There are more AWS SDK examples available in the AWS Doc SDK Examples GitHub repo.
Code examples for SageMaker using AWS SDKs
The following code examples show you how to use Amazon SageMaker with an AWS software development kit (SDK).
Basics are code examples that show you how to perform the essential operations within a service.
Actions are code excerpts from larger programs and must be run in context. While actions
show you how to call individual service functions, you can see actions in context in their related scenarios.
Scenarios are code examples that show you how to accomplish specific tasks by
calling multiple functions within a service or combined with other AWS services.
Get started
The following code examples show how to get started using SageMaker.
- .NET
-
- AWS SDK for .NET
-
using Amazon.SageMaker;
using Amazon.SageMaker.Model;
namespace SageMakerActions;
public static class HelloSageMaker
{
static async Task Main(string[] args)
{
var sageMakerClient = new AmazonSageMakerClient();
Console.WriteLine($"Hello Amazon SageMaker! Let's list some of your notebook instances:");
Console.WriteLine();
// You can use await and any of the async methods to get a response.
// Let's get the first five notebook instances.
var response = await sageMakerClient.ListNotebookInstancesAsync(
new ListNotebookInstancesRequest()
{
MaxResults = 5
});
if (!response.NotebookInstances.Any())
{
Console.WriteLine($"No notebook instances found.");
Console.WriteLine("See https://docs.aws.amazon.com/sagemaker/latest/dg/howitworks-create-ws.html to create one.");
}
foreach (var notebookInstance in response.NotebookInstances)
{
Console.WriteLine($"\tInstance: {notebookInstance.NotebookInstanceName}");
Console.WriteLine($"\tArn: {notebookInstance.NotebookInstanceArn}");
Console.WriteLine($"\tCreation Date: {notebookInstance.CreationTime.ToShortDateString()}");
Console.WriteLine();
}
}
}
- Java
-
- SDK for Java 2.x
-
/**
* Before running this Java V2 code example, set up your development
* environment, including your credentials.
*
* For more information, see the following documentation topic:
*
* https://docs.aws.amazon.com/sdk-for-java/latest/developer-guide/get-started.html
*/
public class HelloSageMaker {
public static void main(String[] args) {
Region region = Region.US_WEST_2;
SageMakerClient sageMakerClient = SageMakerClient.builder()
.region(region)
.build();
listBooks(sageMakerClient);
sageMakerClient.close();
}
public static void listBooks(SageMakerClient sageMakerClient) {
try {
ListNotebookInstancesResponse notebookInstancesResponse = sageMakerClient.listNotebookInstances();
List<NotebookInstanceSummary> items = notebookInstancesResponse.notebookInstances();
for (NotebookInstanceSummary item : items) {
System.out.println("The notebook name is: " + item.notebookInstanceName());
}
} catch (SageMakerException e) {
System.err.println(e.awsErrorDetails().errorMessage());
System.exit(1);
}
}
}
- JavaScript
-
- SDK for JavaScript (v3)
-
import {
SageMakerClient,
ListNotebookInstancesCommand,
} from "@aws-sdk/client-sagemaker";
const client = new SageMakerClient({
region: "us-west-2",
});
export const helloSagemaker = async () => {
const command = new ListNotebookInstancesCommand({ MaxResults: 5 });
const response = await client.send(command);
console.log(
"Hello Amazon SageMaker! Let's list some of your notebook instances:",
);
const instances = response.NotebookInstances || [];
if (instances.length === 0) {
console.log(
"• No notebook instances found. Try creating one in the AWS Management Console or with the CreateNotebookInstanceCommand.",
);
} else {
console.log(
instances
.map(
(i) =>
`• Instance: ${i.NotebookInstanceName}\n Arn:${
i.NotebookInstanceArn
} \n Creation Date: ${i.CreationTime.toISOString()}`,
)
.join("\n"),
);
}
return response;
};
- Kotlin
-
- SDK for Kotlin
-
suspend fun listBooks() {
SageMakerClient { region = "us-west-2" }.use { sageMakerClient ->
val response = sageMakerClient.listNotebookInstances(ListNotebookInstancesRequest {})
response.notebookInstances?.forEach { item ->
println("The notebook name is: ${item.notebookInstanceName}")
}
}
}