google-api-ruby-client/generated/google/apis/ml_v1/service.rb

# Copyright 2015 Google Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#      http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

require 'google/apis/core/base_service'
require 'google/apis/core/json_representation'
require 'google/apis/core/hashable'
require 'google/apis/errors'

module Google
  module Apis
    module MlV1
      # AI Platform Training & Prediction API
      #
      # An API to enable creating and using machine learning models.
      #
      # @example
      #    require 'google/apis/ml_v1'
      #
      #    Ml = Google::Apis::MlV1 # Alias the module
      #    service = Ml::CloudMachineLearningEngineService.new
      #
      # @see https://cloud.google.com/ml/
      class CloudMachineLearningEngineService < Google::Apis::Core::BaseService
        # @return [String]
        #  API key. Your API key identifies your project and provides you with API access,
        #  quota, and reports. Required unless you provide an OAuth 2.0 token.
        attr_accessor :key

        # @return [String]
        #  Available to use for quota purposes for server-side applications. Can be any
        #  arbitrary string assigned to a user, but should not exceed 40 characters.
        attr_accessor :quota_user

        def initialize
          super('https://ml.googleapis.com/', '')
          @batch_path = 'batch'
        end
        
        # Performs explanation on the data in the request.
        # <div>`% dynamic include "/ai-platform/includes/___explain-request" %`</div>
        # @param [String] name
        #   Required. The resource name of a model or a version.
        #   Authorization: requires the `predict` permission on the specified resource.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1ExplainRequest] google_cloud_ml_v1__explain_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleApiHttpBody] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleApiHttpBody]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def explain_project(name, google_cloud_ml_v1__explain_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:explain', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1ExplainRequest::Representation
          command.request_object = google_cloud_ml_v1__explain_request_object
          command.response_representation = Google::Apis::MlV1::GoogleApiHttpBody::Representation
          command.response_class = Google::Apis::MlV1::GoogleApiHttpBody
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Get the service account information associated with your project. You need
        # this information in order to grant the service account permissions for
        # the Google Cloud Storage location where you put your model training code
        # for training the model with Google Cloud Machine Learning.
        # @param [String] name
        #   Required. The project name.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1GetConfigResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1GetConfigResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_config(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}:getConfig', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1GetConfigResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1GetConfigResponse
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Performs online prediction on the data in the request.
        # <div>`% dynamic include "/ai-platform/includes/___predict-request" %`</div>
        # @param [String] name
        #   Required. The resource name of a model or a version.
        #   Authorization: requires the `predict` permission on the specified resource.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1PredictRequest] google_cloud_ml_v1__predict_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleApiHttpBody] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleApiHttpBody]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def predict_project(name, google_cloud_ml_v1__predict_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:predict', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1PredictRequest::Representation
          command.request_object = google_cloud_ml_v1__predict_request_object
          command.response_representation = Google::Apis::MlV1::GoogleApiHttpBody::Representation
          command.response_class = Google::Apis::MlV1::GoogleApiHttpBody
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Cancels a running job.
        # @param [String] name
        #   Required. The name of the job to cancel.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1CancelJobRequest] google_cloud_ml_v1__cancel_job_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleProtobufEmpty] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleProtobufEmpty]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def cancel_project_job(name, google_cloud_ml_v1__cancel_job_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:cancel', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1CancelJobRequest::Representation
          command.request_object = google_cloud_ml_v1__cancel_job_request_object
          command.response_representation = Google::Apis::MlV1::GoogleProtobufEmpty::Representation
          command.response_class = Google::Apis::MlV1::GoogleProtobufEmpty
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Creates a training or a batch prediction job.
        # @param [String] parent
        #   Required. The project name.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Job] google_cloud_ml_v1__job_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Job] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Job]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def create_project_job(parent, google_cloud_ml_v1__job_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+parent}/jobs', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Job::Representation
          command.request_object = google_cloud_ml_v1__job_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Job::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Job
          command.params['parent'] = parent unless parent.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Describes a job.
        # @param [String] name
        #   Required. The name of the job to get the description of.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Job] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Job]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_job(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Job::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Job
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets the access control policy for a resource.
