Code examples for SageMaker using AWS SDKs - AWS SDK Code Examples

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).

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 and cross-service examples.

Scenarios are code examples that show you how to accomplish a specific task by calling multiple functions within the same service.

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Get started

The following code examples show how to get started using SageMaker.

.NET
AWS SDK for .NET
Note

There's more on GitHub. Find the complete example and learn how to set up and run in the AWS Code Examples Repository. 


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
Note

There's more on GitHub. Find the complete example and learn how to set up and run in the AWS Code Examples Repository. 

/**
 * 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)
Note

There's more on GitHub. Find the complete example and learn how to set up and run in the AWS Code Examples Repository. 

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
Note

There's more on GitHub. Find the complete example and learn how to set up and run in the AWS Code Examples Repository. 

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}")
        }
    }
}
Code examples