_details,
                response_type="MlApplication",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_details,
                response_type="MlApplication",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_ml_application_implementation(self, ml_application_implementation_id, update_ml_application_implementation_details, **kwargs):
        """
        Updates the MlApplicationImplementation


        :param str ml_application_implementation_id: (required)
            unique MlApplicationImplementation identifier

        :param oci.data_science.models.UpdateMlApplicationImplementationDetails update_ml_application_implementation_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_ml_application_implementation.py.html>`__ to see an example of how to use update_ml_application_implementation API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationId']
        resource_path = "/mlApplicationImplementations/{mlApplicationImplementationId}"
        method = "PUT"
        operation_name = "update_ml_application_implementation"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementation/UpdateMlApplicationImplementation"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_ml_application_implementation got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationId": ml_application_implementation_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_implementation_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_implementation_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_ml_application_implementation_version(self, ml_application_implementation_version_id, update_ml_application_implementation_version_details, **kwargs):
        """
        Updates the MlApplicationImplementationVersion


        :param str ml_application_implementation_version_id: (required)
            unique MlApplicationImplementationVersion identifier

        :param oci.data_science.models.UpdateMlApplicationImplementationVersionDetails update_ml_application_implementation_version_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationImplementationVersion`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_ml_application_implementation_version.py.html>`__ to see an example of how to use update_ml_application_implementation_version API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationImplementationVersionId']
        resource_path = "/mlApplicationImplementationVersions/{mlApplicationImplementationVersionId}"
        method = "PUT"
        operation_name = "update_ml_application_implementation_version"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationImplementationVersion/UpdateMlApplicationImplementationVersion"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_ml_application_implementation_version got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationImplementationVersionId": ml_application_implementation_version_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_implementation_version_details,
                response_type="MlApplicationImplementationVersion",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_implementation_version_details,
                response_type="MlApplicationImplementationVersion",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_ml_application_instance(self, ml_application_instance_id, update_ml_application_instance_details, **kwargs):
        """
        Updates the MlApplicationInstance


        :param str ml_application_instance_id: (required)
            unique MlApplicationInstance identifier

        :param oci.data_science.models.UpdateMlApplicationInstanceDetails update_ml_application_instance_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_ml_application_instance.py.html>`__ to see an example of how to use update_ml_application_instance API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceId']
        resource_path = "/mlApplicationInstances/{mlApplicationInstanceId}"
        method = "PUT"
        operation_name = "update_ml_application_instance"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstance/UpdateMlApplicationInstance"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_ml_application_instance got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceId": ml_application_instance_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_instance_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_instance_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_ml_application_instance_view(self, ml_application_instance_view_id, update_ml_application_instance_view_details, **kwargs):
        """
        Updates the MlApplicationInstanceView


        :param str ml_application_instance_view_id: (required)
            unique MlApplicationInstanceView identifier

        :param oci.data_science.models.UpdateMlApplicationInstanceViewDetails update_ml_application_instance_view_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.MlApplicationInstanceView`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_ml_application_instance_view.py.html>`__ to see an example of how to use update_ml_application_instance_view API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['mlApplicationInstanceViewId']
        resource_path = "/mlApplicationInstanceViews/{mlApplicationInstanceViewId}"
        method = "PUT"
        operation_name = "update_ml_application_instance_view"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/MlApplicationInstanceView/UpdateMlApplicationInstanceView"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_ml_application_instance_view got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "mlApplicationInstanceViewId": ml_application_instance_view_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_instance_view_details,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_ml_application_instance_view_details,
                response_type="MlApplicationInstanceView",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model(self, model_id, update_model_details, **kwargs):
        """
        Updates the properties of a model. You can update the `displayName`, `description`, `freeformTags`, and `definedTags` properties.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateModelDetails update_model_details: (required)
            Details for updating a model. You can update the `displayName`, `description`, `freeformTags`, and `definedTags` properties.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Model`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model.py.html>`__ to see an example of how to use update_model API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}"
        method = "PUT"
        operation_name = "update_model"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/UpdateModel"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_details,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_details,
                response_type="Model",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model_custom_metadatum_artifact(self, model_id, metadatum_key_name, model_custom_metadatum_artifact, **kwargs):
        """
        Updates model custom metadata artifact for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param stream model_custom_metadatum_artifact: (required)
            The model custom metadata artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model_custom_metadatum_artifact.py.html>`__ to see an example of how to use update_model_custom_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/customMetadata/{metadatumKeyName}/artifact"
        method = "PUT"
        operation_name = "update_model_custom_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/UpdateModelCustomMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "content_disposition",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model_custom_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            model_custom_metadatum_artifact
        except NameError:
            model_custom_metadatum_artifact = kwargs.get("model_custom_metadatum_artifact", missing)