        # Returns an empty policy if the resource exists and does not have a policy
        # set.
        # @param [String] resource
        #   REQUIRED: The resource for which the policy is being requested.
        #   See the operation documentation for the appropriate value for this field.
        # @param [Fixnum] options_requested_policy_version
        #   Optional. The policy format version to be returned.
        #   Valid values are 0, 1, and 3. Requests specifying an invalid value will be
        #   rejected.
        #   Requests for policies with any conditional bindings must specify version 3.
        #   Policies without any conditional bindings may specify any valid value or
        #   leave the field unset.
        #   To learn which resources support conditions in their IAM policies, see the
        #   [IAM
        #   documentation](https://cloud.google.com/iam/help/conditions/resource-policies).
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleIamV1Policy] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleIamV1Policy]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_job_iam_policy(resource, options_requested_policy_version: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+resource}:getIamPolicy', options)
          command.response_representation = Google::Apis::MlV1::GoogleIamV1Policy::Representation
          command.response_class = Google::Apis::MlV1::GoogleIamV1Policy
          command.params['resource'] = resource unless resource.nil?
          command.query['options.requestedPolicyVersion'] = options_requested_policy_version unless options_requested_policy_version.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Lists the jobs in the project.
        # If there are no jobs that match the request parameters, the list
        # request returns an empty response body: ``.
        # @param [String] parent
        #   Required. The name of the project for which to list jobs.
        # @param [String] filter
        #   Optional. Specifies the subset of jobs to retrieve.
        #   You can filter on the value of one or more attributes of the job object.
        #   For example, retrieve jobs with a job identifier that starts with 'census':
        #   <p><code>gcloud ai-platform jobs list --filter='jobId:census*'</code>
        #   <p>List all failed jobs with names that start with 'rnn':
        #   <p><code>gcloud ai-platform jobs list --filter='jobId:rnn*
        #   AND state:FAILED'</code>
        #   <p>For more examples, see the guide to
        #   <a href="/ml-engine/docs/tensorflow/monitor-training">monitoring jobs</a>.
        # @param [Fixnum] page_size
        #   Optional. The number of jobs to retrieve per "page" of results. If there
        #   are more remaining results than this number, the response message will
        #   contain a valid value in the `next_page_token` field.
        #   The default value is 20, and the maximum page size is 100.
        # @param [String] page_token
        #   Optional. A page token to request the next page of results.
        #   You get the token from the `next_page_token` field of the response from
        #   the previous call.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1ListJobsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1ListJobsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def list_project_jobs(parent, filter: nil, page_size: nil, page_token: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+parent}/jobs', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1ListJobsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1ListJobsResponse
          command.params['parent'] = parent unless parent.nil?
          command.query['filter'] = filter unless filter.nil?
          command.query['pageSize'] = page_size unless page_size.nil?
          command.query['pageToken'] = page_token unless page_token.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Updates a specific job resource.
        # Currently the only supported fields to update are `labels`.
        # @param [String] name
        #   Required. The job name.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Job] google_cloud_ml_v1__job_object
        # @param [String] update_mask
        #   Required. Specifies the path, relative to `Job`, of the field to update.
        #   To adopt etag mechanism, include `etag` field in the mask, and include the
        #   `etag` value in your job resource.
        #   For example, to change the labels of a job, the `update_mask` parameter
        #   would be specified as `labels`, `etag`, and the
        #   `PATCH` request body would specify the new value, as follows:
        #   `
        #   "labels": `
        #   "owner": "Google",
        #   "color": "Blue"
        #   `
        #   "etag": "33a64df551425fcc55e4d42a148795d9f25f89d4"
        #   `
        #   If `etag` matches the one on the server, the labels of the job will be
        #   replaced with the given ones, and the server end `etag` will be
        #   recalculated.
        #   Currently the only supported update masks are `labels` and `etag`.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Job] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Job]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def patch_project_job(name, google_cloud_ml_v1__job_object = nil, update_mask: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:patch, 'v1/{+name}', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Job::Representation
          command.request_object = google_cloud_ml_v1__job_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Job::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Job
          command.params['name'] = name unless name.nil?
