Class: Google::Cloud::AIPlatform::V1::VizierService::Client

Inherits:
Object
  • Object
show all
Includes:
Paths
Defined in:
lib/google/cloud/ai_platform/v1/vizier_service/client.rb

Overview

Client for the VizierService service.

Vertex AI Vizier API.

Vertex AI Vizier is a service to solve blackbox optimization problems, such as tuning machine learning hyperparameters and searching over deep learning architectures.

Defined Under Namespace

Classes: Configuration

Instance Attribute Summary collapse

Class Method Summary collapse

Instance Method Summary collapse

Methods included from Paths

#custom_job_path, #location_path, #study_path, #trial_path

Constructor Details

#initialize {|config| ... } ⇒ Client

Create a new VizierService client object.

Examples:


# Create a client using the default configuration
client = ::Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a client using a custom configuration
client = ::Google::Cloud::AIPlatform::V1::VizierService::Client.new do |config|
  config.timeout = 10.0
end

Yields:

  • (config) —

    Configure the VizierService client.

Yield Parameters:



115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 115

def initialize
  # These require statements are intentionally placed here to initialize
  # the gRPC module only when it's required.
  # See https://github.com/googleapis/toolkit/issues/446
  require "gapic/grpc"
  require "google/cloud/aiplatform/v1/vizier_service_services_pb"

  # Create the configuration object
  @config = Configuration.new Client.configure

  # Yield the configuration if needed
  yield @config if block_given?

  # Create credentials
  credentials = @config.credentials
  # Use self-signed JWT if the endpoint is unchanged from default,
  # but only if the default endpoint does not have a region prefix.
  enable_self_signed_jwt = @config.endpoint == Client.configure.endpoint &&
                           !@config.endpoint.split(".").first.include?("-")
  credentials ||= Credentials.default scope: @config.scope,
                                      enable_self_signed_jwt: enable_self_signed_jwt
  if credentials.is_a?(::String) || credentials.is_a?(::Hash)
    credentials = Credentials.new credentials, scope: @config.scope
  end
  @quota_project_id = @config.quota_project
  @quota_project_id ||= credentials.quota_project_id if credentials.respond_to? :quota_project_id

  @operations_client = Operations.new do |config|
    config.credentials = credentials
    config.quota_project = @quota_project_id
    config.endpoint = @config.endpoint
  end

  @location_client = Google::Cloud::Location::Locations::Client.new do |config|
    config.credentials = credentials
    config.quota_project = @quota_project_id
    config.endpoint = @config.endpoint
  end

  @iam_policy_client = Google::Iam::V1::IAMPolicy::Client.new do |config|
    config.credentials = credentials
    config.quota_project = @quota_project_id
    config.endpoint = @config.endpoint
  end

  @vizier_service_stub = ::Gapic::ServiceStub.new(
    ::Google::Cloud::AIPlatform::V1::VizierService::Stub,
    credentials:  credentials,
    endpoint:     @config.endpoint,
    channel_args: @config.channel_args,
    interceptors: @config.interceptors
  )
end

Instance Attribute Details

#iam_policy_client ⇒ Google::Iam::V1::IAMPolicy::Client (readonly)

Get the associated client for mix-in of the IAMPolicy.

Returns:

  • (Google::Iam::V1::IAMPolicy::Client) 


188
189
190
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 188

def iam_policy_client
  @iam_policy_client
end

#location_client ⇒ Google::Cloud::Location::Locations::Client (readonly)

Get the associated client for mix-in of the Locations.

Returns:

  • (Google::Cloud::Location::Locations::Client) 


181
182
183
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 181

def location_client
  @location_client
end

#operations_client ⇒ ::Google::Cloud::AIPlatform::V1::VizierService::Operations (readonly)

Get the associated client for long-running operations.

Returns:



174
175
176
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 174

def operations_client
  @operations_client
end

Class Method Details

.configure {|config| ... } ⇒ Client::Configuration

Configure the VizierService Client class.

See Configuration for a description of the configuration fields.

Examples:


# Modify the configuration for all VizierService clients
::Google::Cloud::AIPlatform::V1::VizierService::Client.configure do |config|
  config.timeout = 10.0
end

Yields:

  • (config) —

    Configure the Client client.