        if model_custom_metadatum_artifact is not missing and model_custom_metadatum_artifact is not None:
            if (not isinstance(model_custom_metadatum_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(model_custom_metadatum_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(model_custom_metadatum_artifact, 'fileno') and hasattr(model_custom_metadatum_artifact, 'name') and model_custom_metadatum_artifact.name != '<stdin>':
                if requests.utils.super_len(model_custom_metadatum_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(model_custom_metadatum_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(model_custom_metadatum_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                model_custom_metadatum_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_custom_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_custom_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model_defined_metadatum_artifact(self, model_id, metadatum_key_name, model_defined_metadatum_artifact, **kwargs):
        """
        Updates model defined metadata artifact for specified model metadata key.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param str metadatum_key_name: (required)
            The name of the model metadatum in the metadata.

        :param stream model_defined_metadatum_artifact: (required)
            The model defined metadata artifact to upload.

        :param int content_length: (optional)
            The content length of the body.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str content_disposition: (optional)
            This header allows you to specify a filename during upload. This file name is used to dispose of the file contents
            while downloading the file. If this optional field is not populated in the request, then the OCID of the model is used for the file
            name when downloading.
            Example: `{\"Content-Disposition\": \"attachment\"
                       \"filename\"=\"model.tar.gz\"
                       \"Content-Length\": \"2347\"
                       \"Content-Type\": \"application/gzip\"}`

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :param int buffer_limit: (optional)
            A buffer limit for the stream to be buffered. buffer_limit is used to set the buffer size capacity. Streams will be read until the size of the buffer reaches the buffer_limit.
            If the stream size is greater than the buffer_limit, a BufferError exception will be thrown.

            The buffer_limit parameter is used when the stream object does not have a `seek`, `tell`, or `fileno` property for the Python Request library to calculate out the content length.
            If buffer_limit is not passed, then the buffer_limit will be defaulted to 100MB.
            Large streams can cause the process to freeze, consider passing in content-length for large streams instead.

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model_defined_metadatum_artifact.py.html>`__ to see an example of how to use update_model_defined_metadatum_artifact API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId', 'metadatumKeyName']
        resource_path = "/models/{modelId}/definedMetadata/{metadatumKeyName}/artifact"
        method = "PUT"
        operation_name = "update_model_defined_metadatum_artifact"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/UpdateModelDefinedMetadatumArtifact"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "buffer_limit",
            "content_length",
            "opc_request_id",
            "content_disposition",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model_defined_metadatum_artifact got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id,
            "metadatumKeyName": metadatum_key_name
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "content-length": kwargs.get("content_length", missing),
            "content-disposition": kwargs.get("content_disposition", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        # If the body parameter is optional we need to assign it to a variable so additional type checking can be performed.
        try:
            model_defined_metadatum_artifact
        except NameError:
            model_defined_metadatum_artifact = kwargs.get("model_defined_metadatum_artifact", missing)

        if model_defined_metadatum_artifact is not missing and model_defined_metadatum_artifact is not None:
            if (not isinstance(model_defined_metadatum_artifact, (six.binary_type, six.string_types)) and
                    not hasattr(model_defined_metadatum_artifact, "read")):
                raise TypeError('The body must be a string, bytes, or provide a read() method.')

            if hasattr(model_defined_metadatum_artifact, 'fileno') and hasattr(model_defined_metadatum_artifact, 'name') and model_defined_metadatum_artifact.name != '<stdin>':
                if requests.utils.super_len(model_defined_metadatum_artifact) == 0:
                    header_params['Content-Length'] = '0'

            # If content length is not given and stream object have no 'fileno' and is not a string or bytes, try to calculate content length
            elif 'Content-Length' not in header_params and not is_content_length_calculable_by_req_util(model_defined_metadatum_artifact):
                calculated_obj = back_up_body_calculate_stream_content_length(model_defined_metadatum_artifact, kwargs.get("buffer_limit"))
                header_params['Content-Length'] = calculated_obj["content_length"]
                model_defined_metadatum_artifact = calculated_obj["byte_content"]

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_defined_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=model_defined_metadatum_artifact,
                enforce_content_headers=False,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model_deployment(self, model_deployment_id, update_model_deployment_details, **kwargs):
        """
        Updates the properties of a model deployment. Some of the properties of `modelDeploymentConfigurationDetails` or `CategoryLogDetails` can also be updated with zero down time
        when the model deployment's lifecycle state is ACTIVE or NEEDS_ATTENTION i.e `instanceShapeName`, `instanceCount` and `modelId`, separately `loadBalancerShape` or `CategoryLogDetails`
        can also be updated independently. All of the fields can be updated when the deployment is in the INACTIVE lifecycle state. Changes will take effect the next time the model
        deployment is activated.


