REST Resource: projects.locations.hyperparameterTuningJobs

Resource: HyperparameterTuningJob

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

Fields
name string

Output only. Resource name of the HyperparameterTuningJob.

displayName 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.

studySpec object (StudySpec)

Required. Study configuration of the HyperparameterTuningJob.

maxTrialCount integer

Required. The desired total number of Trials.

parallelTrialCount integer

Required. The desired number of Trials to run in parallel.

maxFailedTrialCount integer

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.

trialJobSpec object (CustomJobSpec)

Required. The spec of a trial job. The same spec applies to the CustomJobs created in all the trials.

trials[] object (Trial)

Output only. Trials of the HyperparameterTuningJob.

state enum (JobState)

Output only. The detailed state of the job.

createTime string (Timestamp format)

Output only. time when the HyperparameterTuningJob was created.

Uses RFC 3339, where generated output will always be Z-normalized and uses 0, 3, 6 or 9 fractional digits. Offsets other than "Z" are also accepted. Examples: "2014-10-02T15:01:23Z", "2014-10-02T15:01:23.045123456Z" or "2014-10-02T15:01:23+05:30".

startTime string (Timestamp format)

Output only. time when the HyperparameterTuningJob for the first time entered the JOB_STATE_RUNNING state.

Uses RFC 3339, where generated output will always be Z-normalized and uses 0, 3, 6 or 9 fractional digits. Offsets other than "Z" are also accepted. Examples: "2014-10-02T15:01:23Z", "2014-10-02T15:01:23.045123456Z" or "2014-10-02T15:01:23+05:30".

endTime string (Timestamp format)

Output only. time when the HyperparameterTuningJob entered any of the following states: JOB_STATE_SUCCEEDED, JOB_STATE_FAILED, JOB_STATE_CANCELLED.

Uses RFC 3339, where generated output will always be Z-normalized and uses 0, 3, 6 or 9 fractional digits. Offsets other than "Z" are also accepted. Examples: "2014-10-02T15:01:23Z", "2014-10-02T15:01:23.045123456Z" or "2014-10-02T15:01:23+05:30".

updateTime string (Timestamp format)

Output only. time when the HyperparameterTuningJob was most recently updated.

Uses RFC 3339, where generated output will always be Z-normalized and uses 0, 3, 6 or 9 fractional digits. Offsets other than "Z" are also accepted. Examples: "2014-10-02T15:01:23Z", "2014-10-02T15:01:23.045123456Z" or "2014-10-02T15:01:23+05:30".

error object (Status)

Output only. Only populated when job's state is JOB_STATE_FAILED or JOB_STATE_CANCELLED.

labels map (key: string, value: 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.

encryptionSpec object (EncryptionSpec)

Customer-managed encryption key options for a HyperparameterTuningJob. If this is set, then all resources created by the HyperparameterTuningJob will be encrypted with the provided encryption key.

satisfiesPzs boolean

Output only. reserved for future use.

satisfiesPzi boolean

Output only. reserved for future use.

JSON representation 
{
  "name": string,
  "displayName": string,
  "studySpec": {
    object (StudySpec)
  },
  "maxTrialCount": integer,
  "parallelTrialCount": integer,
  "maxFailedTrialCount": integer,
  "trialJobSpec": {
    object (CustomJobSpec)
  },
  "trials": [
    {
      object (Trial)
    }
  ],
  "state": enum (JobState),
  "createTime": string,
  "startTime": string,
  "endTime": string,
  "updateTime": string,
  "error": {
    object (Status)
  },
  "labels": {
    string: string,
    ...
  },
  "encryptionSpec": {
    object (EncryptionSpec)
  },
  "satisfiesPzs": boolean,
  "satisfiesPzi": boolean
}

Methods

cancel

 Cancels a HyperparameterTuningJob.

create

 Creates a HyperparameterTuningJob

delete

 Deletes a HyperparameterTuningJob.

get

 Gets a HyperparameterTuningJob

list

 Lists HyperparameterTuningJobs in a Location.