DeviceFleet
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});