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public sealed class HyperparameterTuningJob : IMessage<HyperparameterTuningJob>, IEquatable<HyperparameterTuningJob>, IDeepCloneable<HyperparameterTuningJob>, IBufferMessage, IMessageReference documentation and code samples for the Cloud AI Platform v1 API class HyperparameterTuningJob.
Represents a HyperparameterTuningJob. A HyperparameterTuningJob has a Study specification and multiple CustomJobs with identical CustomJob specification.
Implements
IMessageHyperparameterTuningJob, IEquatableHyperparameterTuningJob, IDeepCloneableHyperparameterTuningJob, IBufferMessage, IMessageNamespace
GoogleCloudGoogle.Cloud.AIPlatformV1Assembly
Google.Cloud.AIPlatform.V1.dll
Constructors
HyperparameterTuningJob()
public HyperparameterTuningJob()HyperparameterTuningJob(HyperparameterTuningJob)
public HyperparameterTuningJob(HyperparameterTuningJob other)| Parameter | |
|---|---|
| Name | Description |
other | HyperparameterTuningJob |
Properties
CreateTime
public Timestamp CreateTime { get; set; }Output only. Time when the HyperparameterTuningJob was created.
| Property Value | |
|---|---|
| Type | Description |
Timestamp | |
DisplayName
public string DisplayName { get; set; }Required. The display name of the HyperparameterTuningJob. The name can be up to 128 characters long and can consist of any UTF-8 characters.
| Property Value | |
|---|---|
| Type | Description |
string | |
EncryptionSpec
public EncryptionSpec EncryptionSpec { get; set; }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.
| Property Value | |
|---|---|
| Type | Description |
EncryptionSpec | |
EndTime
public Timestamp EndTime { get; set; }Output only. Time when the HyperparameterTuningJob entered any of the
following states: JOB_STATE_SUCCEEDED, JOB_STATE_FAILED,
JOB_STATE_CANCELLED.
| Property Value | |
|---|---|
| Type | Description |
Timestamp | |
Error
public Status Error { get; set; }Output only. Only populated when job's state is JOB_STATE_FAILED or JOB_STATE_CANCELLED.
| Property Value | |
|---|---|
| Type | Description |
Status | |
HyperparameterTuningJobName
public HyperparameterTuningJobName HyperparameterTuningJobName { get; set; }HyperparameterTuningJobName-typed view over the Name resource name property.
| Property Value | |
|---|---|
| Type | Description |
HyperparameterTuningJobName | |
Labels
public MapField<string, string> Labels { get; }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.
| Property Value | |
|---|---|
| Type | Description |
MapFieldstringstring | |
MaxFailedTrialCount
public int MaxFailedTrialCount { get; set; }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.
| Property Value | |
|---|---|
| Type | Description |
int | |
MaxTrialCount
public int MaxTrialCount { get; set; }Required. The desired total number of Trials.
| Property Value | |
|---|---|
| Type | Description |
int | |
Name
public string Name { get; set; }Output only. Resource name of the HyperparameterTuningJob.
| Property Value | |
|---|---|
| Type | Description |
string | |
ParallelTrialCount
public int ParallelTrialCount { get; set; }Required. The desired number of Trials to run in parallel.
| Property Value | |
|---|---|
| Type | Description |
int | |
StartTime
public Timestamp StartTime { get; set; }Output only. Time when the HyperparameterTuningJob for the first time
entered the JOB_STATE_RUNNING state.
| Property Value | |
|---|---|
| Type | Description |
Timestamp | |
State
public JobState State { get; set; }Output only. The detailed state of the job.
| Property Value | |
|---|---|
| Type | Description |
JobState | |
StudySpec
public StudySpec StudySpec { get; set; }Required. Study configuration of the HyperparameterTuningJob.
| Property Value | |
|---|---|
| Type | Description |
StudySpec | |
TrialJobSpec
public CustomJobSpec TrialJobSpec { get; set; }Required. The spec of a trial job. The same spec applies to the CustomJobs created in all the trials.
| Property Value | |
|---|---|
| Type | Description |
CustomJobSpec | |
Trials
public RepeatedField<Trial> Trials { get; }Output only. Trials of the HyperparameterTuningJob.
| Property Value | |
|---|---|
| Type | Description |
RepeatedFieldTrial | |
UpdateTime
public Timestamp UpdateTime { get; set; }Output only. Time when the HyperparameterTuningJob was most recently updated.
| Property Value | |
|---|---|
| Type | Description |
Timestamp | |