        :param str model_deployment_id: (required)
            The `OCID`__ of the model deployment.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateModelDeploymentDetails update_model_deployment_details: (required)
            Details for updating a model deployment. Some of the properties of `modelDeploymentConfigurationDetails` or `CategoryLogDetails` can also be updated with zero down time
            when the model deployment's lifecycle state is ACTIVE or NEEDS_ATTENTION i.e `instanceShapeName`, `instanceCount` and `modelId`, separately `loadBalancerShape` or
            `CategoryLogDetails` can also be updated independently. All of the fields can be updated when the deployment is in the INACTIVE lifecycle state. Changes will take effect the next
            time the model deployment is activated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model_deployment.py.html>`__ to see an example of how to use update_model_deployment API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelDeploymentId']
        resource_path = "/modelDeployments/{modelDeploymentId}"
        method = "PUT"
        operation_name = "update_model_deployment"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelDeployment/UpdateModelDeployment"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model_deployment got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelDeploymentId": model_deployment_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_deployment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_deployment_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model_group(self, model_group_id, update_model_group_details, **kwargs):
        """
        Updates the properties of the Model Group.


        :param str model_group_id: (required)
            The `OCID`__ of the modelGroup.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateModelGroupDetails update_model_group_details: (required)
            Details for updating a modelGroup.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroup`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model_group.py.html>`__ to see an example of how to use update_model_group API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupId']
        resource_path = "/modelGroups/{modelGroupId}"
        method = "PUT"
        operation_name = "update_model_group"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroup/UpdateModelGroup"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model_group got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupId": model_group_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_group_details,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_group_details,
                response_type="ModelGroup",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model_group_version_history(self, model_group_version_history_id, update_model_group_version_history_details, **kwargs):
        """
        Updates the properties of a modelGroupVersionHistory.


        :param str model_group_version_history_id: (required)
            The `OCID`__ of the modelGroupVersionHistory.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateModelGroupVersionHistoryDetails update_model_group_version_history_details: (required)
            Details for updating a modelGroupVersionHistory.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelGroupVersionHistory`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model_group_version_history.py.html>`__ to see an example of how to use update_model_group_version_history API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelGroupVersionHistoryId']
        resource_path = "/modelGroupVersionHistory/{modelGroupVersionHistoryId}"
        method = "PUT"
        operation_name = "update_model_group_version_history"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelGroupVersionHistory/UpdateModelGroupVersionHistory"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model_group_version_history got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelGroupVersionHistoryId": model_group_version_history_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_group_version_history_details,
                response_type="ModelGroupVersionHistory",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_group_version_history_details,
                response_type="ModelGroupVersionHistory",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model_provenance(self, model_id, update_model_provenance_details, **kwargs):
        """
        Updates the provenance information for the specified model.


        :param str model_id: (required)
            The `OCID`__ of the model.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateModelProvenanceDetails update_model_provenance_details: (required)
            Provenance information for the specified model.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelProvenance`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model_provenance.py.html>`__ to see an example of how to use update_model_provenance API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelId']
        resource_path = "/models/{modelId}/provenance"
        method = "PUT"
        operation_name = "update_model_provenance"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Model/UpdateModelProvenance"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "opc_request_id",
            "if_match"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model_provenance got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelId": model_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "opc-request-id": kwargs.get("opc_request_id", missing),
            "if-match": kwargs.get("if_match", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_provenance_details,
                response_type="ModelProvenance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_provenance_details,
                response_type="ModelProvenance",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_model_version_set(self, model_version_set_id, update_model_version_set_details, **kwargs):
        """
        Updates the properties of a model version set. User can update the `description` property.