          command.query['updateMask'] = update_mask unless update_mask.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Sets the access control policy on the specified resource. Replaces any
        # existing policy.
        # Can return `NOT_FOUND`, `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.
        # @param [String] resource
        #   REQUIRED: The resource for which the policy is being specified.
        #   See the operation documentation for the appropriate value for this field.
        # @param [Google::Apis::MlV1::GoogleIamV1SetIamPolicyRequest] google_iam_v1__set_iam_policy_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleIamV1Policy] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleIamV1Policy]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def set_project_job_iam_policy(resource, google_iam_v1__set_iam_policy_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+resource}:setIamPolicy', options)
          command.request_representation = Google::Apis::MlV1::GoogleIamV1SetIamPolicyRequest::Representation
          command.request_object = google_iam_v1__set_iam_policy_request_object
          command.response_representation = Google::Apis::MlV1::GoogleIamV1Policy::Representation
          command.response_class = Google::Apis::MlV1::GoogleIamV1Policy
          command.params['resource'] = resource unless resource.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Returns permissions that a caller has on the specified resource.
        # If the resource does not exist, this will return an empty set of
        # permissions, not a `NOT_FOUND` error.
        # Note: This operation is designed to be used for building permission-aware
        # UIs and command-line tools, not for authorization checking. This operation
        # may "fail open" without warning.
        # @param [String] resource
        #   REQUIRED: The resource for which the policy detail is being requested.
        #   See the operation documentation for the appropriate value for this field.
        # @param [Google::Apis::MlV1::GoogleIamV1TestIamPermissionsRequest] google_iam_v1__test_iam_permissions_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def test_project_job_iam_permissions(resource, google_iam_v1__test_iam_permissions_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+resource}:testIamPermissions', options)
          command.request_representation = Google::Apis::MlV1::GoogleIamV1TestIamPermissionsRequest::Representation
          command.request_object = google_iam_v1__test_iam_permissions_request_object
          command.response_representation = Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse
          command.params['resource'] = resource unless resource.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Get the complete list of CMLE capabilities in a location, along with their
        # location-specific properties.
        # @param [String] name
        #   Required. The name of the location.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Location] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Location]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_location(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Location::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Location
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # List all locations that provides at least one type of CMLE capability.
        # @param [String] parent
        #   Required. The name of the project for which available locations are to be
        #   listed (since some locations might be whitelisted for specific projects).
        # @param [Fixnum] page_size
        #   Optional. The number of locations to retrieve per "page" of results. If
        #   there are more remaining results than this number, the response message
        #   will contain a valid value in the `next_page_token` field.
        #   The default value is 20, and the maximum page size is 100.
        # @param [String] page_token
        #   Optional. A page token to request the next page of results.
        #   You get the token from the `next_page_token` field of the response from
        #   the previous call.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1ListLocationsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1ListLocationsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def list_project_locations(parent, page_size: nil, page_token: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+parent}/locations', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1ListLocationsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1ListLocationsResponse
          command.params['parent'] = parent unless parent.nil?
          command.query['pageSize'] = page_size unless page_size.nil?
          command.query['pageToken'] = page_token unless page_token.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Starts asynchronous cancellation on a long-running operation.  The server
        # makes a best effort to cancel the operation, but success is not
        # guaranteed.  If the server doesn't support this method, it returns
        # `google.rpc.Code.UNIMPLEMENTED`.  Clients can use
        # Operations.GetOperation or
        # other methods to check whether the cancellation succeeded or whether the
        # operation completed despite cancellation. On successful cancellation,
        # the operation is not deleted; instead, it becomes an operation with
        # an Operation.error value with a google.rpc.Status.code of 1,
        # corresponding to `Code.CANCELLED`.
        # @param [String] name
        #   The name of the operation resource to be cancelled.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleProtobufEmpty] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleProtobufEmpty]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def cancel_project_location_operation(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:cancel', options)
          command.response_representation = Google::Apis::MlV1::GoogleProtobufEmpty::Representation
          command.response_class = Google::Apis::MlV1::GoogleProtobufEmpty
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets the latest state of a long-running operation.  Clients can use this
        # method to poll the operation result at intervals as recommended by the API
        # service.
        # @param [String] name
        #   The name of the operation resource.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_location_operation(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Creates a study.
