DeviceFleet
Learn how to create, update, and manage AWS SageMaker DeviceFleets using Alchemy Cloud Control.
The DeviceFleet resource allows you to manage AWS SageMaker DeviceFleets for orchestrating machine learning workloads across multiple devices.
Minimal Example
Section titled “Minimal Example”Create a basic DeviceFleet with required properties and one optional description.
import AWS from "alchemy/aws/control";
const deviceFleet = await AWS.SageMaker.DeviceFleet("myDeviceFleet", { DeviceFleetName: "MyDeviceFleet", Description: "A fleet of devices for machine learning inference", OutputConfig: { S3OutputLocation: "s3://my-bucket/output", KmsKeyId: "arn:aws:kms:us-west-2:123456789012:key/my-key", OutputConfig: { S3OutputLocation: "s3://my-bucket/output" } }, RoleArn: "arn:aws:iam::123456789012:role/MySageMakerRole", Tags: [ { Key: "Environment", Value: "Production" }, { Key: "Team", Value: "DataScience" } ]});
Advanced Configuration
Section titled “Advanced Configuration”Configure a DeviceFleet with a more detailed OutputConfig and IAM Role with specific permissions.
const advancedDeviceFleet = await AWS.SageMaker.DeviceFleet("advancedDeviceFleet", { DeviceFleetName: "AdvancedDeviceFleet", Description: "An advanced fleet with specific permissions", OutputConfig: { S3OutputLocation: "s3://my-advanced-bucket/output", KmsKeyId: "arn:aws:kms:us-west-2:123456789012:key/my-advanced-key", OutputConfig: { S3OutputLocation: "s3://my-advanced-bucket/output", KmsKeyId: "arn:aws:kms:us-west-2:123456789012:key/my-advanced-key" } }, RoleArn: "arn:aws:iam::123456789012:role/MyAdvancedSageMakerRole", Tags: [ { Key: "Environment", Value: "Staging" }, { Key: "Team", Value: "AI" } ], adopt: true // Indicates to adopt an existing resource if it exists});
For Existing Resources
Section titled “For Existing Resources”Adopt an existing DeviceFleet to manage it with Alchemy.
const existingDeviceFleet = await AWS.SageMaker.DeviceFleet("existingDeviceFleet", { DeviceFleetName: "ExistingDeviceFleet", OutputConfig: { S3OutputLocation: "s3://my-existing-bucket/output" }, RoleArn: "arn:aws:iam::123456789012:role/MyExistingSageMakerRole", adopt: true // Adopt the existing resource});