Class: Google::Apis::AiplatformV1::GoogleCloudAiplatformV1Trial

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1/classes.rb,
lib/google/apis/aiplatform_v1/representations.rb,
lib/google/apis/aiplatform_v1/representations.rb

Overview

A message representing a Trial. A Trial contains a unique set of Parameters that has been or will be evaluated, along with the objective metrics got by running the Trial.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1Trial

Returns a new instance of GoogleCloudAiplatformV1Trial.



32315
32316
32317
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32315

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#client_id ⇒ String

Output only. The identifier of the client that originally requested this Trial. Each client is identified by a unique client_id. When a client asks for a suggestion, Vertex AI Vizier will assign it a Trial. The client should evaluate the Trial, complete it, and report back to Vertex AI Vizier. If suggestion is asked again by same client_id before the Trial is completed, the same Trial will be returned. Multiple clients with different client_ids can ask for suggestions simultaneously, each of them will get their own Trial. Corresponds to the JSON property clientId

Returns:

  • (String) 


32245
32246
32247
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32245

def client_id
  @client_id
end

#custom_job ⇒ String

Output only. The CustomJob name linked to the Trial. It's set for a HyperparameterTuningJob's Trial. Corresponds to the JSON property customJob

Returns:

  • (String) 


32251
32252
32253
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32251

def custom_job
  @custom_job
end

#end_time ⇒ String

Output only. Time when the Trial's status changed to SUCCEEDED or INFEASIBLE. Corresponds to the JSON property endTime

Returns:

  • (String) 


32257
32258
32259
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32257

def end_time
  @end_time
end

#final_measurement ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1Measurement

A message representing a Measurement of a Trial. A Measurement contains the Metrics got by executing a Trial using suggested hyperparameter values. Corresponds to the JSON property finalMeasurement

Returns:



32263
32264
32265
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32263

def final_measurement
  @final_measurement
end

#id ⇒ String

Output only. The identifier of the Trial assigned by the service. Corresponds to the JSON property id

Returns:

  • (String) 


32268
32269
32270
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32268

def id
  @id
end

#infeasible_reason ⇒ String

Output only. A human readable string describing why the Trial is infeasible. This is set only if Trial state is INFEASIBLE. Corresponds to the JSON property infeasibleReason

Returns:

  • (String) 


32274
32275
32276
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32274

def infeasible_reason
  @infeasible_reason
end

#measurements ⇒ Array<Google::Apis::AiplatformV1::GoogleCloudAiplatformV1Measurement>

Output only. A list of measurements that are strictly lexicographically ordered by their induced tuples (steps, elapsed_duration). These are used for early stopping computations. Corresponds to the JSON property measurements

Returns:



32281
32282
32283
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32281

def measurements
  @measurements
end

#name ⇒ String

Output only. Resource name of the Trial assigned by the service. Corresponds to the JSON property name

Returns:

  • (String) 


32286
32287
32288
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32286

def name
  @name
end

#parameters ⇒ Array<Google::Apis::AiplatformV1::GoogleCloudAiplatformV1TrialParameter>

Output only. The parameters of the Trial. Corresponds to the JSON property parameters

Returns:



32291
32292
32293
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32291

def parameters
  @parameters
end

#start_time ⇒ String

Output only. Time when the Trial was started. Corresponds to the JSON property startTime

Returns:

  • (String) 


32296
32297
32298
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32296

def start_time
  @start_time
end

#state ⇒ String

Output only. The detailed state of the Trial. Corresponds to the JSON property state

Returns:

  • (String) 


32301
32302
32303
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32301

def state
  @state
end

#web_access_uris ⇒ Hash<String,String>

Output only. URIs for accessing interactive shells (one URI for each training node). Only available if this trial is part of a HyperparameterTuningJob and the job's trial_job_spec.enable_web_access field is true. The keys are names of each node used for the trial; for example, workerpool0-0 for the primary node, workerpool1-0 for the first node in the second worker pool, and workerpool1-1 for the second node in the second worker pool. The values are the URIs for each node's interactive shell. Corresponds to the JSON property webAccessUris

Returns:

  • (Hash<String,String>) 


32313
32314
32315
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32313

def web_access_uris
  @web_access_uris
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



32320
32321
32322
32323
32324
32325
32326
32327
32328
32329
32330
32331
32332
32333
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 32320

def update!(**args)
  @client_id = args[:client_id] if args.key?(:client_id)
  @custom_job = args[:custom_job] if args.key?(:custom_job)
  @end_time = args[:end_time] if args.key?(:end_time)
  @final_measurement = args[:final_measurement] if args.key?(:final_measurement)
  @id = args[:id] if args.key?(:id)
  @infeasible_reason = args[:infeasible_reason] if args.key?(:infeasible_reason)
  @measurements = args[:measurements] if args.key?(:measurements)
  @name = args[:name] if args.key?(:name)
  @parameters = args[:parameters] if args.key?(:parameters)
  @start_time = args[:start_time] if args.key?(:start_time)
  @state = args[:state] if args.key?(:state)
  @web_access_uris = args[:web_access_uris] if args.key?(:web_access_uris)
end