        # @param [String] parent
        #   Required. The project and location that the study belongs to.
        #   Format: projects/`project`/locations/`location`
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Study] google_cloud_ml_v1__study_object
        # @param [String] study_id
        #   Required. The ID to use for the study, which will become the final component
        #   of
        #   the study's resource name.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Study] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Study]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def create_project_location_study(parent, google_cloud_ml_v1__study_object = nil, study_id: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+parent}/studies', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Study::Representation
          command.request_object = google_cloud_ml_v1__study_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Study::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Study
          command.params['parent'] = parent unless parent.nil?
          command.query['studyId'] = study_id unless study_id.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Deletes a study.
        # @param [String] name
        #   Required. The study name.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleProtobufEmpty] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleProtobufEmpty]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def delete_project_location_study(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:delete, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleProtobufEmpty::Representation
          command.response_class = Google::Apis::MlV1::GoogleProtobufEmpty
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets a study.
        # @param [String] name
        #   Required. The study name.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Study] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Study]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_location_study(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Study::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Study
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Lists all the studies in a region for an associated project.
        # @param [String] parent
        #   Required. The project and location that the study belongs to.
        #   Format: projects/`project`/locations/`location`
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1ListStudiesResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1ListStudiesResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def list_project_location_studies(parent, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+parent}/studies', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1ListStudiesResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1ListStudiesResponse
          command.params['parent'] = parent unless parent.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Adds a measurement of the objective metrics to a trial. This measurement
        # is assumed to have been taken before the trial is complete.
        # @param [String] name
        #   Required. The trial name.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1AddTrialMeasurementRequest] google_cloud_ml_v1__add_trial_measurement_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Trial] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Trial]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def add_project_location_study_trial_measurement(name, google_cloud_ml_v1__add_trial_measurement_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:addMeasurement', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1AddTrialMeasurementRequest::Representation
          command.request_object = google_cloud_ml_v1__add_trial_measurement_request_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Trial::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Trial
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Checks  whether a trial should stop or not. Returns a
        # long-running operation. When the operation is successful,
        # it will contain a
        # CheckTrialEarlyStoppingStateResponse.
        # @param [String] name
        #   Required. The trial name.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1CheckTrialEarlyStoppingStateRequest] google_cloud_ml_v1__check_trial_early_stopping_state_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def check_project_location_study_trial_early_stopping_state(name, google_cloud_ml_v1__check_trial_early_stopping_state_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:checkEarlyStoppingState', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1CheckTrialEarlyStoppingStateRequest::Representation
          command.request_object = google_cloud_ml_v1__check_trial_early_stopping_state_request_object
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Marks a trial as complete.
        # @param [String] name
        #   Required. The trial name.metat
        # @param [Google::Apis::MlV1::GoogleCloudMlV1CompleteTrialRequest] google_cloud_ml_v1__complete_trial_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Trial] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Trial]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def complete_project_location_study_trial(name, google_cloud_ml_v1__complete_trial_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:complete', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1CompleteTrialRequest::Representation
          command.request_object = google_cloud_ml_v1__complete_trial_request_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Trial::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Trial
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Adds a user provided trial to a study.
        # @param [String] parent
        #   Required. The name of the study that the trial belongs to.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Trial] google_cloud_ml_v1__trial_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Trial] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Trial]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def create_project_location_study_trial(parent, google_cloud_ml_v1__trial_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+parent}/trials', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Trial::Representation
          command.request_object = google_cloud_ml_v1__trial_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Trial::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Trial
          command.params['parent'] = parent unless parent.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Deletes a trial.
        # @param [String] name
        #   Required. The trial name.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleProtobufEmpty] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleProtobufEmpty]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def delete_project_location_study_trial(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:delete, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleProtobufEmpty::Representation
          command.response_class = Google::Apis::MlV1::GoogleProtobufEmpty
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets a trial.
        # @param [String] name
        #   Required. The trial name.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Trial] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Trial]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_location_study_trial(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Trial::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Trial
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Lists the trials associated with a study.
