

文档 AWS SDK 示例 GitHub 存储库中还有更多 [S AWS DK 示例](https://github.com/awsdocs/aws-doc-sdk-examples)。

本文属于机器翻译版本。若本译文内容与英语原文存在差异，则一律以英文原文为准。

# 使用 Neptune 的代码示例 AWS SDKs
<a name="neptune_code_examples"></a>

以下代码示例向您展示了如何使用带有 AWS 软件开发套件 (SDK) 的 Amazon Neptune。

*基本功能*是向您展示如何在服务中执行基本操作的代码示例。

*操作*是大型程序的代码摘录，必须在上下文中运行。您可以通过操作了解如何调用单个服务函数，还可以通过函数相关场景的上下文查看操作。

*场景*是向您展示如何通过在一个服务中调用多个函数或与其他 AWS 服务服务结合来完成特定任务的代码示例。

**更多资源**
+  **[ Neptune 用户指南](https://docs.aws.amazon.com/neptune/latest/userguide/intro.html)**——有关 Neptune 的更多信息。
+ **[Neptune API 参考](https://docs.aws.amazon.com/neptune/latest/apiref/Welcome.html)**——有关所有可用的 Neptune 操作的详细信息。
+ **[AWS 开发者中心](https://aws.amazon.com/developer/code-examples/?awsf.sdk-code-examples-product=product%23)** — 您可以按类别或全文搜索筛选的代码示例。
+ **[AWS SDK 示例](https://github.com/awsdocs/aws-doc-sdk-examples)** — 包含首选语言完整代码的 GitHub 存储库。包括有关设置和运行代码的说明。

**Contents**
+ [基本功能](neptune_code_examples_basics.md)
  + [Hello Neptune](neptune_example_neptune_Hello_section.md)
  + [了解基本功能](neptune_example_neptune_Scenario_section.md)
  + [操作](neptune_code_examples_actions.md)
    + [`CreateDBCluster`](neptune_example_neptune_CreateDBCluster_section.md)
    + [`CreateDBInstance`](neptune_example_neptune_CreateDBInstance_section.md)
    + [`CreateDBSubnetGroup`](neptune_example_neptune_CreateDBSubnetGroup_section.md)
    + [`CreateGraph`](neptune_example_neptune_CreateGraph_section.md)
    + [`DeleteDBCluster`](neptune_example_neptune_DeleteDBCluster_section.md)
    + [`DeleteDBInstance`](neptune_example_neptune_DeleteDBInstance_section.md)
    + [`DeleteDBSubnetGroup`](neptune_example_neptune_DeleteDBSubnetGroup_section.md)
    + [`DescribeDBClusters`](neptune_example_neptune_DescribeDBClusters_section.md)
    + [`DescribeDBInstances`](neptune_example_neptune_DescribeDBInstances_section.md)
    + [`ExecuteGremlinProfileQuery`](neptune_example_neptune_ExecuteGremlinProfileQuery_section.md)
    + [`ExecuteGremlinQuery`](neptune_example_neptune_ExecuteGremlinQuery_section.md)
    + [`ExecuteOpenCypherExplainQuery`](neptune_example_neptune_ExecuteOpenCypherExplainQuery_section.md)
    + [`ExecuteQuery`](neptune_example_neptune_ExecuteQuery_section.md)
    + [`StartDBCluster`](neptune_example_neptune_StartDBCluster_section.md)
    + [`StopDBCluster`](neptune_example_neptune_StopDBCluster_section.md)
+ [场景](neptune_code_examples_scenarios.md)
  + [使用 Neptune API 查询图形数据](neptune_example_cross_Neptune_Query_section.md)

# 使用 Neptune 的基本示例 AWS SDKs
<a name="neptune_code_examples_basics"></a>

以下代码示例展示了如何使用 Amazon Neptune 的基础知识。 AWS SDKs

**Contents**
+ [Hello Neptune](neptune_example_neptune_Hello_section.md)
+ [了解基本功能](neptune_example_neptune_Scenario_section.md)
+ [操作](neptune_code_examples_actions.md)
  + [`CreateDBCluster`](neptune_example_neptune_CreateDBCluster_section.md)
  + [`CreateDBInstance`](neptune_example_neptune_CreateDBInstance_section.md)
  + [`CreateDBSubnetGroup`](neptune_example_neptune_CreateDBSubnetGroup_section.md)
  + [`CreateGraph`](neptune_example_neptune_CreateGraph_section.md)
  + [`DeleteDBCluster`](neptune_example_neptune_DeleteDBCluster_section.md)
  + [`DeleteDBInstance`](neptune_example_neptune_DeleteDBInstance_section.md)
  + [`DeleteDBSubnetGroup`](neptune_example_neptune_DeleteDBSubnetGroup_section.md)
  + [`DescribeDBClusters`](neptune_example_neptune_DescribeDBClusters_section.md)
  + [`DescribeDBInstances`](neptune_example_neptune_DescribeDBInstances_section.md)
  + [`ExecuteGremlinProfileQuery`](neptune_example_neptune_ExecuteGremlinProfileQuery_section.md)
  + [`ExecuteGremlinQuery`](neptune_example_neptune_ExecuteGremlinQuery_section.md)
  + [`ExecuteOpenCypherExplainQuery`](neptune_example_neptune_ExecuteOpenCypherExplainQuery_section.md)
  + [`ExecuteQuery`](neptune_example_neptune_ExecuteQuery_section.md)
  + [`StartDBCluster`](neptune_example_neptune_StartDBCluster_section.md)
  + [`StopDBCluster`](neptune_example_neptune_StopDBCluster_section.md)

# Hello Amazon Neptune
<a name="neptune_example_neptune_Hello_section"></a>

以下代码示例演示如何开始使用 Neptune。

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
/**
 * 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 HelloNeptune {
    public static void main(String[] args) {
        NeptuneAsyncClient neptuneClient = NeptuneAsyncClient.create();
        describeDbCluster(neptuneClient).join(); // This ensures the async code runs to completion
    }

    /**
     * Describes the Amazon Neptune DB clusters.
     *
     * @param neptuneClient the Neptune asynchronous client used to make the request
     * @return a {@link CompletableFuture} that completes when the operation is finished
     */
    public static CompletableFuture<Void> describeDbCluster(NeptuneAsyncClient neptuneClient) {
        DescribeDbClustersRequest request = DescribeDbClustersRequest.builder()
                .maxRecords(20)
                .build();

        SdkPublisher<DescribeDbClustersResponse> paginator = neptuneClient.describeDBClustersPaginator(request);
        CompletableFuture<Void> future = new CompletableFuture<>();

        paginator.subscribe(new Subscriber<DescribeDbClustersResponse>() {
            private Subscription subscription;

            @Override
            public void onSubscribe(Subscription s) {
                this.subscription = s;
                s.request(Long.MAX_VALUE); // request all items
            }

            @Override
            public void onNext(DescribeDbClustersResponse response) {
                response.dbClusters().forEach(cluster -> {
                    System.out.println("Cluster Identifier: " + cluster.dbClusterIdentifier());
                    System.out.println("Status: " + cluster.status());
                });
            }

            @Override
            public void onError(Throwable t) {
                future.completeExceptionally(t);
            }

            @Override
            public void onComplete() {
                future.complete(null);
            }
        });

        return future.whenComplete((result, throwable) -> {
            neptuneClient.close();
            if (throwable != null) {
                System.err.println("Error describing DB clusters: " + throwable.getMessage());
            }
        });
    }
```
+  有关 API 的详细信息，请参阅《*AWS SDK for Java 2.x AP* I 参考》中的 “[描述DBClusters分页器](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DescribeDBClustersPaginator)”。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
import boto3
from botocore.exceptions import ClientError


def describe_db_clusters(neptune_client):
    """
    Describes the Amazon Neptune DB clusters using a paginator to handle multiple pages.
    Raises ClientError with 'ResourceNotFoundException' if no clusters are found.
    """
    paginator = neptune_client.get_paginator("describe_db_clusters")
    clusters_found = False

    for page in paginator.paginate():
        for cluster in page.get("DBClusters", []):
            clusters_found = True
            print(f"Cluster Identifier: {cluster['DBClusterIdentifier']}")
            print(f"Status: {cluster['Status']}")

    if not clusters_found:
        raise ClientError(
            {
                "Error": {
                    "Code": "ResourceNotFoundException",
                    "Message": "No Neptune DB clusters found."
                }
            },
            operation_name="DescribeDBClusters"
        )

def main():
    """
    Main entry point: creates the Neptune client and calls the describe operation.
    """
    neptune_client = boto3.client("neptune")
    try:
        describe_db_clusters(neptune_client)
    except ClientError as e:
        error_code = e.response["Error"]["Code"]
        if error_code == "ResourceNotFoundException":
            print(f"Resource not found: {e.response['Error']['Message']}")
        else:
            print(f"Unexpected ClientError: {e.response['Error']['Message']}")
    except Exception as e:
        print(f"Unexpected error: {str(e)}")

if __name__ == "__main__":
    main()
```
+  有关 API 的详细信息，请参阅 *Python 版AWS SDK (Boto3) 中[描述DBClusters分页器](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DescribeDBClustersPaginator) API 参考*。

------

# 使用 SDK 学习 Neptune 的基础知识 AWS
<a name="neptune_example_neptune_Scenario_section"></a>

以下代码示例演示了如何：
+ 创建 Amazon Neptune 子网组。
+ 创建 Neptune 集群。
+ 创建 Neptune 实例。
+ 检查 Neptune 实例的状态。
+ 显示 Neptune 集群详细信息。
+ 停止 Neptune 集群。
+ 启动 Neptune 集群。
+ 删除 Neptune 资产。

