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. `% dynamic include "/ai-
        # platform/includes/___explain-request" %`
        # @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. `% dynamic include "/ai-
        # platform/includes/___predict-request" %`
        # @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': gcloud ai-platform jobs list -
        #   -filter='jobId:census*' List all failed jobs with names that start with 'rnn':
        #   gcloud ai-platform jobs list --filter='jobId:rnn* AND state:FAILED' For more
        #   examples, see the guide to monitoring jobs.
        # @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