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.



27288
27289
27290
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27288

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) 


27218
27219
27220
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27218

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) 


27224
27225
27226
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27224

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) 


27230
27231
27232
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27230

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:



27236
27237
27238
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27236

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) 


27241
27242
27243
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27241

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) 


27247
27248
27249
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27247

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:



27254
27255
27256
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27254

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) 


27259
27260
27261
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27259

def name
  @name
end

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

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

Returns:



27264
27265
27266
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27264

def parameters
  @parameters
end

#start_time ⇒ String

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

Returns:

  • (String) 


27269
27270
27271
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27269

def start_time
  @start_time
end

#state ⇒ String

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

Returns:

  • (String) 


27274
27275
27276
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27274

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>) 


27286
27287
27288
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27286

def web_access_uris
  @web_access_uris
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



27293
27294
27295
27296
27297
27298
27299
27300
27301
27302
27303
27304
27305
27306
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 27293

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