Yield Parameters:

Returns:



62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 62

def self.configure
  @configure ||= begin
    namespace = ["Google", "Cloud", "AIPlatform", "V1"]
    parent_config = while namespace.any?
                      parent_name = namespace.join "::"
                      parent_const = const_get parent_name
                      break parent_const.configure if parent_const.respond_to? :configure
                      namespace.pop
                    end
    default_config = Client::Configuration.new parent_config

    default_config
  end
  yield @configure if block_given?
  @configure
end

Instance Method Details

#add_trial_measurement(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial #add_trial_measurement(trial_name: nil, measurement: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

Adds a measurement of the objective metrics to a Trial. This measurement is assumed to have been taken before the Trial is complete.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::AddTrialMeasurementRequest.new

# Call the add_trial_measurement method.
result = client.add_trial_measurement request

# The returned object is of type Google::Cloud::AIPlatform::V1::Trial.
p result

Overloads:

  • #add_trial_measurement(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to add_trial_measurement via a request object, either of type AddTrialMeasurementRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::AddTrialMeasurementRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #add_trial_measurement(trial_name: nil, measurement: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to add_trial_measurement via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • trial_name (::String) (defaults to: nil) —

      Required. The name of the trial to add measurement. Format: projects/{project}/locations/{location}/studies/{study}/trials/{trial}

    • measurement (::Google::Cloud::AIPlatform::V1::Measurement, ::Hash) (defaults to: nil) —

      Required. The measurement to be added to a Trial.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 1070

def add_trial_measurement request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::AddTrialMeasurementRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.add_trial_measurement.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.trial_name
    header_params["trial_name"] = request.trial_name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.add_trial_measurement.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.add_trial_measurement.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :add_trial_measurement, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#check_trial_early_stopping_state(request, options = nil) ⇒ ::Gapic::Operation #check_trial_early_stopping_state(trial_name: nil) ⇒ ::Gapic::Operation

Checks whether a Trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a [CheckTrialEarlyStoppingStateResponse][google.cloud.ml.v1.CheckTrialEarlyStoppingStateResponse].

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::CheckTrialEarlyStoppingStateRequest.new

# Call the check_trial_early_stopping_state method.
result = client.check_trial_early_stopping_state request

# The returned object is of type Gapic::Operation. You can use this
# object to check the status of an operation, cancel it, or wait
# for results. Here is how to block until completion:
result.wait_until_done! timeout: 60
if result.response?
  p result.response
else
  puts "Error!"
end

Overloads:

  • #check_trial_early_stopping_state(request, options = nil) ⇒ ::Gapic::Operation

    Pass arguments to check_trial_early_stopping_state via a request object, either of type CheckTrialEarlyStoppingStateRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::CheckTrialEarlyStoppingStateRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #check_trial_early_stopping_state(trial_name: nil) ⇒ ::Gapic::Operation

    Pass arguments to check_trial_early_stopping_state via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • trial_name (::String) (defaults to: nil) —

      Required. The Trial's name. Format: projects/{project}/locations/{location}/studies/{study}/trials/{trial}

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

  • response (::Gapic::Operation)
  • operation (::GRPC::ActiveCall::Operation)

Returns:

  • (::Gapic::Operation)

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 1351

def check_trial_early_stopping_state request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::CheckTrialEarlyStoppingStateRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.check_trial_early_stopping_state.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.trial_name
    header_params["trial_name"] = request.trial_name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.check_trial_early_stopping_state.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.check_trial_early_stopping_state.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :check_trial_early_stopping_state, request, options: options do |response, operation|
    response = ::Gapic::Operation.new response, @operations_client, options: options
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#complete_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial #complete_trial(name: nil, final_measurement: nil, trial_infeasible: nil, infeasible_reason: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

Marks a Trial as complete.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::CompleteTrialRequest.new

# Call the complete_trial method.
result = client.complete_trial request

# The returned object is of type Google::Cloud::AIPlatform::V1::Trial.
p result

Overloads:

  • #complete_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to complete_trial via a request object, either of type CompleteTrialRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::CompleteTrialRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #complete_trial(name: nil, final_measurement: nil, trial_infeasible: nil, infeasible_reason: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to complete_trial via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • name (::String) (defaults to: nil) —

      Required. The Trial's name. Format: projects/{project}/locations/{location}/studies/{study}/trials/{trial}

    • final_measurement (::Google::Cloud::AIPlatform::V1::Measurement, ::Hash) (defaults to: nil) —

      Optional. If provided, it will be used as the completed Trial's final_measurement; Otherwise, the service will auto-select a previously reported measurement as the final-measurement

    • trial_infeasible (::Boolean) (defaults to: nil) —

      Optional. True if the Trial cannot be run with the given Parameter, and final_measurement will be ignored.