        :param str model_version_set_id: (required)
            The `OCID`__ of the model version set.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateModelVersionSetDetails update_model_version_set_details: (required)
            Details for updating a model version set. You can update `description` property only.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.ModelVersionSet`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_model_version_set.py.html>`__ to see an example of how to use update_model_version_set API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['modelVersionSetId']
        resource_path = "/modelVersionSets/{modelVersionSetId}"
        method = "PUT"
        operation_name = "update_model_version_set"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/ModelVersionSet/UpdateModelVersionSet"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_model_version_set got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "modelVersionSetId": model_version_set_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_version_set_details,
                response_type="ModelVersionSet",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_model_version_set_details,
                response_type="ModelVersionSet",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_notebook_session(self, notebook_session_id, update_notebook_session_details, **kwargs):
        """
        Updates the properties of a notebook session. You can update the `displayName`, `freeformTags`, and `definedTags` properties.
        When the notebook session is in the INACTIVE lifecycle state, you can update `notebookSessionConfigurationDetails` and change `shape`, `subnetId`, and `blockStorageSizeInGBs`.
        Changes to the `notebookSessionConfigurationDetails` take effect the next time the `ActivateNotebookSession` action is invoked on the notebook session resource.


        :param str notebook_session_id: (required)
            The `OCID`__ of the notebook session.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateNotebookSessionDetails update_notebook_session_details: (required)
            Details for updating a notebook session. `notebookSessionConfigurationDetails` can only be updated while the notebook session is in the `INACTIVE` state.
            Changes to the `notebookSessionConfigurationDetails` take effect the next time the `ActivateNotebookSession` action is invoked on the notebook session resource.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.NotebookSession`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_notebook_session.py.html>`__ to see an example of how to use update_notebook_session API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['notebookSessionId']
        resource_path = "/notebookSessions/{notebookSessionId}"
        method = "PUT"
        operation_name = "update_notebook_session"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/NotebookSession/UpdateNotebookSession"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_notebook_session got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "notebookSessionId": notebook_session_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_notebook_session_details,
                response_type="NotebookSession",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_notebook_session_details,
                response_type="NotebookSession",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_pipeline(self, pipeline_id, update_pipeline_details, **kwargs):
        """
        Updates the Pipeline.


        :param str pipeline_id: (required)
            The `OCID`__ of the pipeline.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdatePipelineDetails update_pipeline_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Pipeline`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_pipeline.py.html>`__ to see an example of how to use update_pipeline API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineId']
        resource_path = "/pipelines/{pipelineId}"
        method = "PUT"
        operation_name = "update_pipeline"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Pipeline/UpdatePipeline"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_pipeline got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineId": pipeline_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_pipeline_details,
                response_type="Pipeline",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_pipeline_details,
                response_type="Pipeline",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_pipeline_run(self, pipeline_run_id, update_pipeline_run_details, **kwargs):
        """
        Updates the PipelineRun.


        :param str pipeline_run_id: (required)
            The `OCID`__ of the pipeline run.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdatePipelineRunDetails update_pipeline_run_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.PipelineRun`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_pipeline_run.py.html>`__ to see an example of how to use update_pipeline_run API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['pipelineRunId']
        resource_path = "/pipelineRuns/{pipelineRunId}"
        method = "PUT"
        operation_name = "update_pipeline_run"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/PipelineRun/UpdatePipelineRun"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_pipeline_run got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "pipelineRunId": pipeline_run_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_pipeline_run_details,
                response_type="PipelineRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_pipeline_run_details,
                response_type="PipelineRun",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_project(self, project_id, update_project_details, **kwargs):
        """
        Updates the properties of a project. You can update the `displayName`, `description`, `freeformTags`, and `definedTags` properties.


        :param str project_id: (required)
            The `OCID`__ of the project.

            __ https://docs.oracle.com/iaas/Content/General/Concepts/identifiers.htm

        :param oci.data_science.models.UpdateProjectDetails update_project_details: (required)
            Details for updating a project. You can update the `displayName`, `description`, `freeformTags`, and `definedTags` properties.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation uses :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` as default if no retry strategy is provided.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type :class:`~oci.data_science.models.Project`
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_project.py.html>`__ to see an example of how to use update_project API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['projectId']
        resource_path = "/projects/{projectId}"
        method = "PUT"
        operation_name = "update_project"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Project/UpdateProject"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_project got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "projectId": project_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )
        if retry_strategy is None:
            retry_strategy = retry.DEFAULT_RETRY_STRATEGY

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_project_details,
                response_type="Project",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_project_details,
                response_type="Project",
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)

    def update_schedule(self, schedule_id, update_schedule_details, **kwargs):
        """
        Updates the Schedule


        :param str schedule_id: (required)
            unique Schedule identifier

        :param oci.data_science.models.UpdateScheduleDetails update_schedule_details: (required)
            The information to be updated.