        # @param [String] parent
        #   Required. The name of the study that the trial belongs to.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1ListTrialsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1ListTrialsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def list_project_location_study_trials(parent, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+parent}/trials', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1ListTrialsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1ListTrialsResponse
          command.params['parent'] = parent unless parent.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Stops a trial.
        # @param [String] name
        #   Required. The trial name.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1StopTrialRequest] google_cloud_ml_v1__stop_trial_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Trial] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Trial]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def stop_project_location_study_trial(name, google_cloud_ml_v1__stop_trial_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:stop', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1StopTrialRequest::Representation
          command.request_object = google_cloud_ml_v1__stop_trial_request_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Trial::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Trial
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Adds one or more trials to a study, with parameter values
        # suggested by AI Platform Optimizer. Returns a long-running
        # operation associated with the generation of trial suggestions.
        # When this long-running operation succeeds, it will contain
        # a SuggestTrialsResponse.
        # @param [String] parent
        #   Required. The name of the study that the trial belongs to.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1SuggestTrialsRequest] google_cloud_ml_v1__suggest_trials_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def suggest_project_location_study_trial(parent, google_cloud_ml_v1__suggest_trials_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+parent}/trials:suggest', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1SuggestTrialsRequest::Representation
          command.request_object = google_cloud_ml_v1__suggest_trials_request_object
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['parent'] = parent unless parent.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Creates a model which will later contain one or more versions.
        # You must add at least one version before you can request predictions from
        # the model. Add versions by calling
        # projects.models.versions.create.
        # @param [String] parent
        #   Required. The project name.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Model] google_cloud_ml_v1__model_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Model] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Model]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def create_project_model(parent, google_cloud_ml_v1__model_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+parent}/models', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Model::Representation
          command.request_object = google_cloud_ml_v1__model_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Model::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Model
          command.params['parent'] = parent unless parent.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Deletes a model.
        # You can only delete a model if there are no versions in it. You can delete
        # versions by calling
        # projects.models.versions.delete.
        # @param [String] name
        #   Required. The name of the model.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def delete_project_model(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:delete, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets information about a model, including its name, the description (if
        # set), and the default version (if at least one version of the model has
        # been deployed).
        # @param [String] name
        #   Required. The name of the model.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Model] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Model]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_model(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Model::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Model
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets the access control policy for a resource.
        # Returns an empty policy if the resource exists and does not have a policy
        # set.
        # @param [String] resource
        #   REQUIRED: The resource for which the policy is being requested.
        #   See the operation documentation for the appropriate value for this field.
        # @param [Fixnum] options_requested_policy_version
        #   Optional. The policy format version to be returned.
        #   Valid values are 0, 1, and 3. Requests specifying an invalid value will be
        #   rejected.
        #   Requests for policies with any conditional bindings must specify version 3.
        #   Policies without any conditional bindings may specify any valid value or
        #   leave the field unset.
        #   To learn which resources support conditions in their IAM policies, see the
        #   [IAM
        #   documentation](https://cloud.google.com/iam/help/conditions/resource-policies).
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleIamV1Policy] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleIamV1Policy]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_model_iam_policy(resource, options_requested_policy_version: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+resource}:getIamPolicy', options)
          command.response_representation = Google::Apis::MlV1::GoogleIamV1Policy::Representation
          command.response_class = Google::Apis::MlV1::GoogleIamV1Policy
          command.params['resource'] = resource unless resource.nil?
          command.query['options.requestedPolicyVersion'] = options_requested_policy_version unless options_requested_policy_version.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Lists the models in a project.