    • infeasible_reason (::String) (defaults to: nil) —

      Optional. A human readable reason why the trial was infeasible. This should only be provided if trial_infeasible is true.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 1167

def complete_trial request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::CompleteTrialRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.complete_trial.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.name
    header_params["name"] = request.name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.complete_trial.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.complete_trial.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :complete_trial, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#configure {|config| ... } ⇒ Client::Configuration

Configure the VizierService Client instance.

The configuration is set to the derived mode, meaning that values can be changed, but structural changes (adding new fields, etc.) are not allowed. Structural changes should be made on configure.

See Configuration for a description of the configuration fields.

Yields:

  • (config) —

    Configure the Client client.

Yield Parameters:

Returns:



94
95
96
97
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 94

def configure
  yield @config if block_given?
  @config
end

#create_study(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study #create_study(parent: nil, study: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

Creates a Study. A resource name will be generated after creation of the Study.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::CreateStudyRequest.new

# Call the create_study method.
result = client.create_study request

# The returned object is of type Google::Cloud::AIPlatform::V1::Study.
p result

Overloads:

  • #create_study(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

    Pass arguments to create_study via a request object, either of type CreateStudyRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::CreateStudyRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #create_study(parent: nil, study: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

    Pass arguments to create_study via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • parent (::String) (defaults to: nil) —

      Required. The resource name of the Location to create the CustomJob in. Format: projects/{project}/locations/{location}

    • study (::Google::Cloud::AIPlatform::V1::Study, ::Hash) (defaults to: nil) —

      Required. The Study configuration used to create the Study.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 240

def create_study request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::CreateStudyRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.create_study.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.parent
    header_params["parent"] = request.parent
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.create_study.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.create_study.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :create_study, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#create_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial #create_trial(parent: nil, trial: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

Adds a user provided Trial to a Study.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::CreateTrialRequest.new

# Call the create_trial method.
result = client.create_trial request

# The returned object is of type Google::Cloud::AIPlatform::V1::Trial.
p result

Overloads:

  • #create_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to create_trial via a request object, either of type CreateTrialRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::CreateTrialRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #create_trial(parent: nil, trial: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to create_trial via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • parent (::String) (defaults to: nil) —

      Required. The resource name of the Study to create the Trial in. Format: projects/{project}/locations/{location}/studies/{study}

    • trial (::Google::Cloud::AIPlatform::V1::Trial, ::Hash) (defaults to: nil) —

      Required. The Trial to create.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 794

def create_trial request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::CreateTrialRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.create_trial.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.parent
    header_params["parent"] = request.parent
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.create_trial.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.create_trial.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :create_trial, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#delete_study(request, options = nil) ⇒ ::Google::Protobuf::Empty #delete_study(name: nil) ⇒ ::Google::Protobuf::Empty

Deletes a Study.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::DeleteStudyRequest.new

# Call the delete_study method.
result = client.delete_study request

# The returned object is of type Google::Protobuf::Empty.
p result

Overloads:

  • #delete_study(request, options = nil) ⇒ ::Google::Protobuf::Empty

    Pass arguments to delete_study via a request object, either of type DeleteStudyRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::DeleteStudyRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #delete_study(name: nil) ⇒ ::Google::Protobuf::Empty

    Pass arguments to delete_study via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • name (::String) (defaults to: nil) —

      Required. The name of the Study resource to be deleted. Format: projects/{project}/locations/{location}/studies/{study}

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 511

def delete_study request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::DeleteStudyRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.delete_study.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.name
    header_params["name"] = request.name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.delete_study.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.delete_study.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :delete_study, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#delete_trial(request, options = nil) ⇒ ::Google::Protobuf::Empty #delete_trial(name: nil) ⇒ ::Google::Protobuf::Empty

Deletes a Trial.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::DeleteTrialRequest.new

# Call the delete_trial method.
result = client.delete_trial request

# The returned object is of type Google::Protobuf::Empty.
p result

Overloads:

  • #delete_trial(request, options = nil) ⇒ ::Google::Protobuf::Empty

    Pass arguments to delete_trial via a request object, either of type DeleteTrialRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::DeleteTrialRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #delete_trial(name: nil) ⇒ ::Google::Protobuf::Empty

