SweepJob Class

Definition

Namespace:

Microsoft.Azure.PowerShell.Cmdlets.MachineLearningServices.Models.Api20220501

Assembly:

Az.MachineLearningServices.private.dll

Sweep job definition.

[System.ComponentModel.TypeConverter(typeof(Microsoft.Azure.PowerShell.Cmdlets.MachineLearningServices.Models.Api20220501.SweepJobTypeConverter))]
public class SweepJob : Microsoft.Azure.PowerShell.Cmdlets.MachineLearningServices.Models.Api20220501.ISweepJob, Microsoft.Azure.PowerShell.Cmdlets.MachineLearningServices.Runtime.IValidates

[<System.ComponentModel.TypeConverter(typeof(Microsoft.Azure.PowerShell.Cmdlets.MachineLearningServices.Models.Api20220501.SweepJobTypeConverter))>]
type SweepJob = class
    interface ISweepJob
    interface IJsonSerializable
    interface IJobBaseProperties
    interface IResourceBase
    interface IValidates

Public Class SweepJob
Implements ISweepJob, IValidates

Inheritance

Object

SweepJob

Attributes

TypeConverterAttribute

Implements

IJobBaseProperties IResourceBase ISweepJob IJsonSerializable IValidates

Constructors

SweepJob()

Creates an new SweepJob instance.

Properties

ComputeId	ARM resource ID of the compute resource.
Description	The asset description text.
DisplayName	Display name of job.
DistributionType	[Required] Specifies the type of distribution framework.
EarlyTerminationDelayEvaluation	Number of intervals by which to delay the first evaluation.
EarlyTerminationEvaluationInterval	Interval (number of runs) between policy evaluations.
EarlyTerminationPolicyType	[Required] Name of policy configuration
ExperimentName	The name of the experiment the job belongs to. If not set, the job is placed in the "Default" experiment.
Identity	Identity configuration. If set, this should be one of AmlToken, ManagedIdentity, UserIdentity or null. Defaults to AmlToken if null.
IdentityType	[Required] Specifies the type of identity framework.
Input	Mapping of input data bindings used in the job.
IsArchived	Is the asset archived?
JobType	[Required] Specifies the type of job.
LimitJobLimitsType	[Required] JobLimit type.
LimitMaxConcurrentTrial	Sweep Job max concurrent trials.
LimitMaxTotalTrial	Sweep Job max total trials.
LimitTimeout	The max run duration in ISO 8601 format, after which the job will be cancelled. Only supports duration with precision as low as Seconds.
LimitTrialTimeout	Sweep Job Trial timeout value.
ObjectiveGoal	[Required] Defines supported metric goals for hyperparameter tuning
ObjectivePrimaryMetric	[Required] Name of the metric to optimize.
Output	Mapping of output data bindings used in the job.
Property	The asset property dictionary.
ResourceInstanceCount	Optional number of instances or nodes used by the compute target.
ResourceInstanceType	Optional type of VM used as supported by the compute target.
ResourceProperty	Additional properties bag.
SamplingAlgorithmType	[Required] The algorithm used for generating hyperparameter values, along with configuration properties
SearchSpace	[Required] A dictionary containing each parameter and its distribution. The dictionary key is the name of the parameter
Service	List of JobEndpoints. For local jobs, a job endpoint will have an endpoint value of FileStreamObject.
Status	Status of the job.
Tag	Tag dictionary. Tags can be added, removed, and updated.
TrialCodeId	ARM resource ID of the code asset.
TrialCommand	[Required] The command to execute on startup of the job. eg. "python train.py"
TrialEnvironmentId	[Required] The ARM resource ID of the Environment specification for the job.
TrialEnvironmentVariable	Environment variables included in the job.

Methods

DeserializeFromDictionary(IDictionary)	Deserializes a IDictionary into an instance of SweepJob.
DeserializeFromPSObject(PSObject)	Deserializes a PSObject into an instance of SweepJob.
FromJson(JsonNode)	Deserializes a JsonNode into an instance of Microsoft.Azure.PowerShell.Cmdlets.MachineLearningServices.Models.Api20220501.ISweepJob.
FromJsonString(String)	Creates a new instance of SweepJob, deserializing the content from a json string.
ToJson(JsonObject, SerializationMode)	Serializes this instance of SweepJob into a JsonNode.
ToJsonString()	Serializes this instance to a json string.
ToString()
Validate(IEventListener)	Validates that this object meets the validation criteria.