        # Each project can contain multiple models, and each model can have multiple
        # versions.
        # If there are no models that match the request parameters, the list request
        # returns an empty response body: ``.
        # @param [String] parent
        #   Required. The name of the project whose models are to be listed.
        # @param [String] filter
        #   Optional. Specifies the subset of models to retrieve.
        # @param [Fixnum] page_size
        #   Optional. The number of models to retrieve per "page" of results. If there
        #   are more remaining results than this number, the response message will
        #   contain a valid value in the `next_page_token` field.
        #   The default value is 20, and the maximum page size is 100.
        # @param [String] page_token
        #   Optional. A page token to request the next page of results.
        #   You get the token from the `next_page_token` field of the response from
        #   the previous call.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1ListModelsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1ListModelsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def list_project_models(parent, filter: nil, page_size: nil, page_token: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+parent}/models', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1ListModelsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1ListModelsResponse
          command.params['parent'] = parent unless parent.nil?
          command.query['filter'] = filter unless filter.nil?
          command.query['pageSize'] = page_size unless page_size.nil?
          command.query['pageToken'] = page_token unless page_token.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Updates a specific model resource.
        # Currently the only supported fields to update are `description` and
        # `default_version.name`.
        # @param [String] name
        #   Required. The project name.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Model] google_cloud_ml_v1__model_object
        # @param [String] update_mask
        #   Required. Specifies the path, relative to `Model`, of the field to update.
        #   For example, to change the description of a model to "foo" and set its
        #   default version to "version_1", the `update_mask` parameter would be
        #   specified as `description`, `default_version.name`, and the `PATCH`
        #   request body would specify the new value, as follows:
        #   `
        #   "description": "foo",
        #   "defaultVersion": `
        #   "name":"version_1"
        #   `
        #   `
        #   Currently the supported update masks are `description` and
        #   `default_version.name`.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def patch_project_model(name, google_cloud_ml_v1__model_object = nil, update_mask: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:patch, 'v1/{+name}', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Model::Representation
          command.request_object = google_cloud_ml_v1__model_object
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['name'] = name unless name.nil?
          command.query['updateMask'] = update_mask unless update_mask.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Sets the access control policy on the specified resource. Replaces any
        # existing policy.
        # Can return `NOT_FOUND`, `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.
        # @param [String] resource
        #   REQUIRED: The resource for which the policy is being specified.
        #   See the operation documentation for the appropriate value for this field.
        # @param [Google::Apis::MlV1::GoogleIamV1SetIamPolicyRequest] google_iam_v1__set_iam_policy_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleIamV1Policy] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleIamV1Policy]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def set_project_model_iam_policy(resource, google_iam_v1__set_iam_policy_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+resource}:setIamPolicy', options)
          command.request_representation = Google::Apis::MlV1::GoogleIamV1SetIamPolicyRequest::Representation
          command.request_object = google_iam_v1__set_iam_policy_request_object
          command.response_representation = Google::Apis::MlV1::GoogleIamV1Policy::Representation
          command.response_class = Google::Apis::MlV1::GoogleIamV1Policy
          command.params['resource'] = resource unless resource.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Returns permissions that a caller has on the specified resource.
        # If the resource does not exist, this will return an empty set of
        # permissions, not a `NOT_FOUND` error.
        # Note: This operation is designed to be used for building permission-aware
        # UIs and command-line tools, not for authorization checking. This operation
        # may "fail open" without warning.
        # @param [String] resource
        #   REQUIRED: The resource for which the policy detail is being requested.
        #   See the operation documentation for the appropriate value for this field.
        # @param [Google::Apis::MlV1::GoogleIamV1TestIamPermissionsRequest] google_iam_v1__test_iam_permissions_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def test_project_model_iam_permissions(resource, google_iam_v1__test_iam_permissions_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+resource}:testIamPermissions', options)
          command.request_representation = Google::Apis::MlV1::GoogleIamV1TestIamPermissionsRequest::Representation
          command.request_object = google_iam_v1__test_iam_permissions_request_object
          command.response_representation = Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleIamV1TestIamPermissionsResponse
          command.params['resource'] = resource unless resource.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Creates a new version of a model from a trained TensorFlow model.
        # If the version created in the cloud by this call is the first deployed
        # version of the specified model, it will be made the default version of the
        # model. When you add a version to a model that already has one or more
        # versions, the default version does not automatically change. If you want a
        # new version to be the default, you must call
        # projects.models.versions.setDefault.
        # @param [String] parent
        #   Required. The name of the model.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Version] google_cloud_ml_v1__version_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def create_project_model_version(parent, google_cloud_ml_v1__version_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+parent}/versions', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Version::Representation
          command.request_object = google_cloud_ml_v1__version_object
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['parent'] = parent unless parent.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Deletes a model version.