    Pass arguments to delete_trial via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • name (::String) (defaults to: nil) —

      Required. The Trial's name. Format: projects/{project}/locations/{location}/studies/{study}/trials/{trial}

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 1254

def delete_trial request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::DeleteTrialRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.delete_trial.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.name
    header_params["name"] = request.name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.delete_trial.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.delete_trial.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :delete_trial, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#get_study(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study #get_study(name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

Gets a Study by name.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::GetStudyRequest.new

# Call the get_study method.
result = client.get_study request

# The returned object is of type Google::Cloud::AIPlatform::V1::Study.
p result

Overloads:

  • #get_study(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

    Pass arguments to get_study via a request object, either of type GetStudyRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::GetStudyRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #get_study(name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

    Pass arguments to get_study via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • name (::String) (defaults to: nil) —

      Required. The name of the Study resource. Format: projects/{project}/locations/{location}/studies/{study}

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 326

def get_study request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::GetStudyRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.get_study.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.name
    header_params["name"] = request.name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.get_study.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.get_study.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :get_study, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#get_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial #get_trial(name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

Gets a Trial.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::GetTrialRequest.new

# Call the get_trial method.
result = client.get_trial request

# The returned object is of type Google::Cloud::AIPlatform::V1::Trial.
p result

Overloads:

  • #get_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to get_trial via a request object, either of type GetTrialRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::GetTrialRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #get_trial(name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to get_trial via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • name (::String) (defaults to: nil) —

      Required. The name of the Trial resource. Format: projects/{project}/locations/{location}/studies/{study}/trials/{trial}

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 881

def get_trial request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::GetTrialRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.get_trial.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.name
    header_params["name"] = request.name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.get_trial.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.get_trial.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :get_trial, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#list_optimal_trials(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::ListOptimalTrialsResponse #list_optimal_trials(parent: nil) ⇒ ::Google::Cloud::AIPlatform::V1::ListOptimalTrialsResponse

Lists the pareto-optimal Trials for multi-objective Study or the optimal Trials for single-objective Study. The definition of pareto-optimal can be checked in wiki page. https://en.wikipedia.org/wiki/Pareto_efficiency

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::ListOptimalTrialsRequest.new

# Call the list_optimal_trials method.
result = client.list_optimal_trials request

# The returned object is of type Google::Cloud::AIPlatform::V1::ListOptimalTrialsResponse.
p result

Overloads:

  • #list_optimal_trials(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::ListOptimalTrialsResponse

    Pass arguments to list_optimal_trials via a request object, either of type ListOptimalTrialsRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::ListOptimalTrialsRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #list_optimal_trials(parent: nil) ⇒ ::Google::Cloud::AIPlatform::V1::ListOptimalTrialsResponse

    Pass arguments to list_optimal_trials via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • parent (::String) (defaults to: nil) —

      Required. The name of the Study that the optimal Trial belongs to.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 1527

def list_optimal_trials request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ListOptimalTrialsRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.list_optimal_trials.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.parent
    header_params["parent"] = request.parent
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.list_optimal_trials.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.list_optimal_trials.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :list_optimal_trials, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#list_studies(request, options = nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Study> #list_studies(parent: nil, page_token: nil, page_size: nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Study>

Lists all the studies in a region for an associated project.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::ListStudiesRequest.new

# Call the list_studies method.
result = client.list_studies request

# The returned object is of type Gapic::PagedEnumerable. You can
# iterate over all elements by calling #each, and the enumerable
# will lazily make API calls to fetch subsequent pages. Other
# methods are also available for managing paging directly.
result.each do |response|
  # Each element is of type ::Google::Cloud::AIPlatform::V1::Study.
  p response
end

Overloads:

  • #list_studies(request, options = nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Study>

    Pass arguments to list_studies via a request object, either of type ListStudiesRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::ListStudiesRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #list_studies(parent: nil, page_token: nil, page_size: nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Study>

    Pass arguments to list_studies via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • parent (::String) (defaults to: nil) —

      Required. The resource name of the Location to list the Study from. Format: projects/{project}/locations/{location}

    • page_token (::String) (defaults to: nil) —

      Optional. A page token to request the next page of results. If unspecified, there are no subsequent pages.

