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AIRecommendation - Amazon SageMaker

AIRecommendation

An optimization recommendation generated by an AI recommendation job.

Contents

AdapterDetails

The LoRA adapter details for this recommendation. This field contains both the model package ARNs and Amazon S3 URIs for each adapter, regardless of which form was originally supplied. This field is absent when the job was created without LoRA adapters.

Type: AIRecommendationAdapterDetails object

Required: No

AIBenchmarkJobArn

The Amazon Resource Name (ARN) of the benchmark job associated with this recommendation.

Type: String

Length Constraints: Minimum length of 0. Maximum length of 256.

Pattern: arn:aws[a-z\-]*:sagemaker:[a-z0-9\-]*:[0-9]{12}:ai-benchmark-job/[a-zA-Z0-9](-*[a-zA-Z0-9]){0,62}

Required: No

DeploymentConfiguration

The deployment configuration for this recommendation, including the container image, instance type, instance count, and environment variables.

Type: AIRecommendationDeploymentConfiguration object

Required: No

ExpectedPerformance

The expected performance metrics for this recommendation.

Type: Array of AIRecommendationPerformanceMetric objects

Required: No

ModelDetails

Details about the model package associated with this recommendation.

Type: AIRecommendationModelDetails object

Required: No

OptimizationDetails

The optimization techniques applied in this recommendation.

Type: Array of AIRecommendationOptimizationDetail objects

Required: No

RecommendationDescription

A description of the recommendation.

Type: String

Required: No

See Also

For more information about using this API in one of the language-specific AWS SDKs, see the following: