Class: Google::Apis::AiplatformV1::GoogleCloudAiplatformV1HyperparameterTuningJob

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

Represents a HyperparameterTuningJob. A HyperparameterTuningJob has a Study specification and multiple CustomJobs with identical CustomJob specification.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1HyperparameterTuningJob

Returns a new instance of GoogleCloudAiplatformV1HyperparameterTuningJob.



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17836

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

Instance Attribute Details

#create_time ⇒ String

Output only. Time when the HyperparameterTuningJob was created. Corresponds to the JSON property createTime

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17731

def create_time
  @create_time
end

#display_name ⇒ String

Required. The display name of the HyperparameterTuningJob. The name can be up to 128 characters long and can consist of any UTF-8 characters. Corresponds to the JSON property displayName

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17737

def display_name
  @display_name
end

#encryption_spec ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1EncryptionSpec

Represents a customer-managed encryption key specification that can be applied to a Vertex AI resource. Corresponds to the JSON property encryptionSpec

Returns:



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17743

def encryption_spec
  @encryption_spec
end

#end_time ⇒ String

Output only. Time when the HyperparameterTuningJob entered any of the following states: JOB_STATE_SUCCEEDED, JOB_STATE_FAILED, JOB_STATE_CANCELLED. Corresponds to the JSON property endTime

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17750

def end_time
  @end_time
end

#error ⇒ Google::Apis::AiplatformV1::GoogleRpcStatus

The Status type defines a logical error model that is suitable for different programming environments, including REST APIs and RPC APIs. It is used by gRPC. Each Status message contains three pieces of data: error code, error message, and error details. You can find out more about this error model and how to work with it in the API Design Guide. Corresponds to the JSON property error

Returns:



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17760

def error
  @error
end

#labels ⇒ Hash<String,String>

The labels with user-defined metadata to organize HyperparameterTuningJobs. Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed. See https://goo.gl/xmQnxf for more information and examples of labels. Corresponds to the JSON property labels

Returns:

  • (Hash<String,String>) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17769

def labels
  @labels
end

#max_failed_trial_count ⇒ Fixnum

The number of failed Trials that need to be seen before failing the HyperparameterTuningJob. If set to 0, Vertex AI decides how many Trials must fail before the whole job fails. Corresponds to the JSON property maxFailedTrialCount

Returns:

  • (Fixnum) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17776

def max_failed_trial_count
  @max_failed_trial_count
end

#max_trial_count ⇒ Fixnum

Required. The desired total number of Trials. Corresponds to the JSON property maxTrialCount

Returns:

  • (Fixnum) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17781

def max_trial_count
  @max_trial_count
end

#name ⇒ String

Output only. Resource name of the HyperparameterTuningJob. Corresponds to the JSON property name

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17786

def name
  @name
end

#parallel_trial_count ⇒ Fixnum

Required. The desired number of Trials to run in parallel. Corresponds to the JSON property parallelTrialCount

Returns:

  • (Fixnum) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17791

def parallel_trial_count
  @parallel_trial_count
end

#satisfies_pzi ⇒ Boolean Also known as: satisfies_pzi?

Output only. Reserved for future use. Corresponds to the JSON property satisfiesPzi

Returns:

  • (Boolean) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17796

def satisfies_pzi
  @satisfies_pzi
end

#satisfies_pzs ⇒ Boolean Also known as: satisfies_pzs?

Output only. Reserved for future use. Corresponds to the JSON property satisfiesPzs

Returns:

  • (Boolean) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17802

def satisfies_pzs
  @satisfies_pzs
end

#start_time ⇒ String

Output only. Time when the HyperparameterTuningJob for the first time entered the JOB_STATE_RUNNING state. Corresponds to the JSON property startTime

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17809

def start_time
  @start_time
end

#state ⇒ String

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

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17814

def state
  @state
end

#study_spec ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1StudySpec

Represents specification of a Study. Corresponds to the JSON property studySpec

Returns:



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17819

def study_spec
  @study_spec
end

#trial_job_spec ⇒ Google::Apis::AiplatformV1::GoogleCloudAiplatformV1CustomJobSpec

Represents the spec of a CustomJob. Corresponds to the JSON property trialJobSpec

Returns:



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17824

def trial_job_spec
  @trial_job_spec
end

#trials ⇒ Array<Google::Apis::AiplatformV1::GoogleCloudAiplatformV1Trial>

Output only. Trials of the HyperparameterTuningJob. Corresponds to the JSON property trials

Returns:



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17829

def trials
  @trials
end

#update_time ⇒ String

Output only. Time when the HyperparameterTuningJob was most recently updated. Corresponds to the JSON property updateTime

Returns:

  • (String) 


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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17834

def update_time
  @update_time
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



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# File 'lib/google/apis/aiplatform_v1/classes.rb', line 17841

def update!(**args)
  @create_time = args[:create_time] if args.key?(:create_time)
  @display_name = args[:display_name] if args.key?(:display_name)
  @encryption_spec = args[:encryption_spec] if args.key?(:encryption_spec)
  @end_time = args[:end_time] if args.key?(:end_time)
  @error = args[:error] if args.key?(:error)
  @labels = args[:labels] if args.key?(:labels)
  @max_failed_trial_count = args[:max_failed_trial_count] if args.key?(:max_failed_trial_count)
  @max_trial_count = args[:max_trial_count] if args.key?(:max_trial_count)
  @name = args[:name] if args.key?(:name)
  @parallel_trial_count = args[:parallel_trial_count] if args.key?(:parallel_trial_count)
  @satisfies_pzi = args[:satisfies_pzi] if args.key?(:satisfies_pzi)
  @satisfies_pzs = args[:satisfies_pzs] if args.key?(:satisfies_pzs)
  @start_time = args[:start_time] if args.key?(:start_time)
  @state = args[:state] if args.key?(:state)
  @study_spec = args[:study_spec] if args.key?(:study_spec)
  @trial_job_spec = args[:trial_job_spec] if args.key?(:trial_job_spec)
  @trials = args[:trials] if args.key?(:trials)
  @update_time = args[:update_time] if args.key?(:update_time)
end