    • page_size (::Integer) (defaults to: nil) —

      Optional. The maximum number of studies to return per "page" of results. If unspecified, service will pick an appropriate default.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 424

def list_studies request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ListStudiesRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.list_studies.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.parent
    header_params["parent"] = request.parent
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.list_studies.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.list_studies.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :list_studies, request, options: options do |response, operation|
    response = ::Gapic::PagedEnumerable.new @vizier_service_stub, :list_studies, request, response, operation, options
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#list_trials(request, options = nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Trial> #list_trials(parent: nil, page_token: nil, page_size: nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Trial>

Lists the Trials associated with a Study.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::ListTrialsRequest.new

# Call the list_trials method.
result = client.list_trials request

# The returned object is of type Gapic::PagedEnumerable. You can
# iterate over all elements by calling #each, and the enumerable
# will lazily make API calls to fetch subsequent pages. Other
# methods are also available for managing paging directly.
result.each do |response|
  # Each element is of type ::Google::Cloud::AIPlatform::V1::Trial.
  p response
end

Overloads:

  • #list_trials(request, options = nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Trial>

    Pass arguments to list_trials via a request object, either of type ListTrialsRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::ListTrialsRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #list_trials(parent: nil, page_token: nil, page_size: nil) ⇒ ::Gapic::PagedEnumerable<::Google::Cloud::AIPlatform::V1::Trial>

    Pass arguments to list_trials via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • parent (::String) (defaults to: nil) —

      Required. The resource name of the Study to list the Trial from. Format: projects/{project}/locations/{location}/studies/{study}

    • page_token (::String) (defaults to: nil) —

      Optional. A page token to request the next page of results. If unspecified, there are no subsequent pages.

    • page_size (::Integer) (defaults to: nil) —

      Optional. The number of Trials to retrieve per "page" of results. If unspecified, the service will pick an appropriate default.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 979

def list_trials request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::ListTrialsRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.list_trials.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.parent
    header_params["parent"] = request.parent
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.list_trials.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.list_trials.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :list_trials, request, options: options do |response, operation|
    response = ::Gapic::PagedEnumerable.new @vizier_service_stub, :list_trials, request, response, operation, options
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#lookup_study(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study #lookup_study(parent: nil, display_name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

Looks a study up using the user-defined display_name field instead of the fully qualified resource name.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::LookupStudyRequest.new

# Call the lookup_study method.
result = client.lookup_study request

# The returned object is of type Google::Cloud::AIPlatform::V1::Study.
p result

Overloads:

  • #lookup_study(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

    Pass arguments to lookup_study via a request object, either of type LookupStudyRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::LookupStudyRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #lookup_study(parent: nil, display_name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Study

    Pass arguments to lookup_study via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • parent (::String) (defaults to: nil) —

      Required. The resource name of the Location to get the Study from. Format: projects/{project}/locations/{location}

    • display_name (::String) (defaults to: nil) —

      Required. The user-defined display name of the Study

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 600

def lookup_study request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::LookupStudyRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.lookup_study.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.parent
    header_params["parent"] = request.parent
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.lookup_study.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.lookup_study.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :lookup_study, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#stop_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial #stop_trial(name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

Stops a Trial.

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::StopTrialRequest.new

# Call the stop_trial method.
result = client.stop_trial request

# The returned object is of type Google::Cloud::AIPlatform::V1::Trial.
p result

Overloads:

  • #stop_trial(request, options = nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to stop_trial via a request object, either of type StopTrialRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::StopTrialRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #stop_trial(name: nil) ⇒ ::Google::Cloud::AIPlatform::V1::Trial

    Pass arguments to stop_trial via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • name (::String) (defaults to: nil) —

      Required. The Trial's name. Format: projects/{project}/locations/{location}/studies/{study}/trials/{trial}

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

Returns:

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 1439

def stop_trial request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::StopTrialRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.stop_trial.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.name
    header_params["name"] = request.name
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.stop_trial.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.stop_trial.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :stop_trial, request, options: options do |response, operation|
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end

#suggest_trials(request, options = nil) ⇒ ::Gapic::Operation #suggest_trials(parent: nil, suggestion_count: nil, client_id: nil) ⇒ ::Gapic::Operation

Adds one or more Trials to a Study, with parameter values suggested by Vertex AI Vizier. Returns a long-running operation associated with the generation of Trial suggestions. When this long-running operation succeeds, it will contain a [SuggestTrialsResponse][google.cloud.ml.v1.SuggestTrialsResponse].

