DeviceFleet ​
The DeviceFleet resource allows you to manage AWS SageMaker DeviceFleets for orchestrating machine learning workloads across multiple devices.
Minimal Example ​
Create a basic DeviceFleet with required properties and one optional description.
ts
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 ​
Configure a DeviceFleet with a more detailed OutputConfig and IAM Role with specific permissions.
ts
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 ​
Adopt an existing DeviceFleet to manage it with Alchemy.
ts
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
});