AWS Tools for Windows PowerShell
Command Reference

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Synopsis

Calls the Amazon SageMaker Service CreateAIRecommendationJob API operation.

Syntax

New-SMAIRecommendationJob
-AIRecommendationJobName <String>
-AIWorkloadConfigIdentifier <String>
-ComputeSpec_CapacityReservationConfig_CapacityReservationPreference <AICapacityReservationPreference>
-PerformanceTarget_Constraint <AIRecommendationConstraint[]>
-InferenceSpecification_Framework <AIRecommendationInferenceFramework>
-ComputeSpec_InstanceType <String[]>
-ComputeSpec_CapacityReservationConfig_MlReservationArn <String[]>
-OutputConfig_ModelPackageGroupIdentifier <String>
-OptimizeModel <Boolean>
-RoleArn <String>
-OutputConfig_S3OutputLocation <String>
-ModelSource_S3_S3Uri <String>
-Tag <Tag[]>
-Select <String>
-Force <SwitchParameter>
-ClientConfig <AmazonSageMakerConfig>

Description

Creates a recommendation job that generates intelligent optimization recommendations for generative AI inference deployments. The job analyzes your model, workload configuration, and performance targets to recommend optimal instance types, model optimization techniques (such as quantization and speculative decoding), and deployment configurations.

Parameters

-AIRecommendationJobName <String>
The name of the AI recommendation job. The name must be unique within your Amazon Web Services account in the current Amazon Web Services Region.
Required?True
Position?Named
Accept pipeline input?True (ByPropertyName)
-AIWorkloadConfigIdentifier <String>
The name or Amazon Resource Name (ARN) of the AI workload configuration to use for this recommendation job.
Required?True
Position?Named
Accept pipeline input?True (ByPropertyName)
-ClientConfig <AmazonSageMakerConfig>
Amazon.PowerShell.Cmdlets.SM.AmazonSageMakerClientCmdlet.ClientConfig
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-ComputeSpec_CapacityReservationConfig_CapacityReservationPreference <AICapacityReservationPreference>
The capacity reservation preference. The only valid value is capacity-reservations-only.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-ComputeSpec_CapacityReservationConfig_MlReservationArn <String[]>
The list of ML reservation ARNs to use. Starting with version 4 of the SDK this property will default to null. If no data for this property is returned from the service the property will also be null. This was changed to improve performance and allow the SDK and caller to distinguish between a property not set or a property being empty to clear out a value. To retain the previous SDK behavior set the AWSConfigs.InitializeCollections static property to true.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesComputeSpec_CapacityReservationConfig_MlReservationArns
-ComputeSpec_InstanceType <String[]>
The list of instance types to consider for recommendations. You can specify up to 3 instance types. Starting with version 4 of the SDK this property will default to null. If no data for this property is returned from the service the property will also be null. This was changed to improve performance and allow the SDK and caller to distinguish between a property not set or a property being empty to clear out a value. To retain the previous SDK behavior set the AWSConfigs.InitializeCollections static property to true.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesComputeSpec_InstanceTypes
-Force <SwitchParameter>
This parameter overrides confirmation prompts to force the cmdlet to continue its operation. This parameter should always be used with caution.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-InferenceSpecification_Framework <AIRecommendationInferenceFramework>
The inference framework. Valid values are LMI and VLLM.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-ModelSource_S3_S3Uri <String>
The Amazon S3 URI of the model artifacts.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-OptimizeModel <Boolean>
Whether to allow model optimization techniques such as quantization, speculative decoding, and kernel tuning. The default is true.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-OutputConfig_ModelPackageGroupIdentifier <String>
The name or Amazon Resource Name (ARN) of the model package group where the optimized model is registered as a new model package version.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-OutputConfig_S3OutputLocation <String>
The Amazon S3 URI where recommendation results are stored.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-PerformanceTarget_Constraint <AIRecommendationConstraint[]>
An array of performance constraints that define the optimization objectives. Starting with version 4 of the SDK this property will default to null. If no data for this property is returned from the service the property will also be null. This was changed to improve performance and allow the SDK and caller to distinguish between a property not set or a property being empty to clear out a value. To retain the previous SDK behavior set the AWSConfigs.InitializeCollections static property to true.
Required?True
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesPerformanceTarget_Constraints
-RoleArn <String>
The Amazon Resource Name (ARN) of an IAM role that enables Amazon SageMaker AI to perform tasks on your behalf.
Required?True
Position?Named
Accept pipeline input?True (ByPropertyName)
-Select <String>
Use the -Select parameter to control the cmdlet output. The default value is 'AIRecommendationJobArn'. Specifying -Select '*' will result in the cmdlet returning the whole service response (Amazon.SageMaker.Model.CreateAIRecommendationJobResponse). Specifying the name of a property of type Amazon.SageMaker.Model.CreateAIRecommendationJobResponse will result in that property being returned. Specifying -Select '^ParameterName' will result in the cmdlet returning the selected cmdlet parameter value.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-Tag <Tag[]>
The metadata that you apply to Amazon Web Services resources to help you categorize and organize them. Starting with version 4 of the SDK this property will default to null. If no data for this property is returned from the service the property will also be null. This was changed to improve performance and allow the SDK and caller to distinguish between a property not set or a property being empty to clear out a value. To retain the previous SDK behavior set the AWSConfigs.InitializeCollections static property to true.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesTags