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。
运行一个交互式场景，演示 Neptune 的功能。  

```
public class NeptuneScenario {
    public static final String DASHES = new String(new char[80]).replace("\0", "-");
    private static final Logger logger = LoggerFactory.getLogger(NeptuneScenario.class);
    static Scanner scanner = new Scanner(System.in);
    static NeptuneActions neptuneActions = new NeptuneActions();

    public static void main(String[] args) {
        final String usage =
                """
                Usage:
                    <subnetGroupName> <clusterName> <dbInstanceId>
                
                Where:
                    subnetGroupName - The name of an existing Neptune DB subnet group that includes subnets in at least two Availability Zones.
                    clusterName     - The unique identifier for the Neptune DB cluster.
                    dbInstanceId    - The identifier for a specific Neptune DB instance within the cluster.
                """;
        String subnetGroupName = "neptuneSubnetGroup65";
        String clusterName = "neptuneCluster65";
        String dbInstanceId = "neptuneDB65";

        logger.info("""
                   Amazon Neptune is a fully managed graph 
                   database service by AWS, designed specifically
                   for handling complex relationships and connected 
                   datasets at scale. It supports two popular graph models: 
                   property graphs (via openCypher and Gremlin) and RDF 
                   graphs (via SPARQL). This makes Neptune ideal for 
                   use cases such as knowledge graphs, fraud detection, 
                   social networking, recommendation engines, and 
                   network management, where relationships between 
                   entities are central to the data.
                    
                   Being fully managed, Neptune handles database 
                   provisioning, patching, backups, and replication, 
                   while also offering high availability and durability 
                   within AWS's infrastructure.
                    
                   For developers, programming with Neptune allows 
                   for building intelligent, relationship-aware 
                   applications that go beyond traditional tabular 
                   databases. Developers can use the AWS SDK for Java 
                   to automate infrastructure operations (via NeptuneClient). 
                    
                    Let's get started...
                    """);
        waitForInputToContinue(scanner);
        runScenario(subnetGroupName, dbInstanceId, clusterName);
    }

    public static void runScenario(String subnetGroupName, String dbInstanceId, String clusterName) {
        logger.info(DASHES);
        logger.info("1. Create a Neptune DB Subnet Group");
        logger.info("The Neptune DB subnet group is used when launching a Neptune cluster");
        waitForInputToContinue(scanner);
        try {
            neptuneActions.createSubnetGroupAsync(subnetGroupName).join();

        } catch (CompletionException ce) {
            Throwable cause = ce.getCause();
            if (cause instanceof ServiceQuotaExceededException) {
                logger.error("The request failed due to service quota exceeded: {}", cause.getMessage());
            } else {
                logger.error("An unexpected error occurred.", cause);
            }
            return;
        }
        waitForInputToContinue(scanner);
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info("2. Create a Neptune Cluster");
        logger.info("A Neptune Cluster allows you to store and query highly connected datasets with low latency.");
        waitForInputToContinue(scanner);
        String dbClusterId;
        try {
            dbClusterId = neptuneActions.createDBClusterAsync(clusterName).join();
        } catch (CompletionException ce) {
            Throwable cause = ce.getCause();
            if (cause instanceof ServiceQuotaExceededException) {
                logger.error("The request failed due to service quota exceeded: {}", cause.getMessage());
            } else {
                logger.error("An unexpected error occurred.", cause);
            }
            return;
        }

        waitForInputToContinue(scanner);
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info("3. Create a Neptune DB Instance");
        logger.info("In this step, we add a new database instance to the Neptune cluster");
        waitForInputToContinue(scanner);
        try {
        neptuneActions.createDBInstanceAsync(dbInstanceId, dbClusterId).join();
        } catch (CompletionException ce) {
            Throwable cause = ce.getCause();
            if (cause instanceof ServiceQuotaExceededException) {
                logger.error("The request failed due to service quota exceeded: {}", cause.getMessage());
            } else {
                logger.error("An unexpected error occurred.", cause);
            }
            return;
        }
        waitForInputToContinue(scanner);
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info("4. Check the status of the Neptune DB Instance");
        logger.info("""
                    In this step, we will wait until the DB instance 
                    becomes available. This may take around 10 minutes.
                    """);
        waitForInputToContinue(scanner);
        try {
            neptuneActions.checkInstanceStatus(dbInstanceId, "available").join();
        } catch (CompletionException ce) {
            Throwable cause = ce.getCause();
            logger.error("An unexpected error occurred.", cause);
            return;
        }
        waitForInputToContinue(scanner);
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info("5.Show Neptune Cluster details");
        waitForInputToContinue(scanner);
        try {
            neptuneActions.describeDBClustersAsync(clusterName).join();
        } catch (CompletionException ce) {
            Throwable cause = ce.getCause();
            if (cause instanceof ResourceNotFoundException) {
                logger.error("The request failed due to the resource not found: {}", cause.getMessage());
            } else {
                logger.error("An unexpected error occurred.", cause);
            }
            return;
        }
        waitForInputToContinue(scanner);
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info("6. Stop the Amazon Neptune cluster");
        logger.info("""
                    Once stopped, this step polls the status 
                    until the cluster is in a stopped state.
                    """);
        waitForInputToContinue(scanner);
        try {
            neptuneActions.stopDBClusterAsync(dbClusterId);
            neptuneActions.waitForClusterStatus(dbClusterId, "stopped");
        } catch (CompletionException ce) {
            Throwable cause = ce.getCause();
            if (cause instanceof ResourceNotFoundException) {
                logger.error("The request failed due to the resource not found: {}", cause.getMessage());
            } else {
                logger.error("An unexpected error occurred.", cause);
            }
            return;
        }
        waitForInputToContinue(scanner);
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info("7. Start the Amazon Neptune cluster");
        logger.info("""
                    Once started, this step polls the clusters 
                    status until it's in an available state.
                    We will also poll the instance status.
                    """);
        waitForInputToContinue(scanner);
        try {
            neptuneActions.startDBClusterAsync(dbClusterId);
            neptuneActions.waitForClusterStatus(dbClusterId, "available");
            neptuneActions.checkInstanceStatus(dbInstanceId, "available").join();
        } catch (CompletionException ce) {
            Throwable cause = ce.getCause();
            if (cause instanceof ResourceNotFoundException) {
                logger.error("The request failed due to the resource not found: {}", cause.getMessage());
            } else {
                logger.error("An unexpected error occurred.", cause);
            }
            return;
        }
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info("8. Delete the Neptune Assets");
        logger.info("Would you like to delete the Neptune Assets? (y/n)");
        String delAns = scanner.nextLine().trim();
        if (delAns.equalsIgnoreCase("y")) {
            logger.info("You selected to delete the Neptune assets.");
            try {
                neptuneActions.deleteNeptuneResourcesAsync(dbInstanceId, clusterName, subnetGroupName);
            } catch (CompletionException ce) {
                Throwable cause = ce.getCause();
                if (cause instanceof ResourceNotFoundException) {
                    logger.error("The request failed due to the resource not found: {}", cause.getMessage());
                } else {
                    logger.error("An unexpected error occurred.", cause);
                }
                return;
            }
        } else {
            logger.info("You selected not to delete Neptune assets.");
        }
        waitForInputToContinue(scanner);
        logger.info(DASHES);

        logger.info(DASHES);
        logger.info(
                """
                Thank you for checking out the Amazon Neptune Service Use demo. We hope you
                learned something new, or got some inspiration for your own apps today.
                For more AWS code examples, have a look at:
                https://docs.aws.amazon.com/code-library/latest/ug/what-is-code-library.html
                """);
        logger.info(DASHES);
    }

    private static void waitForInputToContinue(Scanner scanner) {
        while (true) {
            logger.info("");
            logger.info("Enter 'c' followed by <ENTER> to continue:");
            String input = scanner.nextLine();

            if (input.trim().equalsIgnoreCase("c")) {
                logger.info("Continuing with the program...");
                logger.info("");
                break;
            } else {
                logger.info("Invalid input. Please try again.");
            }
        }
    }
}
```
Neptune SDK 方法的包装器类。  

```
public class NeptuneActions {
    private CompletableFuture<Void> instanceCheckFuture;
    private static NeptuneAsyncClient neptuneAsyncClient;
    private final Region region = Region.US_EAST_1;
    private static final Logger logger = LoggerFactory.getLogger(NeptuneActions.class);
    private final NeptuneClient neptuneClient = NeptuneClient.builder().region(region).build();

    /**
     * Retrieves an instance of the NeptuneAsyncClient.
     * <p>
     * This method initializes and returns a singleton instance of the NeptuneAsyncClient. The client
     * is configured with the following settings:
     * <ul>
     *     <li>Maximum concurrency: 100</li>
     *     <li>Connection timeout: 60 seconds</li>
     *     <li>Read timeout: 60 seconds</li>
     *     <li>Write timeout: 60 seconds</li>
     *     <li>API call timeout: 2 minutes</li>
     *     <li>API call attempt timeout: 90 seconds</li>
     *     <li>Retry strategy: STANDARD</li>
     * </ul>
     * The client is built using the NettyNioAsyncHttpClient.
     *
     * @return the singleton instance of the NeptuneAsyncClient
     */
    private static NeptuneAsyncClient getAsyncClient() {
        if (neptuneAsyncClient == null) {
            SdkAsyncHttpClient httpClient = NettyNioAsyncHttpClient.builder()
                    .maxConcurrency(100)
                    .connectionTimeout(Duration.ofSeconds(60))
                    .readTimeout(Duration.ofSeconds(60))
                    .writeTimeout(Duration.ofSeconds(60))
                    .build();

            ClientOverrideConfiguration overrideConfig = ClientOverrideConfiguration.builder()
                    .apiCallTimeout(Duration.ofMinutes(2))
                    .apiCallAttemptTimeout(Duration.ofSeconds(90))
                    .retryStrategy(RetryMode.STANDARD)
                    .build();

            neptuneAsyncClient = NeptuneAsyncClient.builder()
                    .httpClient(httpClient)
                    .overrideConfiguration(overrideConfig)
                    .build();
        }
        return neptuneAsyncClient;
    }

    /**
     * Asynchronously deletes a set of Amazon Neptune resources in a defined order.
     * <p>
     * The method performs the following operations in sequence:
     * <ol>
     *     <li>Deletes the Neptune DB instance identified by {@code dbInstanceId}.</li>
     *     <li>Waits until the DB instance is fully deleted.</li>
     *     <li>Deletes the Neptune DB cluster identified by {@code dbClusterId}.</li>
     *     <li>Deletes the Neptune DB subnet group identified by {@code subnetGroupName}.</li>
     * </ol>
     * <p>
     * If any step fails, the subsequent operations are not performed, and the exception
     * is logged. This method blocks the calling thread until all operations complete.
     *
     * @param dbInstanceId      the ID of the Neptune DB instance to delete
     * @param dbClusterId       the ID of the Neptune DB cluster to delete
     * @param subnetGroupName   the name of the Neptune DB subnet group to delete
     */
    public void deleteNeptuneResourcesAsync(String dbInstanceId, String dbClusterId, String subnetGroupName) {
        deleteDBInstanceAsync(dbInstanceId)
                .thenCompose(v -> waitUntilInstanceDeletedAsync(dbInstanceId))
                .thenCompose(v -> deleteDBClusterAsync(dbClusterId))
                .thenCompose(v -> deleteDBSubnetGroupAsync(subnetGroupName))
                .whenComplete((v, ex) -> {
                    if (ex != null) {
                        logger.info("Failed to delete Neptune resources: " + ex.getMessage());
                    } else {
                        logger.info("Neptune resources deleted successfully.");
                    }
                })
                .join(); // Waits for the entire async chain to complete
    }

    /**
     * Deletes a subnet group.
     *
     * @param subnetGroupName the identifier of the subnet group to delete
     * @return a {@link CompletableFuture} that completes when the cluster has been deleted
     */
    public CompletableFuture<Void> deleteDBSubnetGroupAsync(String subnetGroupName) {
        DeleteDbSubnetGroupRequest request = DeleteDbSubnetGroupRequest.builder()
                .dbSubnetGroupName(subnetGroupName)
                .build();

        return getAsyncClient().deleteDBSubnetGroup(request)
                .thenAccept(response -> logger.info("🗑️ Deleting Subnet Group: " + subnetGroupName));
    }

    /**
     * Deletes a DB instance asynchronously.
     *
     * @param clusterId the identifier of the cluster to delete
     * @return a {@link CompletableFuture} that completes when the cluster has been deleted
     */
    public CompletableFuture<Void> deleteDBClusterAsync(String clusterId) {
        DeleteDbClusterRequest request = DeleteDbClusterRequest.builder()
                .dbClusterIdentifier(clusterId)
                .skipFinalSnapshot(true)
                .build();

        return getAsyncClient().deleteDBCluster(request)
                .thenAccept(response -> System.out.println("🗑️ Deleting DB Cluster: " + clusterId));
    }

    public CompletableFuture<Void> waitUntilInstanceDeletedAsync(String instanceId) {
        CompletableFuture<Void> future = new CompletableFuture<>();
        long startTime = System.currentTimeMillis();
        checkInstanceDeletedRecursive(instanceId, startTime, future);
        return future;
    }

    /**
     * Deletes a DB instance asynchronously.
     *
     * @param instanceId the identifier of the DB instance to be deleted
     * @return a {@link CompletableFuture} that completes when the DB instance has been deleted
     */
    public CompletableFuture<Void> deleteDBInstanceAsync(String instanceId) {
        DeleteDbInstanceRequest request = DeleteDbInstanceRequest.builder()
                .dbInstanceIdentifier(instanceId)
                .skipFinalSnapshot(true)
                .build();

        return getAsyncClient().deleteDBInstance(request)
                .thenAccept(response -> System.out.println("🗑️ Deleting DB Instance: " + instanceId));
    }


    private void checkInstanceDeletedRecursive(String instanceId, long startTime, CompletableFuture<Void> future) {
        DescribeDbInstancesRequest request = DescribeDbInstancesRequest.builder()
                .dbInstanceIdentifier(instanceId)
                .build();

        getAsyncClient().describeDBInstances(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        if (cause instanceof NeptuneException &&
                                ((NeptuneException) cause).awsErrorDetails().errorCode().equals("DBInstanceNotFound")) {
                            long elapsed = (System.currentTimeMillis() - startTime) / 1000;
                            logger.info("\r Instance %s deleted after %ds%n", instanceId, elapsed);
                            future.complete(null);
                            return;
                        }
                        future.completeExceptionally(new CompletionException("Error polling DB instance", cause));
                        return;
                    }

                    String status = response.dbInstances().get(0).dbInstanceStatus();
                    long elapsed = (System.currentTimeMillis() - startTime) / 1000;
                    System.out.printf("\r  Waiting: Instance %s status: %-10s (%ds elapsed)", instanceId, status, elapsed);
                    System.out.flush();

                    CompletableFuture.delayedExecutor(20, TimeUnit.SECONDS)
                            .execute(() -> checkInstanceDeletedRecursive(instanceId, startTime, future));
                });
    }


    public void waitForClusterStatus(String clusterId, String desiredStatus) {
        System.out.printf("Waiting for cluster '%s' to reach status '%s'...\n", clusterId, desiredStatus);
        CompletableFuture<Void> future = new CompletableFuture<>();
        checkClusterStatusRecursive(clusterId, desiredStatus, System.currentTimeMillis(), future);
        future.join();
    }

    private void checkClusterStatusRecursive(String clusterId, String desiredStatus, long startTime, CompletableFuture<Void> future) {
        DescribeDbClustersRequest request = DescribeDbClustersRequest.builder()
                .dbClusterIdentifier(clusterId)
                .build();

        getAsyncClient().describeDBClusters(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        future.completeExceptionally(
                                new CompletionException("Error checking Neptune cluster status", cause)
                        );
                        return;
                    }

                    List<DBCluster> clusters = response.dbClusters();
                    if (clusters.isEmpty()) {
                        future.completeExceptionally(new RuntimeException("Cluster not found: " + clusterId));
                        return;
                    }

                    String currentStatus = clusters.get(0).status();
                    long elapsedSeconds = (System.currentTimeMillis() - startTime) / 1000;
                    System.out.printf("\r Elapsed: %-20s  Cluster status: %-20s", formatElapsedTime((int) elapsedSeconds), currentStatus);
                    System.out.flush();

                    if (desiredStatus.equalsIgnoreCase(currentStatus)) {
                        System.out.printf("\r Neptune cluster reached desired status '%s' after %s.\n", desiredStatus, formatElapsedTime((int) elapsedSeconds));
                        future.complete(null);
                    } else {
                        CompletableFuture.delayedExecutor(20, TimeUnit.SECONDS)
                                .execute(() -> checkClusterStatusRecursive(clusterId, desiredStatus, startTime, future));
                    }
                });
    }


    /**
     * Starts an Amazon Neptune DB cluster.
     *
     * @param clusterIdentifier the unique identifier of the DB cluster to be stopped
     */
    public CompletableFuture<StartDbClusterResponse> startDBClusterAsync(String clusterIdentifier) {
        StartDbClusterRequest clusterRequest = StartDbClusterRequest.builder()
                .dbClusterIdentifier(clusterIdentifier)
                .build();

        return getAsyncClient().startDBCluster(clusterRequest)
                .whenComplete((response, error) -> {
                    if (error != null) {
                        Throwable cause = error.getCause() != null ? error.getCause() : error;

                        if (cause instanceof ResourceNotFoundException) {
                            throw (ResourceNotFoundException) cause;
                        }

                        throw new RuntimeException("Failed to start DB cluster: " + cause.getMessage(), cause);
                    } else {
                        logger.info("DB Cluster starting: " + clusterIdentifier);
                    }
                });
    }

    /**
     * Stops an Amazon Neptune DB cluster.
     *
     * @param clusterIdentifier the unique identifier of the DB cluster to be stopped
     */
    public CompletableFuture<StopDbClusterResponse> stopDBClusterAsync(String clusterIdentifier) {
        StopDbClusterRequest clusterRequest = StopDbClusterRequest.builder()
                .dbClusterIdentifier(clusterIdentifier)
                .build();

        return getAsyncClient().stopDBCluster(clusterRequest)
                .whenComplete((response, error) -> {
                    if (error != null) {
                        Throwable cause = error.getCause() != null ? error.getCause() : error;

                        if (cause instanceof ResourceNotFoundException) {
                            throw (ResourceNotFoundException) cause;
                        }

                        throw new RuntimeException("Failed to stop DB cluster: " + cause.getMessage(), cause);
                    } else {
                        logger.info("DB Cluster stopped: " + clusterIdentifier);
                    }
                });
    }



    /**
     * Asynchronously describes the specified Amazon RDS DB cluster.
     *
     * @param clusterId the identifier of the DB cluster to describe
     * @return a {@link CompletableFuture} that completes when the operation is done, or throws a {@link RuntimeException}
     * if an error occurs
     */
    public CompletableFuture<Void> describeDBClustersAsync(String clusterId) {
        DescribeDbClustersRequest request = DescribeDbClustersRequest.builder()
                .dbClusterIdentifier(clusterId)
                .build();

        return getAsyncClient().describeDBClusters(request)
                .thenAccept(response -> {
                    for (DBCluster cluster : response.dbClusters()) {
                        logger.info("Cluster Identifier: " + cluster.dbClusterIdentifier());
                        logger.info("Status: " + cluster.status());
                        logger.info("Engine: " + cluster.engine());
                        logger.info("Engine Version: " + cluster.engineVersion());
                        logger.info("Endpoint: " + cluster.endpoint());
                        logger.info("Reader Endpoint: " + cluster.readerEndpoint());
                        logger.info("Availability Zones: " + cluster.availabilityZones());
                        logger.info("Subnet Group: " + cluster.dbSubnetGroup());
                        logger.info("VPC Security Groups:");
                        cluster.vpcSecurityGroups().forEach(vpcGroup ->
                                logger.info("  - " + vpcGroup.vpcSecurityGroupId()));
                        logger.info("Storage Encrypted: " + cluster.storageEncrypted());
                        logger.info("IAM DB Auth Enabled: " + cluster.iamDatabaseAuthenticationEnabled());
                        logger.info("Backup Retention Period: " + cluster.backupRetentionPeriod() + " days");
                        logger.info("Preferred Backup Window: " + cluster.preferredBackupWindow());
                        logger.info("Preferred Maintenance Window: " + cluster.preferredMaintenanceWindow());
                        logger.info("------");
                    }
                })
                .exceptionally(ex -> {
                    Throwable cause = ex.getCause() != null ? ex.getCause() : ex;

                    if (cause instanceof ResourceNotFoundException) {
                        throw (ResourceNotFoundException) cause;
                    }

                    throw new RuntimeException("Failed to describe the DB cluster: " + cause.getMessage(), cause);
                });
    }


    public CompletableFuture<Void> checkInstanceStatus(String instanceId, String desiredStatus) {
        CompletableFuture<Void> future = new CompletableFuture<>();
        long startTime = System.currentTimeMillis();
        checkStatusRecursive(instanceId, desiredStatus.toLowerCase(), startTime, future);
        return future;
    }

    /**
     * Checks the status of a Neptune instance recursively until the desired status is reached or a timeout occurs.
     *
     * @param instanceId     the ID of the Neptune instance to check
     * @param desiredStatus  the desired status of the Neptune instance
     * @param startTime      the start time of the operation, used to calculate the elapsed time
     * @param future         a {@link CompletableFuture} that will be completed when the desired status is reached
     */
    private void checkStatusRecursive(String instanceId, String desiredStatus, long startTime, CompletableFuture<Void> future) {
        DescribeDbInstancesRequest request = DescribeDbInstancesRequest.builder()
                .dbInstanceIdentifier(instanceId)
                .build();

        getAsyncClient().describeDBInstances(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        future.completeExceptionally(
                                new CompletionException("Error checking Neptune instance status", cause)
                        );
                        return;
                    }

                    List<DBInstance> instances = response.dbInstances();
                    if (instances.isEmpty()) {
                        future.completeExceptionally(new RuntimeException("Instance not found: " + instanceId));
                        return;
                    }

                    String currentStatus = instances.get(0).dbInstanceStatus();
                    long elapsedSeconds = (System.currentTimeMillis() - startTime) / 1000;
                    System.out.printf("\r Elapsed: %-20s  Status: %-20s", formatElapsedTime((int) elapsedSeconds), currentStatus);
                    System.out.flush();

                    if (desiredStatus.equalsIgnoreCase(currentStatus)) {
                        System.out.printf("\r Neptune instance reached desired status '%s' after %s.\n", desiredStatus, formatElapsedTime((int) elapsedSeconds));
                        future.complete(null);
                    } else {
                        CompletableFuture.delayedExecutor(20, TimeUnit.SECONDS)
                                .execute(() -> checkStatusRecursive(instanceId, desiredStatus, startTime, future));
                    }
                });
    }


    private String formatElapsedTime(int seconds) {
        int minutes = seconds / 60;
        int remainingSeconds = seconds % 60;

        if (minutes > 0) {
            return minutes + (minutes == 1 ? " min" : " mins") + ", " +
                    remainingSeconds + (remainingSeconds == 1 ? " sec" : " secs");
        } else {
            return remainingSeconds + (remainingSeconds == 1 ? " sec" : " secs");
        }
    }


    /**
     * Creates a new Amazon Neptune DB instance asynchronously.
     *
     * @param dbInstanceId the identifier for the new DB instance
     * @param dbClusterId  the identifier for the DB cluster that the new instance will be a part of
     * @return a {@link CompletableFuture} that completes with the identifier of the newly created DB instance
     * @throws CompletionException if the operation fails, with a cause of either:
     *                             - {@link ServiceQuotaExceededException} if the request would exceed the maximum quota, or
     *                             - a general exception with the failure message
     */
    public CompletableFuture<String> createDBInstanceAsync(String dbInstanceId, String dbClusterId) {
        CreateDbInstanceRequest request = CreateDbInstanceRequest.builder()
                .dbInstanceIdentifier(dbInstanceId)
                .dbInstanceClass("db.r5.large")
                .engine("neptune")
                .dbClusterIdentifier(dbClusterId)
                .build();

        return getAsyncClient().createDBInstance(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        if (cause instanceof ServiceQuotaExceededException) {
                            throw new CompletionException("The operation was denied because the request would exceed the maximum quota.", cause);
                        }
                        throw new CompletionException("Failed to create Neptune DB instance: " + exception.getMessage(), exception);
                    }
                })
                .thenApply(response -> {
                    String instanceId = response.dbInstance().dbInstanceIdentifier();
                    logger.info("Created Neptune DB Instance: " + instanceId);
                    return instanceId;
                });
    }


    /**
     * Creates a new Amazon Neptune DB cluster asynchronously.
     *
     * @param dbName the name of the DB cluster to be created
     * @return a CompletableFuture that, when completed, provides the ID of the created DB cluster
     * @throws CompletionException if the operation fails for any reason, including if the request would exceed the maximum quota
     */
    public CompletableFuture<String> createDBClusterAsync(String dbName) {
        CreateDbClusterRequest request = CreateDbClusterRequest.builder()
                .dbClusterIdentifier(dbName)
                .engine("neptune")
                .deletionProtection(false)
                .backupRetentionPeriod(1)
                .build();

        return getAsyncClient().createDBCluster(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        if (cause instanceof ServiceQuotaExceededException) {
                            throw new CompletionException("The operation was denied because the request would exceed the maximum quota.", cause);
                        }
                        throw new CompletionException("Failed to create Neptune DB cluster: " + exception.getMessage(), exception);
                    }
                })
                .thenApply(response -> {
                    String clusterId = response.dbCluster().dbClusterIdentifier();
                    logger.info("DB Cluster created: " + clusterId);
                    return clusterId;
                });
    }


    /**
     * Creates a new DB subnet group asynchronously.
     *
     * @param groupName the name of the subnet group to create
     * @return a CompletableFuture that, when completed, returns the Amazon Resource Name (ARN) of the created subnet group
     * @throws CompletionException if the operation fails, with a cause that may be a ServiceQuotaExceededException if the request would exceed the maximum quota
     */
    public CompletableFuture<String> createSubnetGroupAsync(String groupName) {

        // Get the Amazon Virtual Private Cloud (VPC) where the Neptune cluster and resources will be created
        String vpcId = getDefaultVpcId();
        logger.info("VPC is : " + vpcId);

        List<String> subnetList = getSubnetIds(vpcId);
        for (String subnetId : subnetList) {
            System.out.println("Subnet group:" +subnetId);
        }

        CreateDbSubnetGroupRequest request = CreateDbSubnetGroupRequest.builder()
                .dbSubnetGroupName(groupName)
                .dbSubnetGroupDescription("Subnet group for Neptune cluster")
                .subnetIds(subnetList)
                .build();

        return getAsyncClient().createDBSubnetGroup(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        if (cause instanceof ServiceQuotaExceededException) {
                            throw new CompletionException("The operation was denied because the request would exceed the maximum quota.", cause);
                        }
                        throw new CompletionException("Failed to create subnet group: " + exception.getMessage(), exception);
                    }
                })
                .thenApply(response -> {
                    String name = response.dbSubnetGroup().dbSubnetGroupName();
                    String arn = response.dbSubnetGroup().dbSubnetGroupArn();
                    logger.info("Subnet group created: " + name);
                    return arn;
                });
    }

    private List<String> getSubnetIds(String vpcId) {
        try (Ec2Client ec2 = Ec2Client.builder().region(region).build()) {
            DescribeSubnetsRequest request = DescribeSubnetsRequest.builder()
                    .filters(builder -> builder.name("vpc-id").values(vpcId))
                    .build();

            DescribeSubnetsResponse response = ec2.describeSubnets(request);
            return response.subnets().stream()
                    .map(Subnet::subnetId)
                    .collect(Collectors.toList());
        }
    }

    public static String getDefaultVpcId() {
        Ec2Client ec2 = Ec2Client.builder()
                .region(Region.US_EAST_1)
                .build();

        Filter myFilter = Filter.builder()
                .name("isDefault")
                .values("true")
                .build();

        List<Filter> filterList = new ArrayList<>();
        filterList.add(myFilter);

        DescribeVpcsRequest request = DescribeVpcsRequest.builder()
                .filters(filterList)
                .build();


        DescribeVpcsResponse response = ec2.describeVpcs(request);
        if (!response.vpcs().isEmpty()) {
            Vpc defaultVpc = response.vpcs().get(0);
            return defaultVpc.vpcId();
        } else {
            throw new RuntimeException("No default VPC found in this region.");
        }
    }
}
```
+ 有关 API 详细信息，请参阅《AWS SDK for Java 2.x API Reference》**中的以下主题。
  + [创建DBCluster](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateDBCluster)
  + [创建DBInstance](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateDBInstance)
  + [创建DBSubnet群组](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateDBSubnetGroup)
  + [CreateGraph](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateGraph)
  + [删除DBCluster](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DeleteDBCluster)
  + [删除DBInstance](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DeleteDBInstance)
  + [删除DBSubnet群组](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DeleteDBSubnetGroup)
  + [描述DBClusters](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DescribeDBClusters)
  + [描述DBInstances](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DescribeDBInstances)
  + [ExecuteGremlinProfileQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteGremlinProfileQuery)
  + [ExecuteGremlinQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteGremlinQuery)
  + [ExecuteOpenCypherExplainQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteOpenCypherExplainQuery)
  + [ExecuteQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteQuery)
  + [启动DBCluster](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/StartDBCluster)
  + [Stop (停止)DBCluster](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/StopDBCluster)

