InferenceComponent

The InferenceComponent resource allows you to manage AWS SageMaker InferenceComponents for deploying machine learning models and serving predictions.

Minimal Example

Create a basic InferenceComponent with required properties and one optional property:

import AWS from "alchemy/aws/control";

const inferenceComponent = await AWS.SageMaker.InferenceComponent("basicInferenceComponent", {
  EndpointName: "my-endpoint",
  Specification: {
    ContentType: "application/json",
    InputPath: "/input",
    OutputPath: "/output"
  },
  VariantName: "AllTraffic" // Common optional property
});

Advanced Configuration

Configure an InferenceComponent with additional options such as runtime configuration and deployment settings:

const advancedInferenceComponent = await AWS.SageMaker.InferenceComponent("advancedInferenceComponent", {
  EndpointName: "my-endpoint",
  Specification: {
    ContentType: "application/json",
    InputPath: "/input",
    OutputPath: "/output"
  },
  RuntimeConfig: {
    Environment: {
      LOG_LEVEL: "DEBUG"
    }
  },
  DeploymentConfig: {
    AutoRollbackConfiguration: {
      Alarms: [
        {
          AlarmName: "HighErrorRate",
          AlarmType: "CLOUDWATCH",
          Interval: 60
        }
      ]
    }
  }
});

Example with Tags

Create an InferenceComponent and assign tags for better resource management:

const taggedInferenceComponent = await AWS.SageMaker.InferenceComponent("taggedInferenceComponent", {
  EndpointName: "my-endpoint",
  Specification: {
    ContentType: "application/json",
    InputPath: "/input",
    OutputPath: "/output"
  },
  Tags: [
    { Key: "Project", Value: "ImageRecognition" },
    { Key: "Environment", Value: "Production" }
  ]
});

Example with Existing Resource Adoption

If you want to adopt an existing InferenceComponent instead of creating a new one, you can set the adopt property to true:

const adoptedInferenceComponent = await AWS.SageMaker.InferenceComponent("adoptedInferenceComponent", {
  EndpointName: "existing-endpoint",
  Specification: {
    ContentType: "application/json",
    InputPath: "/input",
    OutputPath: "/output"
  },
  adopt: true // Adopt existing resource
});