        # Each model can have multiple versions deployed and in use at any given
        # time. Use this method to remove a single version.
        # Note: You cannot delete the version that is set as the default version
        # of the model unless it is the only remaining version.
        # @param [String] name
        #   Required. The name of the version. You can get the names of all the
        #   versions of a model by calling
        #   projects.models.versions.list.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def delete_project_model_version(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:delete, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets information about a model version.
        # Models can have multiple versions. You can call
        # projects.models.versions.list
        # to get the same information that this method returns for all of the
        # versions of a model.
        # @param [String] name
        #   Required. The name of the version.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Version] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Version]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_model_version(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Version::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Version
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets basic information about all the versions of a model.
        # If you expect that a model has many versions, or if you need to handle
        # only a limited number of results at a time, you can request that the list
        # be retrieved in batches (called pages).
        # If there are no versions that match the request parameters, the list
        # request returns an empty response body: ``.
        # @param [String] parent
        #   Required. The name of the model for which to list the version.
        # @param [String] filter
        #   Optional. Specifies the subset of versions to retrieve.
        # @param [Fixnum] page_size
        #   Optional. The number of versions to retrieve per "page" of results. If
        #   there are more remaining results than this number, the response message
        #   will contain a valid value in the `next_page_token` field.
        #   The default value is 20, and the maximum page size is 100.
        # @param [String] page_token
        #   Optional. A page token to request the next page of results.
        #   You get the token from the `next_page_token` field of the response from
        #   the previous call.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1ListVersionsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1ListVersionsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def list_project_model_versions(parent, filter: nil, page_size: nil, page_token: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+parent}/versions', options)
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1ListVersionsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1ListVersionsResponse
          command.params['parent'] = parent unless parent.nil?
          command.query['filter'] = filter unless filter.nil?
          command.query['pageSize'] = page_size unless page_size.nil?
          command.query['pageToken'] = page_token unless page_token.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Updates the specified Version resource.
        # Currently the only update-able fields are `description`,
        # `requestLoggingConfig`, `autoScaling.minNodes`, and `manualScaling.nodes`.
        # @param [String] name
        #   Required. The name of the model.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1Version] google_cloud_ml_v1__version_object
        # @param [String] update_mask
        #   Required. Specifies the path, relative to `Version`, of the field to
        #   update. Must be present and non-empty.
        #   For example, to change the description of a version to "foo", the
        #   `update_mask` parameter would be specified as `description`, and the
        #   `PATCH` request body would specify the new value, as follows:
        #   ```
        #   `
        #   "description": "foo"
        #   `
        #   ```
        #   Currently the only supported update mask fields are `description`,
        #   `requestLoggingConfig`, `autoScaling.minNodes`, and `manualScaling.nodes`.
        #   However, you can only update `manualScaling.nodes` if the version uses a
        #   [Compute Engine (N1)
        #   machine type](/ml-engine/docs/machine-types-online-prediction).
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def patch_project_model_version(name, google_cloud_ml_v1__version_object = nil, update_mask: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:patch, 'v1/{+name}', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1Version::Representation
          command.request_object = google_cloud_ml_v1__version_object
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['name'] = name unless name.nil?
          command.query['updateMask'] = update_mask unless update_mask.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Designates a version to be the default for the model.
        # The default version is used for prediction requests made against the model
        # that don't specify a version.
        # The first version to be created for a model is automatically set as the
        # default. You must make any subsequent changes to the default version
        # setting manually using this method.
        # @param [String] name
        #   Required. The name of the version to make the default for the model. You
        #   can get the names of all the versions of a model by calling
        #   projects.models.versions.list.
        # @param [Google::Apis::MlV1::GoogleCloudMlV1SetDefaultVersionRequest] google_cloud_ml_v1__set_default_version_request_object
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleCloudMlV1Version] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleCloudMlV1Version]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def set_project_model_version_default(name, google_cloud_ml_v1__set_default_version_request_object = nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:setDefault', options)
          command.request_representation = Google::Apis::MlV1::GoogleCloudMlV1SetDefaultVersionRequest::Representation
          command.request_object = google_cloud_ml_v1__set_default_version_request_object
          command.response_representation = Google::Apis::MlV1::GoogleCloudMlV1Version::Representation
          command.response_class = Google::Apis::MlV1::GoogleCloudMlV1Version
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Starts asynchronous cancellation on a long-running operation.  The server
        # makes a best effort to cancel the operation, but success is not
        # guaranteed.  If the server doesn't support this method, it returns
        # `google.rpc.Code.UNIMPLEMENTED`.  Clients can use
        # Operations.GetOperation or
        # other methods to check whether the cancellation succeeded or whether the
        # operation completed despite cancellation. On successful cancellation,
        # the operation is not deleted; instead, it becomes an operation with
        # an Operation.error value with a google.rpc.Status.code of 1,
        # corresponding to `Code.CANCELLED`.
        # @param [String] name
        #   The name of the operation resource to be cancelled.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleProtobufEmpty] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleProtobufEmpty]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def cancel_project_operation(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:post, 'v1/{+name}:cancel', options)
          command.response_representation = Google::Apis::MlV1::GoogleProtobufEmpty::Representation
          command.response_class = Google::Apis::MlV1::GoogleProtobufEmpty
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Gets the latest state of a long-running operation.  Clients can use this
        # method to poll the operation result at intervals as recommended by the API
        # service.
        # @param [String] name
        #   The name of the operation resource.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningOperation] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningOperation]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def get_project_operation(name, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}', options)
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningOperation::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningOperation
          command.params['name'] = name unless name.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end
        
        # Lists operations that match the specified filter in the request. If the
        # server doesn't support this method, it returns `UNIMPLEMENTED`.
        # NOTE: the `name` binding allows API services to override the binding
        # to use different resource name schemes, such as `users/*/operations`. To
        # override the binding, API services can add a binding such as
        # `"/v1/`name=users/*`/operations"` to their service configuration.
        # For backwards compatibility, the default name includes the operations
        # collection id, however overriding users must ensure the name binding
        # is the parent resource, without the operations collection id.
        # @param [String] name
        #   The name of the operation's parent resource.
        # @param [String] filter
        #   The standard list filter.
        # @param [Fixnum] page_size
        #   The standard list page size.
        # @param [String] page_token
        #   The standard list page token.
        # @param [String] fields
        #   Selector specifying which fields to include in a partial response.
        # @param [String] quota_user
        #   Available to use for quota purposes for server-side applications. Can be any
        #   arbitrary string assigned to a user, but should not exceed 40 characters.
        # @param [Google::Apis::RequestOptions] options
        #   Request-specific options
        #
        # @yield [result, err] Result & error if block supplied
        # @yieldparam result [Google::Apis::MlV1::GoogleLongrunningListOperationsResponse] parsed result object
        # @yieldparam err [StandardError] error object if request failed
        #
        # @return [Google::Apis::MlV1::GoogleLongrunningListOperationsResponse]
        #
        # @raise [Google::Apis::ServerError] An error occurred on the server and the request can be retried
        # @raise [Google::Apis::ClientError] The request is invalid and should not be retried without modification
        # @raise [Google::Apis::AuthorizationError] Authorization is required
        def list_project_operations(name, filter: nil, page_size: nil, page_token: nil, fields: nil, quota_user: nil, options: nil, &block)
          command = make_simple_command(:get, 'v1/{+name}/operations', options)
          command.response_representation = Google::Apis::MlV1::GoogleLongrunningListOperationsResponse::Representation
          command.response_class = Google::Apis::MlV1::GoogleLongrunningListOperationsResponse
          command.params['name'] = name unless name.nil?
          command.query['filter'] = filter unless filter.nil?
          command.query['pageSize'] = page_size unless page_size.nil?
          command.query['pageToken'] = page_token unless page_token.nil?
          command.query['fields'] = fields unless fields.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
          execute_or_queue_command(command, &block)
        end

        protected

        def apply_command_defaults(command)
          command.query['key'] = key unless key.nil?
          command.query['quotaUser'] = quota_user unless quota_user.nil?
        end
      end
    end
  end
end