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
import boto3
import time
from botocore.exceptions import ClientError

# Constants used in this scenario
POLL_INTERVAL_SECONDS = 10
TIMEOUT_SECONDS = 1200  # 20 minutes

def delete_db_cluster(neptune_client, cluster_id: str):
    """
    Deletes a Neptune DB cluster and throws exceptions to the caller.

    Args:
        neptune_client (boto3.client): The Neptune client object.
        cluster_id (str): The ID of the Neptune DB cluster to be deleted.

    Raises:
        ClientError: If the delete operation fails.
    """
    request = {
        'DBClusterIdentifier': cluster_id,
        'SkipFinalSnapshot': True
    }

    try:
        print(f"Deleting DB Cluster: {cluster_id}")
        neptune_client.delete_db_cluster(**request)

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "DBClusterNotFoundFault":
            print(f"Cluster '{cluster_id}' not found or already deleted.")
        elif code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't delete DB cluster. {code}: {message}")
        raise

def format_elapsed_time(seconds: int) -> str:
    mins, secs = divmod(seconds, 60)
    hours, mins = divmod(mins, 60)
    return f"{hours:02}:{mins:02}:{secs:02}"


def delete_db_instance(neptune_client, instance_id: str):
    """
    Deletes a Neptune DB instance and waits for its deletion to complete.
    Raises exception to be handled by calling code.
    """
    print(f"Initiating deletion of DB Instance: {instance_id}")
    try:
        neptune_client.delete_db_instance(
            DBInstanceIdentifier=instance_id,
            SkipFinalSnapshot=True
        )

        print(f"Waiting for DB Instance '{instance_id}' to be deleted...")
        waiter = neptune_client.get_waiter('db_instance_deleted')
        waiter.wait(
            DBInstanceIdentifier=instance_id,
            WaiterConfig={
                'Delay': 30,
                'MaxAttempts': 40
            }
        )

        print(f"DB Instance '{instance_id}' successfully deleted.")

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "DBInstanceNotFoundFault":
            print(f"Instance '{instance_id}' not found or already deleted.")
        elif code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't delete DB instance. {code}: {message}")
        raise

def delete_db_subnet_group(neptune_client, subnet_group_name):
    """
    Deletes a Neptune DB subnet group synchronously using Boto3.

    Args:
        neptune_client (boto3.client): The Neptune client.
        subnet_group_name (str): The name of the DB subnet group to delete.

    Raises:
        ClientError: If the delete operation fails.
    """
    delete_group_request = {
        'DBSubnetGroupName': subnet_group_name
    }

    try:
        neptune_client.delete_db_subnet_group(**delete_group_request)
        print(f"️ Deleting Subnet Group: {subnet_group_name}")

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "DBSubnetGroupNotFoundFault":
            print(f"Subnet group '{subnet_group_name}' not found or already deleted.")
        elif code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't delete subnet group. {code}: {message}")
        raise

def wait_for_cluster_status(
        neptune_client,
        cluster_id: str,
        desired_status: str,
        timeout_seconds: int = TIMEOUT_SECONDS,
        poll_interval_seconds: int = POLL_INTERVAL_SECONDS
):
    """
    Waits for a Neptune DB cluster to reach a desired status.

    Args:
        neptune_client (boto3.client): The Amazon Neptune client.
        cluster_id (str): The identifier of the Neptune DB cluster.
        desired_status (str): The target status (e.g., "available", "stopped").
        timeout_seconds (int): Max time to wait in seconds (default: 1200).
        poll_interval_seconds (int): Polling interval in seconds (default: 10).

    Raises:
        RuntimeError: If the desired status is not reached before timeout.
    """
    print(f"Waiting for cluster '{cluster_id}' to reach status '{desired_status}'...")
    start_time = time.time()

    while True:
        # Prepare request object
        describe_cluster_request = {
            'DBClusterIdentifier': cluster_id
        }

        # Call the Neptune API
        response = neptune_client.describe_db_clusters(**describe_cluster_request)
        clusters = response.get('DBClusters', [])
        current_status = clusters[0].get('Status') if clusters else None
        elapsed_seconds = int(time.time() - start_time)

        status_str = current_status if current_status else "Unknown"
        print(
            f"\r Elapsed: {format_elapsed_time(elapsed_seconds):<20}  Cluster status: {status_str:<20}",
            end="", flush=True
        )

        if current_status and current_status.lower() == desired_status.lower():
            print(
                f"\nNeptune cluster reached desired status '{desired_status}' after {format_elapsed_time(elapsed_seconds)}."
            )
            return

        if elapsed_seconds > timeout_seconds:
            raise RuntimeError(f"Timeout waiting for Neptune cluster to reach status: {desired_status}")

        time.sleep(poll_interval_seconds)


def start_db_cluster(neptune_client, cluster_identifier: str):
    """
    Starts an Amazon Neptune DB cluster and waits until it reaches 'available'.

    Args:
        neptune_client (boto3.client): The Neptune client.
        cluster_identifier (str): The DB cluster identifier.

    Raises:
        ClientError: Propagates AWS API issues like resource not found.
        RuntimeError: If cluster doesn't reach 'available' within timeout.
    """
    try:
        # Initial wait in case the cluster was just stopped
        time.sleep(30)
        neptune_client.start_db_cluster(DBClusterIdentifier=cluster_identifier)
    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't start DB cluster. Here's why: {code}: {message}")
        raise

    start_time = time.time()
    paginator = neptune_client.get_paginator('describe_db_clusters')

    while True:
        try:
            pages = paginator.paginate(DBClusterIdentifier=cluster_identifier)
            clusters = []
            for page in pages:
                clusters.extend(page.get('DBClusters', []))
        except ClientError as err:
            code = err.response["Error"]["Code"]
            message = err.response["Error"]["Message"]

            if code == "DBClusterNotFound":
                print(f"Cluster '{cluster_identifier}' not found while polling. It may have been deleted.")
            else:
                print(f"Couldn't describe DB cluster. Here's why: {code}: {message}")
            raise

        status = clusters[0].get('Status') if clusters else None
        elapsed = time.time() - start_time

        print(f"\rElapsed: {int(elapsed)}s – Cluster status: {status}", end="", flush=True)

        if status and status.lower() == 'available':
            print(f"\n🎉 Cluster '{cluster_identifier}' is available.")
            return

        if elapsed > TIMEOUT_SECONDS:
            raise RuntimeError(f"Timeout waiting for cluster '{cluster_identifier}' to become available.")

        time.sleep(POLL_INTERVAL_SECONDS)


def stop_db_cluster(neptune_client, cluster_identifier: str):
    """
    Stops an Amazon Neptune DB cluster and waits until it's fully stopped.

    Args:
        neptune_client (boto3.client): The Neptune client.
        cluster_identifier (str): The DB cluster identifier.

    Raises:
        ClientError: For AWS API errors (e.g., resource not found).
        RuntimeError: If the cluster doesn't stop within the timeout.
    """
    try:
        neptune_client.stop_db_cluster(DBClusterIdentifier=cluster_identifier)
    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't stop DB cluster. Here's why: {code}: {message}")
        raise

    start_time = time.time()
    paginator = neptune_client.get_paginator('describe_db_clusters')

    while True:
        try:
            pages = paginator.paginate(DBClusterIdentifier=cluster_identifier)
            clusters = []
            for page in pages:
                clusters.extend(page.get('DBClusters', []))
        except ClientError as err:
            code = err.response["Error"]["Code"]
            message = err.response["Error"]["Message"]

            if code == "DBClusterNotFound":
                print(f"Cluster '{cluster_identifier}' not found while polling. It may have been deleted.")
            else:
                print(f"Couldn't describe DB cluster. Here's why: {code}: {message}")
            raise

        status = clusters[0].get('Status') if clusters else None
        elapsed = time.time() - start_time

        print(f"\rElapsed: {int(elapsed)}s – Cluster status: {status}", end="", flush=True)

        if status and status.lower() == 'stopped':
            print(f"\nCluster '{cluster_identifier}' is now stopped.")
            return

        if elapsed > TIMEOUT_SECONDS:
            raise RuntimeError(f"Timeout waiting for cluster '{cluster_identifier}' to stop.")

        time.sleep(POLL_INTERVAL_SECONDS)



def describe_db_clusters(neptune_client, cluster_id: str):
    """
    Describes details of a Neptune DB cluster, paginating if needed.

    Args:
        neptune_client (boto3.client): The Neptune client.
        cluster_id (str): The ID of the cluster to describe.

    Raises:
        ClientError: If there's an AWS API error (e.g., cluster not found).
    """
    paginator = neptune_client.get_paginator('describe_db_clusters')

    try:
        pages = paginator.paginate(DBClusterIdentifier=cluster_id)

        found = False
        for page in pages:
            for cluster in page.get('DBClusters', []):
                found = True
                print(f"Cluster Identifier: {cluster.get('DBClusterIdentifier')}")
                print(f"Status: {cluster.get('Status')}")
                print(f"Engine: {cluster.get('Engine')}")
                print(f"Engine Version: {cluster.get('EngineVersion')}")
                print(f"Endpoint: {cluster.get('Endpoint')}")
                print(f"Reader Endpoint: {cluster.get('ReaderEndpoint')}")
                print(f"Availability Zones: {cluster.get('AvailabilityZones')}")
                print(f"Subnet Group: {cluster.get('DBSubnetGroup')}")
                print("VPC Security Groups:")
                for vpc_group in cluster.get('VpcSecurityGroups', []):
                    print(f"  - {vpc_group.get('VpcSecurityGroupId')}")
                print(f"Storage Encrypted: {cluster.get('StorageEncrypted')}")
                print(f"IAM Auth Enabled: {cluster.get('IAMDatabaseAuthenticationEnabled')}")
                print(f"Backup Retention Period: {cluster.get('BackupRetentionPeriod')} days")
                print(f"Preferred Backup Window: {cluster.get('PreferredBackupWindow')}")
                print(f"Preferred Maintenance Window: {cluster.get('PreferredMaintenanceWindow')}")
                print("------")

        if not found:
            # Treat empty response as cluster not found
            raise ClientError(
                {"Error": {"Code": "DBClusterNotFound", "Message": f"No cluster found with ID '{cluster_id}'"}},
                "DescribeDBClusters"
            )

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        elif code == "DBClusterNotFound":
            print(f"Cluster '{cluster_id}' not found. Please verify the cluster ID.")
        else:
            print(f"Couldn't describe DB cluster. Here's why: {code}: {message}")
        raise

def check_instance_status(neptune_client, instance_id: str, desired_status: str):
    """
    Polls the status of a Neptune DB instance until it reaches desired_status.
    Uses pagination via describe_db_instances — even for a single instance.