        :param str if_match: (optional)
            For optimistic concurrency control. In the PUT or DELETE call
            for a resource, set the `if-match` parameter to the value of the
            etag from a previous GET or POST response for that resource.
            The resource is updated or deleted only if the `etag` you
            provide matches the resource's current `etag` value.

        :param str opc_request_id: (optional)
            Unique Oracle assigned identifier for the request. If you need to contact Oracle about a particular request, then provide the request ID.

        :param obj retry_strategy: (optional)
            A retry strategy to apply to this specific operation/call. This will override any retry strategy set at the client-level.

            This should be one of the strategies available in the :py:mod:`~oci.retry` module. This operation will not retry by default, users can also use the convenient :py:data:`~oci.retry.DEFAULT_RETRY_STRATEGY` provided by the SDK to enable retries for it.
            The specifics of the default retry strategy are described `here <https://docs.oracle.com/en-us/iaas/tools/python/latest/sdk_behaviors/retries.html>`__.

            To have this operation explicitly not perform any retries, pass an instance of :py:class:`~oci.retry.NoneRetryStrategy`.

        :param bool allow_control_chars: (optional)
            allow_control_chars is a boolean to indicate whether or not this request should allow control characters in the response object.
            By default, the response will not allow control characters in strings

        :param bool enable_strict_url_encoding: (optional)
            enable_strict_url_encoding is a boolean to indicate whether or not this request should enable strict url encoding for path params.
            By default, strict url encoding for path params is disabled

        :return: A :class:`~oci.response.Response` object with data of type None
        :rtype: :class:`~oci.response.Response`

        :example:
        Click `here <https://docs.oracle.com/en-us/iaas/tools/python-sdk-examples/latest/datascience/update_schedule.py.html>`__ to see an example of how to use update_schedule API.
        """
        # Required path and query arguments. These are in camelCase to replace values in service endpoints.
        required_arguments = ['scheduleId']
        resource_path = "/schedules/{scheduleId}"
        method = "PUT"
        operation_name = "update_schedule"
        api_reference_link = "https://docs.oracle.com/iaas/api/#/en/data-science/20190101/Schedule/UpdateSchedule"

        # Don't accept unknown kwargs
        expected_kwargs = [
            "allow_control_chars",
            "enable_strict_url_encoding",
            "retry_strategy",
            "if_match",
            "opc_request_id"
        ]
        extra_kwargs = [_key for _key in six.iterkeys(kwargs) if _key not in expected_kwargs]
        if extra_kwargs:
            raise ValueError(
                f"update_schedule got unknown kwargs: {extra_kwargs!r}")

        path_params = {
            "scheduleId": schedule_id
        }

        path_params = {k: v for (k, v) in six.iteritems(path_params) if v is not missing}

        for (k, v) in six.iteritems(path_params):
            if v is None or (isinstance(v, six.string_types) and len(v.strip()) == 0):
                raise ValueError(f'Parameter {k} cannot be None, whitespace or empty string')

        header_params = {
            "accept": "application/json",
            "content-type": "application/json",
            "if-match": kwargs.get("if_match", missing),
            "opc-request-id": kwargs.get("opc_request_id", missing)
        }
        header_params = {k: v for (k, v) in six.iteritems(header_params) if v is not missing and v is not None}

        retry_strategy = self.base_client.get_preferred_retry_strategy(
            operation_retry_strategy=kwargs.get('retry_strategy'),
            client_retry_strategy=self.retry_strategy
        )

        if retry_strategy:
            if not isinstance(retry_strategy, retry.NoneRetryStrategy):
                self.base_client.add_opc_client_retries_header(header_params)
                retry_strategy.add_circuit_breaker_callback(self.circuit_breaker_callback)
            return retry_strategy.make_retrying_call(
                self.base_client.call_api,
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_schedule_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
        else:
            return self.base_client.call_api(
                resource_path=resource_path,
                method=method,
                path_params=path_params,
                header_params=header_params,
                body=update_schedule_details,
                allow_control_chars=kwargs.get('allow_control_chars'),
                enable_strict_url_encoding=kwargs.get('enable_strict_url_encoding'),
                operation_name=operation_name,
                api_reference_link=api_reference_link,
                required_arguments=required_arguments)
