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.



26820
26821
26822
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26820

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) 


26750
26751
26752
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26750

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) 


26756
26757
26758
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26756

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) 


26762
26763
26764
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26762

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:



26768
26769
26770
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26768

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) 


26773
26774
26775
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26773

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) 


26779
26780
26781
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26779

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:



26786
26787
26788
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26786

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) 


26791
26792
26793
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26791

def name
  @name
end

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

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

Returns:



26796
26797
26798
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26796

def parameters
  @parameters
end

#start_time ⇒ String

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

Returns:

  • (String) 


26801
26802
26803
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26801

def start_time
  @start_time
end

#state ⇒ String

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

Returns:

  • (String) 


26806
26807
26808
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26806

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>) 


26818
26819
26820
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26818

def web_access_uris
  @web_access_uris
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



26825
26826
26827
26828
26829
26830
26831
26832
26833
26834
26835
26836
26837
26838
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 26825

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