Common Credential and Region Parameters

-AccessKey <String>
The AWS access key for the user account. This can be a temporary access key if the corresponding session token is supplied to the -SessionToken parameter.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesAK
-Credential <AWSCredentials>
An AWSCredentials object instance containing access and secret key information, and optionally a token for session-based credentials.
Required?False
Position?Named
Accept pipeline input?True (ByValue, ByPropertyName)
-EndpointUrl <String>
The endpoint to make the call against.Note: This parameter is primarily for internal AWS use and is not required/should not be specified for normal usage. The cmdlets normally determine which endpoint to call based on the region specified to the -Region parameter or set as default in the shell (via Set-DefaultAWSRegion). Only specify this parameter if you must direct the call to a specific custom endpoint.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
-NetworkCredential <PSCredential>
Used with SAML-based authentication when ProfileName references a SAML role profile. Contains the network credentials to be supplied during authentication with the configured identity provider's endpoint. This parameter is not required if the user's default network identity can or should be used during authentication.
Required?False
Position?Named
Accept pipeline input?True (ByValue, ByPropertyName)
-ProfileLocation <String>
Used to specify the name and location of the ini-format credential file (shared with the AWS CLI and other AWS SDKs)If this optional parameter is omitted this cmdlet will search the encrypted credential file used by the AWS SDK for .NET and AWS Toolkit for Visual Studio first. If the profile is not found then the cmdlet will search in the ini-format credential file at the default location: (user's home directory)\.aws\credentials.If this parameter is specified then this cmdlet will only search the ini-format credential file at the location given.As the current folder can vary in a shell or during script execution it is advised that you use specify a fully qualified path instead of a relative path.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesAWSProfilesLocation, ProfilesLocation
-ProfileName <String>
The user-defined name of an AWS credentials or SAML-based role profile containing credential information. The profile is expected to be found in the secure credential file shared with the AWS SDK for .NET and AWS Toolkit for Visual Studio. You can also specify the name of a profile stored in the .ini-format credential file used with the AWS CLI and other AWS SDKs.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesStoredCredentials, AWSProfileName
-Region <Object>
The system name of an AWS region or an AWSRegion instance. This governs the endpoint that will be used when calling service operations. Note that the AWS resources referenced in a call are usually region-specific.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesRegionToCall
-SecretKey <String>
The AWS secret key for the user account. This can be a temporary secret key if the corresponding session token is supplied to the -SessionToken parameter.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesSK, SecretAccessKey
-SessionToken <String>
The session token if the access and secret keys are temporary session-based credentials.
Required?False
Position?Named
Accept pipeline input?True (ByPropertyName)
AliasesST

Outputs

System.String or Amazon.SageMaker.Model.CreateAIRecommendationJobResponse
This cmdlet returns a System.String object. The service call response (type Amazon.SageMaker.Model.CreateAIRecommendationJobResponse) can be returned by specifying '-Select *'.
Developer Guide
Service API Reference
AWS Tools for PowerShell User Guide

Supported Version

AWS Tools for PowerShell: 2.x.y.z