    Raises:
      ClientError: If describe_db_instances fails (e.g., instance not found).
      RuntimeError: If timeout expires before reaching desired status.
    """
    paginator = neptune_client.get_paginator('describe_db_instances')
    start_time = time.time()

    while True:
        try:
            pages = paginator.paginate(DBInstanceIdentifier=instance_id)
            instances = []
            for page in pages:
                instances.extend(page.get('DBInstances', []))

        except ClientError as err:
            code = err.response["Error"]["Code"]
            message = err.response["Error"]["Message"]

            if code == "DBInstanceNotFound":
                print(f"Instance '{instance_id}' not found. Please verify the instance ID.")
            else:
                print(f"Failed to describe DB instance. {code}: {message}")
            raise

        current_status = instances[0].get('DBInstanceStatus') if instances else None
        elapsed = int(time.time() - start_time)

        print(f"\rElapsed: {format_elapsed_time(elapsed)}  Status: {current_status}", end="", flush=True)

        if current_status and current_status.lower() == desired_status.lower():
            print(f"\nInstance '{instance_id}' reached '{desired_status}' in {format_elapsed_time(elapsed)}.")
            return

        if elapsed > TIMEOUT_SECONDS:
            raise RuntimeError(f"Timeout waiting for '{instance_id}' to reach '{desired_status}'")

        time.sleep(POLL_INTERVAL_SECONDS)


def create_db_instance(neptune_client, db_instance_id: str, db_cluster_id: str) -> str:
    try:
        request = {
            'DBInstanceIdentifier': db_instance_id,
            'DBInstanceClass': 'db.r5.large',
            'Engine': 'neptune',
            'DBClusterIdentifier': db_cluster_id
        }

        print(f"Creating Neptune DB Instance: {db_instance_id}")
        response = neptune_client.create_db_instance(**request)

        instance = response.get('DBInstance')
        if not instance or 'DBInstanceIdentifier' not in instance:
            raise RuntimeError("Instance creation succeeded but no ID returned.")

        print(f"Waiting for DB Instance '{db_instance_id}' to become available...")
        waiter = neptune_client.get_waiter('db_instance_available')
        waiter.wait(
            DBInstanceIdentifier=db_instance_id,
            WaiterConfig={'Delay': 30, 'MaxAttempts': 40}
        )

        print(f"DB Instance '{db_instance_id}' is now available.")
        return instance['DBInstanceIdentifier']

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't create DB instance. Here's why: {code}: {message}")
        raise

    except Exception as e:
        print(f"Unexpected error creating DB instance '{db_instance_id}': {e}")
        raise RuntimeError(f"Unexpected error creating DB instance '{db_instance_id}': {e}") from e


def create_db_cluster(neptune_client, db_name: str) -> str:
    """
    Creates a Neptune DB cluster and returns its identifier.

    Args:
        neptune_client (boto3.client): The Neptune client object.
        db_name (str): The desired cluster identifier.

    Returns:
        str: The DB cluster identifier.

    Raises:
        RuntimeError: For any failure or AWS error, with a user-friendly message.
    """
    request = {
        'DBClusterIdentifier': db_name,
        'Engine': 'neptune',
        'DeletionProtection': False,
        'BackupRetentionPeriod': 1
    }

    try:
        response = neptune_client.create_db_cluster(**request)
        cluster = response.get('DBCluster') or {}

        cluster_id = cluster.get('DBClusterIdentifier')
        if not cluster_id:
            raise RuntimeError("Cluster created but no ID returned.")

        print(f"DB Cluster created: {cluster_id}")
        return cluster_id

    except ClientError as e:
        code = e.response["Error"]["Code"]
        message = e.response["Error"]["Message"]

        if code in ("ServiceQuotaExceededException", "DBClusterQuotaExceededFault"):
            raise RuntimeError("You have exceeded the quota for Neptune DB clusters.") from e
        else:
            raise RuntimeError(f"AWS error [{code}]: {message}") from e

    except Exception as e:
        raise RuntimeError(f"Unexpected error creating DB cluster '{db_name}': {e}") from e

def get_subnet_ids(vpc_id: str) -> list[str]:
    ec2_client = boto3.client('ec2')

    describe_subnets_request = {
        'Filters': [{'Name': 'vpc-id', 'Values': [vpc_id]}]
    }

    response = ec2_client.describe_subnets(**describe_subnets_request)
    subnets = response.get('Subnets', [])
    subnet_ids = [subnet['SubnetId'] for subnet in subnets if 'SubnetId' in subnet]
    return subnet_ids


def get_default_vpc_id() -> str:
    ec2_client = boto3.client('ec2')
    describe_vpcs_request = {
        'Filters': [{'Name': 'isDefault', 'Values': ['true']}]
    }

    response = ec2_client.describe_vpcs(**describe_vpcs_request)
    vpcs = response.get('Vpcs', [])
    if not vpcs:
        raise RuntimeError("No default VPC found in this region.")

    default_vpc_id = vpcs[0]['VpcId']
    print(f"Default VPC ID: {default_vpc_id}")
    return default_vpc_id


def create_subnet_group(neptune_client, group_name: str):
    """
    Creates a Neptune DB subnet group and returns its name and ARN.

    Args:
        neptune_client (boto3.client): The Neptune client object.
        group_name (str): The desired name of the subnet group.

    Returns:
        tuple(str, str): (subnet_group_name, subnet_group_arn)

    Raises:
        RuntimeError: For quota errors or other AWS-related failures.
    """
    vpc_id = get_default_vpc_id()
    subnet_ids = get_subnet_ids(vpc_id)

    request = {
        'DBSubnetGroupName': group_name,
        'DBSubnetGroupDescription': 'My Neptune subnet group',
        'SubnetIds': subnet_ids,
        'Tags': [{'Key': 'Environment', 'Value': 'Dev'}]
    }

    try:
        response = neptune_client.create_db_subnet_group(**request)
        sg = response.get("DBSubnetGroup", {})
        name = sg.get("DBSubnetGroupName")
        arn = sg.get("DBSubnetGroupArn")

        if not name or not arn:
            raise RuntimeError("Response missing subnet group name or ARN.")

        print(f"Subnet group created: {name}")
        print(f"ARN: {arn}")
        return name, arn

    except ClientError as e:
        code = e.response["Error"]["Code"]
        msg = e.response["Error"]["Message"]

        if code == "ServiceQuotaExceededException":
            print("Subnet group quota exceeded.")
            raise RuntimeError("Subnet group quota exceeded.") from e
        else:
            print(f"AWS error [{code}]: {msg}")
            raise RuntimeError(f"AWS error [{code}]: {msg}") from e

    except Exception as e:
        print(f"Unexpected error creating subnet group '{group_name}': {e}")
        raise RuntimeError(f"Unexpected error creating subnet group '{group_name}': {e}") from e

def wait_for_input_to_continue():
    input("\nPress <ENTER> to continue...")
    print("Continuing with the program...\n")


def run_scenario(neptune_client, subnet_group_name: str, db_instance_id: str, cluster_name: str):
    print("-" * 88)
    print("1. Create a Neptune DB Subnet Group")
    wait_for_input_to_continue()

    try:
        name, arn = create_subnet_group(neptune_client, subnet_group_name)
        print(f"Subnet group successfully created: {name}")

        print("-" * 88)
        print("2. Create a Neptune Cluster")
        wait_for_input_to_continue()
        db_cluster_id = create_db_cluster(neptune_client, cluster_name)

        print("-" * 88)
        print("3. Create a Neptune DB Instance")
        wait_for_input_to_continue()
        create_db_instance(neptune_client, db_instance_id, cluster_name)

        print("-" * 88)
        print("4. Check the status of the Neptune DB Instance")
        print("""
        Even though you're targeting a single DB instance, 
        describe_db_instances supports pagination and can return multiple pages. 

        Handling paginated responses ensures your method continues to work reliably 
        even if AWS returns large or paged results.
        """)
        wait_for_input_to_continue()
        check_instance_status(neptune_client, db_instance_id, "available")

        print("-" * 88)
        print("5. Show Neptune Cluster details")
        wait_for_input_to_continue()
        describe_db_clusters(neptune_client, db_cluster_id)

        print("-" * 88)
        print("6. Stop the Amazon Neptune cluster")
        print("""
            Boto3 doesn't currently offer a 
            built-in waiter for stop_db_cluster, 
            This example implements a custom polling 
            strategy until the cluster is in a stopped state.
        """)
        wait_for_input_to_continue()
        stop_db_cluster(neptune_client, db_cluster_id)
        check_instance_status(neptune_client, db_instance_id, "stopped")

        print("-" * 88)
        print("7. Start the Amazon Neptune cluster")
        print("""
            Boto3 doesn't currently offer a 
            built-in waiter for start_db_cluster, 
            This example implements a custom polling 
            strategy until the cluster is in an available state.
        """)
        wait_for_input_to_continue()
        start_db_cluster(neptune_client, db_cluster_id)
        wait_for_cluster_status(neptune_client, db_cluster_id, "available")
        check_instance_status(neptune_client, db_instance_id, "available")

        print("All Neptune resources are now available.")
        print("-" * 88)

        print("-" * 88)
        print("8. Delete the Neptune Assets")
        print("Would you like to delete the Neptune Assets? (y/n)")
        del_ans = input().strip().lower()

        if del_ans == "y":
            print("You selected to delete the Neptune assets.")

            delete_db_instance(neptune_client, db_instance_id)
            delete_db_cluster(neptune_client, db_cluster_id)
            delete_db_subnet_group(neptune_client, subnet_group_name)

            print("Neptune resources deleted successfully")

    except ClientError as ce:
        code = ce.response["Error"]["Code"]

        if code in ("DBInstanceNotFound", "DBInstanceNotFoundFault", "ResourceNotFound"):
            print(f"Instance '{db_instance_id}' not found.")
        elif code in ("DBClusterNotFound", "DBClusterNotFoundFault", "ResourceNotFoundFault"):
            print(f"Cluster '{cluster_name}' not found.")
        elif code == "DBSubnetGroupNotFoundFault":
            print(f"Subnet group '{subnet_group_name}' not found.")
        elif code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"AWS error [{code}]: {ce.response['Error']['Message']}")
            raise  # re-raise unexpected errors

    except RuntimeError as re:
        print(f"Runtime error or timeout: {re}")


def main():
    neptune_client = boto3.client('neptune')

