View Source GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_HyperparameterOutput (google_api_machine_learning v0.28.1)

Represents the result of a single hyperparameter tuning trial from a training job. The TrainingOutput object that is returned on successful completion of a training job with hyperparameter tuning includes a list of HyperparameterOutput objects, one for each successful trial.

Attributes

  • allMetrics (type: list(GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_HyperparameterOutput_HyperparameterMetric.t), default: nil) - All recorded object metrics for this trial. This field is not currently populated.
  • builtInAlgorithmOutput (type: GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_BuiltInAlgorithmOutput.t, default: nil) - Details related to built-in algorithms jobs. Only set for trials of built-in algorithms jobs that have succeeded.
  • endTime (type: DateTime.t, default: nil) - Output only. End time for the trial.
  • finalMetric (type: GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_HyperparameterOutput_HyperparameterMetric.t, default: nil) - The final objective metric seen for this trial.
  • hyperparameters (type: map(), default: nil) - The hyperparameters given to this trial.
  • isTrialStoppedEarly (type: boolean(), default: nil) - True if the trial is stopped early.
  • startTime (type: DateTime.t, default: nil) - Output only. Start time for the trial.
  • state (type: String.t, default: nil) - Output only. The detailed state of the trial.
  • trialId (type: String.t, default: nil) - The trial id for these results.
  • webAccessUris (type: map(), default: nil) - URIs for accessing interactive shells (one URI for each training node). Only available if this trial is part of a hyperparameter tuning job and the job's training_input.enable_web_access is true. The keys are names of each node in the training job; for example, master-replica-0 for the master node, worker-replica-0 for the first worker, and ps-replica-0 for the first parameter server. The values are the URIs for each node's interactive shell.

Summary

Functions

Unwrap a decoded JSON object into its complex fields.

Types

@type t() :: %GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_HyperparameterOutput{
  allMetrics:
    [
      GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_HyperparameterOutput_HyperparameterMetric.t()
    ]
    | nil,
  builtInAlgorithmOutput:
    GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_BuiltInAlgorithmOutput.t()
    | nil,
  endTime: DateTime.t() | nil,
  finalMetric:
    GoogleApi.MachineLearning.V1.Model.GoogleCloudMlV1_HyperparameterOutput_HyperparameterMetric.t()
    | nil,
  hyperparameters: map() | nil,
  isTrialStoppedEarly: boolean() | nil,
  startTime: DateTime.t() | nil,
  state: String.t() | nil,
  trialId: String.t() | nil,
  webAccessUris: map() | nil
}

Functions

@spec decode(struct(), keyword()) :: struct()

Unwrap a decoded JSON object into its complex fields.