Examples:

Basic example

require "google/cloud/ai_platform/v1"

# Create a client object. The client can be reused for multiple calls.
client = Google::Cloud::AIPlatform::V1::VizierService::Client.new

# Create a request. To set request fields, pass in keyword arguments.
request = Google::Cloud::AIPlatform::V1::SuggestTrialsRequest.new

# Call the suggest_trials method.
result = client.suggest_trials request

# The returned object is of type Gapic::Operation. You can use this
# object to check the status of an operation, cancel it, or wait
# for results. Here is how to block until completion:
result.wait_until_done! timeout: 60
if result.response?
  p result.response
else
  puts "Error!"
end

Overloads:

  • #suggest_trials(request, options = nil) ⇒ ::Gapic::Operation

    Pass arguments to suggest_trials via a request object, either of type SuggestTrialsRequest or an equivalent Hash.

    Parameters:

    • request (::Google::Cloud::AIPlatform::V1::SuggestTrialsRequest, ::Hash) —

      A request object representing the call parameters. Required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash.

    • options (::Gapic::CallOptions, ::Hash) (defaults to: nil) —

      Overrides the default settings for this call, e.g, timeout, retries, etc. Optional.

  • #suggest_trials(parent: nil, suggestion_count: nil, client_id: nil) ⇒ ::Gapic::Operation

    Pass arguments to suggest_trials via keyword arguments. Note that at least one keyword argument is required. To specify no parameters, or to keep all the default parameter values, pass an empty Hash as a request object (see above).

    Parameters:

    • parent (::String) (defaults to: nil) —

      Required. The project and location that the Study belongs to. Format: projects/{project}/locations/{location}/studies/{study}

    • suggestion_count (::Integer) (defaults to: nil) —

      Required. The number of suggestions requested. It must be positive.

    • client_id (::String) (defaults to: nil) —

      Required. The identifier of the client that is requesting the suggestion.

      If multiple SuggestTrialsRequests have the same client_id, the service will return the identical suggested Trial if the Trial is pending, and provide a new Trial if the last suggested Trial was completed.

Yields:

  • (response, operation) —

    Access the result along with the RPC operation

Yield Parameters:

  • response (::Gapic::Operation)
  • operation (::GRPC::ActiveCall::Operation)

Returns:

  • (::Gapic::Operation)

Raises:

  • (::Google::Cloud::Error) —

    if the RPC is aborted.



705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
 
# File 'lib/google/cloud/ai_platform/v1/vizier_service/client.rb', line 705

def suggest_trials request, options = nil
  raise ::ArgumentError, "request must be provided" if request.nil?

  request = ::Gapic::Protobuf.coerce request, to: ::Google::Cloud::AIPlatform::V1::SuggestTrialsRequest

  # Converts hash and nil to an options object
  options = ::Gapic::CallOptions.new(**options.to_h) if options.respond_to? :to_h

  # Customize the options with defaults
  metadata = @config.rpcs.suggest_trials.metadata.to_h

  # Set x-goog-api-client and x-goog-user-project headers
  metadata[:"x-goog-api-client"] ||= ::Gapic::Headers.x_goog_api_client \
    lib_name: @config.lib_name, lib_version: @config.lib_version,
    gapic_version: ::Google::Cloud::AIPlatform::V1::VERSION
  metadata[:"x-goog-user-project"] = @quota_project_id if @quota_project_id

  header_params = {}
  if request.parent
    header_params["parent"] = request.parent
  end

  request_params_header = header_params.map { |k, v| "#{k}=#{v}" }.join("&")
  metadata[:"x-goog-request-params"] ||= request_params_header

  options.apply_defaults timeout:      @config.rpcs.suggest_trials.timeout,
                         metadata:     metadata,
                         retry_policy: @config.rpcs.suggest_trials.retry_policy

  options.apply_defaults timeout:      @config.timeout,
                         metadata:     @config.metadata,
                         retry_policy: @config.retry_policy

  @vizier_service_stub.call_rpc :suggest_trials, request, options: options do |response, operation|
    response = ::Gapic::Operation.new response, @operations_client, options: options
    yield response, operation if block_given?
    return response
  end
rescue ::GRPC::BadStatus => e
  raise ::Google::Cloud::Error.from_error(e)
end