    # Customize the following names to match your Neptune setup
    # (You must change these to unique values for your environment)
    subnet_group_name = "neptuneSubnetGroup111"
    cluster_name = "neptuneCluster111"
    db_instance_id = "neptuneDB111"

    print("""
    Amazon Neptune is a fully managed graph database service by AWS...
    Let's get started!
    """)
    wait_for_input_to_continue()
    run_scenario(neptune_client, subnet_group_name, db_instance_id, cluster_name)

    print("""
    Thank you for checking out the Amazon Neptune Service Use demo.
    For more AWS code examples, visit:
    https://docs.aws.amazon.com/code-library/latest/ug/what-is-code-library.html
    """)

if __name__ == "__main__":
    main()
```
+ 有关 API 详细信息，请参阅《AWS SDK for Python (Boto3) API Reference》**中的以下主题。
  + [创建DBCluster](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateDBCluster)
  + [创建DBInstance](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateDBInstance)
  + [创建DBSubnet群组](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateDBSubnetGroup)
  + [CreateGraph](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateGraph)
  + [删除DBCluster](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DeleteDBCluster)
  + [删除DBInstance](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DeleteDBInstance)
  + [删除DBSubnet群组](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DeleteDBSubnetGroup)
  + [描述DBClusters](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DescribeDBClusters)
  + [描述DBInstances](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DescribeDBInstances)
  + [ExecuteGremlinProfileQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteGremlinProfileQuery)
  + [ExecuteGremlinQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteGremlinQuery)
  + [ExecuteOpenCypherExplainQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteOpenCypherExplainQuery)
  + [ExecuteQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteQuery)
  + [启动DBCluster](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/StartDBCluster)
  + [Stop (停止)DBCluster](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/StopDBCluster)

------

# 使用 Neptune 执行的操作 AWS SDKs
<a name="neptune_code_examples_actions"></a>

以下代码示例演示了如何使用执行单个 Neptune 操作。 AWS SDKs每个示例都包含一个指向的链接 GitHub，您可以在其中找到有关设置和运行代码的说明。

这些代码节选调用了 Neptune API，是必须在上下文中运行的大型程序的代码节选。您可以在[Neptune 使用的场景 AWS SDKs](neptune_code_examples_scenarios.md)中结合上下文查看操作。

 以下示例仅包括最常用的操作。有关完整列表，请参阅 [Amazon Neptune API 参考](https://docs.aws.amazon.com/neptune/latest/apiref/Welcome.html)。

**Topics**
+ [`CreateDBCluster`](neptune_example_neptune_CreateDBCluster_section.md)
+ [`CreateDBInstance`](neptune_example_neptune_CreateDBInstance_section.md)
+ [`CreateDBSubnetGroup`](neptune_example_neptune_CreateDBSubnetGroup_section.md)
+ [`CreateGraph`](neptune_example_neptune_CreateGraph_section.md)
+ [`DeleteDBCluster`](neptune_example_neptune_DeleteDBCluster_section.md)
+ [`DeleteDBInstance`](neptune_example_neptune_DeleteDBInstance_section.md)
+ [`DeleteDBSubnetGroup`](neptune_example_neptune_DeleteDBSubnetGroup_section.md)
+ [`DescribeDBClusters`](neptune_example_neptune_DescribeDBClusters_section.md)
+ [`DescribeDBInstances`](neptune_example_neptune_DescribeDBInstances_section.md)
+ [`ExecuteGremlinProfileQuery`](neptune_example_neptune_ExecuteGremlinProfileQuery_section.md)
+ [`ExecuteGremlinQuery`](neptune_example_neptune_ExecuteGremlinQuery_section.md)
+ [`ExecuteOpenCypherExplainQuery`](neptune_example_neptune_ExecuteOpenCypherExplainQuery_section.md)
+ [`ExecuteQuery`](neptune_example_neptune_ExecuteQuery_section.md)
+ [`StartDBCluster`](neptune_example_neptune_StartDBCluster_section.md)
+ [`StopDBCluster`](neptune_example_neptune_StopDBCluster_section.md)

# 与 AWS SDK `CreateDBCluster` 配合使用
<a name="neptune_example_neptune_CreateDBCluster_section"></a>

以下代码示例演示如何使用 `CreateDBCluster`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Creates a new Amazon Neptune DB cluster asynchronously.
     *
     * @param dbName the name of the DB cluster to be created
     * @return a CompletableFuture that, when completed, provides the ID of the created DB cluster
     * @throws CompletionException if the operation fails for any reason, including if the request would exceed the maximum quota
     */
    public CompletableFuture<String> createDBClusterAsync(String dbName) {
        CreateDbClusterRequest request = CreateDbClusterRequest.builder()
                .dbClusterIdentifier(dbName)
                .engine("neptune")
                .deletionProtection(false)
                .backupRetentionPeriod(1)
                .build();

        return getAsyncClient().createDBCluster(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        if (cause instanceof ServiceQuotaExceededException) {
                            throw new CompletionException("The operation was denied because the request would exceed the maximum quota.", cause);
                        }
                        throw new CompletionException("Failed to create Neptune DB cluster: " + exception.getMessage(), exception);
                    }
                })
                .thenApply(response -> {
                    String clusterId = response.dbCluster().dbClusterIdentifier();
                    logger.info("DB Cluster created: " + clusterId);
                    return clusterId;
                });
    }
```
+  有关 API 的详细信息，请参阅DBCluster在 *AWS SDK for Java 2.x API 参考*中[创建](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateDBCluster)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def create_db_cluster(neptune_client, db_name: str) -> str:
    """
    Creates a Neptune DB cluster and returns its identifier.

    Args:
        neptune_client (boto3.client): The Neptune client object.
        db_name (str): The desired cluster identifier.

    Returns:
        str: The DB cluster identifier.

    Raises:
        RuntimeError: For any failure or AWS error, with a user-friendly message.
    """
    request = {
        'DBClusterIdentifier': db_name,
        'Engine': 'neptune',
        'DeletionProtection': False,
        'BackupRetentionPeriod': 1
    }

    try:
        response = neptune_client.create_db_cluster(**request)
        cluster = response.get('DBCluster') or {}

        cluster_id = cluster.get('DBClusterIdentifier')
        if not cluster_id:
            raise RuntimeError("Cluster created but no ID returned.")

        print(f"DB Cluster created: {cluster_id}")
        return cluster_id

    except ClientError as e:
        code = e.response["Error"]["Code"]
        message = e.response["Error"]["Message"]

        if code in ("ServiceQuotaExceededException", "DBClusterQuotaExceededFault"):
            raise RuntimeError("You have exceeded the quota for Neptune DB clusters.") from e
        else:
            raise RuntimeError(f"AWS error [{code}]: {message}") from e

    except Exception as e:
        raise RuntimeError(f"Unexpected error creating DB cluster '{db_name}': {e}") from e
```
+  有关 API 的详细信息，请参阅在 *Python AWS 开发工具包DBCluster中[创建](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateDBCluster) (Boto3) API 参考*。

------

# 与 AWS SDK `CreateDBInstance` 配合使用
<a name="neptune_example_neptune_CreateDBInstance_section"></a>

以下代码示例演示如何使用 `CreateDBInstance`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Creates a new Amazon Neptune DB instance asynchronously.
     *
     * @param dbInstanceId the identifier for the new DB instance
     * @param dbClusterId  the identifier for the DB cluster that the new instance will be a part of
     * @return a {@link CompletableFuture} that completes with the identifier of the newly created DB instance
     * @throws CompletionException if the operation fails, with a cause of either:
     *                             - {@link ServiceQuotaExceededException} if the request would exceed the maximum quota, or
     *                             - a general exception with the failure message
     */
    public CompletableFuture<String> createDBInstanceAsync(String dbInstanceId, String dbClusterId) {
        CreateDbInstanceRequest request = CreateDbInstanceRequest.builder()
                .dbInstanceIdentifier(dbInstanceId)
                .dbInstanceClass("db.r5.large")
                .engine("neptune")
                .dbClusterIdentifier(dbClusterId)
                .build();

        return getAsyncClient().createDBInstance(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        if (cause instanceof ServiceQuotaExceededException) {
                            throw new CompletionException("The operation was denied because the request would exceed the maximum quota.", cause);
                        }
                        throw new CompletionException("Failed to create Neptune DB instance: " + exception.getMessage(), exception);
                    }
                })
                .thenApply(response -> {
                    String instanceId = response.dbInstance().dbInstanceIdentifier();
                    logger.info("Created Neptune DB Instance: " + instanceId);
                    return instanceId;
                });
    }
```
+  有关 API 的详细信息，请参阅DBInstance在 *AWS SDK for Java 2.x API 参考*中[创建](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateDBInstance)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def create_db_instance(neptune_client, db_instance_id: str, db_cluster_id: str) -> str:
    try:
        request = {
            'DBInstanceIdentifier': db_instance_id,
            'DBInstanceClass': 'db.r5.large',
            'Engine': 'neptune',
            'DBClusterIdentifier': db_cluster_id
        }

        print(f"Creating Neptune DB Instance: {db_instance_id}")
        response = neptune_client.create_db_instance(**request)

        instance = response.get('DBInstance')
        if not instance or 'DBInstanceIdentifier' not in instance:
            raise RuntimeError("Instance creation succeeded but no ID returned.")

        print(f"Waiting for DB Instance '{db_instance_id}' to become available...")
        waiter = neptune_client.get_waiter('db_instance_available')
        waiter.wait(
            DBInstanceIdentifier=db_instance_id,
            WaiterConfig={'Delay': 30, 'MaxAttempts': 40}
        )

        print(f"DB Instance '{db_instance_id}' is now available.")
        return instance['DBInstanceIdentifier']

