MachineLearningSweepJob Class

Definition

Sweep job definition.

public class MachineLearningSweepJob : Azure.ResourceManager.MachineLearning.Models.MachineLearningJobProperties
type MachineLearningSweepJob = class
    inherit MachineLearningJobProperties
Public Class MachineLearningSweepJob
Inherits MachineLearningJobProperties
Inheritance

Constructors

MachineLearningSweepJob(MachineLearningObjective, SamplingAlgorithm, BinaryData, MachineLearningTrialComponent)

Initializes a new instance of MachineLearningSweepJob.

Properties

ComponentId

ARM resource ID of the component resource.

(Inherited from MachineLearningJobProperties)
ComputeId

ARM resource ID of the compute resource.

(Inherited from MachineLearningJobProperties)
Description

The asset description text.

(Inherited from MachineLearningResourceBase)
DisplayName

Display name of job.

(Inherited from MachineLearningJobProperties)
EarlyTermination

Early termination policies enable canceling poor-performing runs before they complete Please note MachineLearningEarlyTerminationPolicy is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include BanditPolicy, MedianStoppingPolicy and TruncationSelectionPolicy.

ExperimentName

The name of the experiment the job belongs to. If not set, the job is placed in the "Default" experiment.

(Inherited from MachineLearningJobProperties)
Identity

Identity configuration. If set, this should be one of AmlToken, ManagedIdentity, UserIdentity or null. Defaults to AmlToken if null. Please note MachineLearningIdentityConfiguration is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include AmlToken, MachineLearningManagedIdentity and MachineLearningUserIdentity.

(Inherited from MachineLearningJobProperties)
Inputs

Mapping of input data bindings used in the job. Please note MachineLearningJobInput is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include MachineLearningCustomModelJobInput, MachineLearningLiteralJobInput, MachineLearningFlowModelJobInput, MachineLearningTableJobInput, MachineLearningTritonModelJobInput, MachineLearningUriFileJobInput and MachineLearningUriFolderJobInput.

IsArchived

Is the asset archived?.

(Inherited from MachineLearningJobProperties)
Limits

Sweep Job limit.

NotificationSetting

Notification setting for the job.

(Inherited from MachineLearningJobProperties)
Objective

[Required] Optimization objective.

Outputs

Mapping of output data bindings used in the job. Please note MachineLearningJobOutput is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include MachineLearningCustomModelJobOutput, MachineLearningFlowModelJobOutput, MachineLearningTableJobOutput, MachineLearningTritonModelJobOutput, MachineLearningUriFileJobOutput and MachineLearningUriFolderJobOutput.

Properties

The asset property dictionary.

(Inherited from MachineLearningResourceBase)
QueueSettings

Queue settings for the job.

SamplingAlgorithm

[Required] The hyperparameter sampling algorithm Please note SamplingAlgorithm is the base class. According to the scenario, a derived class of the base class might need to be assigned here, or this property needs to be casted to one of the possible derived classes. The available derived classes include BayesianSamplingAlgorithm, GridSamplingAlgorithm and RandomSamplingAlgorithm.

SearchSpace

[Required] A dictionary containing each parameter and its distribution. The dictionary key is the name of the parameter

To assign an object to this property use FromObjectAsJson<T>(T, JsonSerializerOptions).

To assign an already formatted json string to this property use FromString(String).

Examples:

  • BinaryData.FromObjectAsJson("foo"): Creates a payload of "foo".
  • BinaryData.FromString("\"foo\""): Creates a payload of "foo".
  • BinaryData.FromObjectAsJson(new { key = "value" }): Creates a payload of { "key": "value" }.
  • BinaryData.FromString("{\"key\": \"value\"}"): Creates a payload of { "key": "value" }.
SecretsConfiguration

Configuration for secrets to be made available during runtime.

(Inherited from MachineLearningJobProperties)
Services

List of JobEndpoints. For local jobs, a job endpoint will have an endpoint value of FileStreamObject.

(Inherited from MachineLearningJobProperties)
Status

Status of the job.

(Inherited from MachineLearningJobProperties)
Tags

Tag dictionary. Tags can be added, removed, and updated.

(Inherited from MachineLearningResourceBase)
Trial

[Required] Trial component definition.

Applies to