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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.

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" }
]
});

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
});

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
});