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't create DB instance. Here's why: {code}: {message}")
        raise

    except Exception as e:
        print(f"Unexpected error creating DB instance '{db_instance_id}': {e}")
        raise RuntimeError(f"Unexpected error creating DB instance '{db_instance_id}': {e}") from e
```
+  有关 API 的详细信息，请参阅在 *Python AWS 开发工具包DBInstance中[创建](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateDBInstance) (Boto3) API 参考*。

------

# 与 AWS SDK `CreateDBSubnetGroup` 配合使用
<a name="neptune_example_neptune_CreateDBSubnetGroup_section"></a>

以下代码示例演示如何使用 `CreateDBSubnetGroup`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Creates a new DB subnet group asynchronously.
     *
     * @param groupName the name of the subnet group to create
     * @return a CompletableFuture that, when completed, returns the Amazon Resource Name (ARN) of the created subnet group
     * @throws CompletionException if the operation fails, with a cause that may be a ServiceQuotaExceededException if the request would exceed the maximum quota
     */
    public CompletableFuture<String> createSubnetGroupAsync(String groupName) {

        // Get the Amazon Virtual Private Cloud (VPC) where the Neptune cluster and resources will be created
        String vpcId = getDefaultVpcId();
        logger.info("VPC is : " + vpcId);

        List<String> subnetList = getSubnetIds(vpcId);
        for (String subnetId : subnetList) {
            System.out.println("Subnet group:" +subnetId);
        }

        CreateDbSubnetGroupRequest request = CreateDbSubnetGroupRequest.builder()
                .dbSubnetGroupName(groupName)
                .dbSubnetGroupDescription("Subnet group for Neptune cluster")
                .subnetIds(subnetList)
                .build();

        return getAsyncClient().createDBSubnetGroup(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        if (cause instanceof ServiceQuotaExceededException) {
                            throw new CompletionException("The operation was denied because the request would exceed the maximum quota.", cause);
                        }
                        throw new CompletionException("Failed to create subnet group: " + exception.getMessage(), exception);
                    }
                })
                .thenApply(response -> {
                    String name = response.dbSubnetGroup().dbSubnetGroupName();
                    String arn = response.dbSubnetGroup().dbSubnetGroupArn();
                    logger.info("Subnet group created: " + name);
                    return arn;
                });
    }
```
+  有关 API 的详细信息，请参阅《*AWS SDK for Java 2.x API 参考*》中的 “[创建DBSubnet群组](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateDBSubnetGroup)”。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def create_subnet_group(neptune_client, group_name: str):
    """
    Creates a Neptune DB subnet group and returns its name and ARN.

    Args:
        neptune_client (boto3.client): The Neptune client object.
        group_name (str): The desired name of the subnet group.

    Returns:
        tuple(str, str): (subnet_group_name, subnet_group_arn)

    Raises:
        RuntimeError: For quota errors or other AWS-related failures.
    """
    vpc_id = get_default_vpc_id()
    subnet_ids = get_subnet_ids(vpc_id)

    request = {
        'DBSubnetGroupName': group_name,
        'DBSubnetGroupDescription': 'My Neptune subnet group',
        'SubnetIds': subnet_ids,
        'Tags': [{'Key': 'Environment', 'Value': 'Dev'}]
    }

    try:
        response = neptune_client.create_db_subnet_group(**request)
        sg = response.get("DBSubnetGroup", {})
        name = sg.get("DBSubnetGroupName")
        arn = sg.get("DBSubnetGroupArn")

        if not name or not arn:
            raise RuntimeError("Response missing subnet group name or ARN.")

        print(f"Subnet group created: {name}")
        print(f"ARN: {arn}")
        return name, arn

    except ClientError as e:
        code = e.response["Error"]["Code"]
        msg = e.response["Error"]["Message"]

        if code == "ServiceQuotaExceededException":
            print("Subnet group quota exceeded.")
            raise RuntimeError("Subnet group quota exceeded.") from e
        else:
            print(f"AWS error [{code}]: {msg}")
            raise RuntimeError(f"AWS error [{code}]: {msg}") from e

    except Exception as e:
        print(f"Unexpected error creating subnet group '{group_name}': {e}")
        raise RuntimeError(f"Unexpected error creating subnet group '{group_name}': {e}") from e
```
+  有关 API 的详细信息，请参阅 *Python 版AWS SDK 中[创建DBSubnet群组](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateDBSubnetGroup) (Boto3) API 参考*。

------

# 与 AWS SDK `CreateGraph` 配合使用
<a name="neptune_example_neptune_CreateGraph_section"></a>

以下代码示例演示如何使用 `CreateGraph`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Executes the process of creating a new Neptune graph.
     *
     * @param client        the Neptune graph client used to interact with the Neptune service
     * @param graphName     the name of the graph to be created
     * @throws NeptuneGraphException if an error occurs while creating the graph
     */
    public static void executeCreateGraph(NeptuneGraphClient client, String graphName) {
        try {
            // Create the graph request
            CreateGraphRequest request = CreateGraphRequest.builder()
                    .graphName(graphName)
                    .provisionedMemory(16)
                    .build();

            // Create the graph
            CreateGraphResponse response = client.createGraph(request);

            // Extract the graph name and ARN
            String createdGraphName = response.name();
            String graphArn = response.arn();
            String graphEndpoint = response.endpoint();

            System.out.println("Graph created successfully!");
            System.out.println("Graph Name: " + createdGraphName);
            System.out.println("Graph ARN: " + graphArn);
            System.out.println("Graph Endpoint: " +graphEndpoint );

        } catch (NeptuneGraphException e) {
            System.err.println("Failed to create graph: " + e.awsErrorDetails().errorMessage());
        } finally {
            client.close();
        }
   }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考[CreateGraph](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/CreateGraph)*中的。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
"""
Running this example.

----------------------------------------------------------------------------------
VPC Networking Requirement:
----------------------------------------------------------------------------------
Amazon Neptune must be accessed from **within the same VPC** as the Neptune cluster.
It does not expose a public endpoint, so this code must be executed from:

  - An **AWS Lambda function** configured to run inside the same VPC
  - An **EC2 instance** or **ECS task** running in the same VPC
  - A connected environment such as a **VPN**, **AWS Direct Connect**, or a **peered VPC**

"""

GRAPH_NAME = "sample-analytics-graph"

def main():
    config = Config(retries={"total_max_attempts": 1, "mode": "standard"}, read_timeout=None)
    client = boto3.client("neptune-graph", config=config)
    execute_create_graph(client, GRAPH_NAME)

def execute_create_graph(client, graph_name):
    try:
        print("Creating Neptune graph...")
        response = client.create_graph(
            graphName=graph_name,
            provisionedMemory = 16
        )

        created_graph_name = response.get("name")
        graph_arn = response.get("arn")
        graph_endpoint = response.get("endpoint")

        print("Graph created successfully!")
        print(f"Graph Name: {created_graph_name}")
        print(f"Graph ARN: {graph_arn}")
        print(f"Graph Endpoint: {graph_endpoint}")

    except ClientError as e:
        print(f"Failed to create graph: {e.response['Error']['Message']}")
    except BotoCoreError as e:
        print(f"Failed to create graph: {str(e)}")
    except Exception as e:
        print(f"Unexpected error: {str(e)}")

if __name__ == "__main__":
    main()
```
+  有关 API 的详细信息，请参阅适用[CreateGraph](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/CreateGraph)于 *Python 的AWS SDK (Boto3) API 参考*。

------

# 与 AWS SDK `DeleteDBCluster` 配合使用
<a name="neptune_example_neptune_DeleteDBCluster_section"></a>

以下代码示例演示如何使用 `DeleteDBCluster`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Deletes a DB instance asynchronously.
     *
     * @param clusterId the identifier of the cluster to delete
     * @return a {@link CompletableFuture} that completes when the cluster has been deleted
     */
    public CompletableFuture<Void> deleteDBClusterAsync(String clusterId) {
        DeleteDbClusterRequest request = DeleteDbClusterRequest.builder()
                .dbClusterIdentifier(clusterId)
                .skipFinalSnapshot(true)
                .build();

        return getAsyncClient().deleteDBCluster(request)
                .thenAccept(response -> System.out.println("🗑️ Deleting DB Cluster: " + clusterId));
    }
```
+  有关 API 的详细信息，请参阅DBCluster《*AWS SDK for Java 2.x API 参考*》中的 [“删除”](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DeleteDBCluster)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def delete_db_cluster(neptune_client, cluster_id: str):
    """
    Deletes a Neptune DB cluster and throws exceptions to the caller.

    Args:
        neptune_client (boto3.client): The Neptune client object.
        cluster_id (str): The ID of the Neptune DB cluster to be deleted.

    Raises:
        ClientError: If the delete operation fails.
    """
    request = {
        'DBClusterIdentifier': cluster_id,
        'SkipFinalSnapshot': True
    }

    try:
        print(f"Deleting DB Cluster: {cluster_id}")
        neptune_client.delete_db_cluster(**request)

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "DBClusterNotFoundFault":
            print(f"Cluster '{cluster_id}' not found or already deleted.")
        elif code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't delete DB cluster. {code}: {message}")
        raise
```
+  有关 API 的详细信息，请参阅 *Python DBCluster 版AWS SDK 中[删除](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DeleteDBCluster) (Boto3) API 参考*。

------

# 与 AWS SDK `DeleteDBInstance` 配合使用
<a name="neptune_example_neptune_DeleteDBInstance_section"></a>

以下代码示例演示如何使用 `DeleteDBInstance`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Deletes a DB instance asynchronously.
     *
     * @param instanceId the identifier of the DB instance to be deleted
     * @return a {@link CompletableFuture} that completes when the DB instance has been deleted
     */
    public CompletableFuture<Void> deleteDBInstanceAsync(String instanceId) {
        DeleteDbInstanceRequest request = DeleteDbInstanceRequest.builder()
                .dbInstanceIdentifier(instanceId)
                .skipFinalSnapshot(true)
                .build();

        return getAsyncClient().deleteDBInstance(request)
                .thenAccept(response -> System.out.println("🗑️ Deleting DB Instance: " + instanceId));
    }
```
+  有关 API 的详细信息，请参阅DBInstance《*AWS SDK for Java 2.x API 参考*》中的 [“删除”](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DeleteDBInstance)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def delete_db_instance(neptune_client, instance_id: str):
    """
    Deletes a Neptune DB instance and waits for its deletion to complete.
    Raises exception to be handled by calling code.
    """
    print(f"Initiating deletion of DB Instance: {instance_id}")
    try:
        neptune_client.delete_db_instance(
            DBInstanceIdentifier=instance_id,
            SkipFinalSnapshot=True
        )

        print(f"Waiting for DB Instance '{instance_id}' to be deleted...")
        waiter = neptune_client.get_waiter('db_instance_deleted')
        waiter.wait(
            DBInstanceIdentifier=instance_id,
            WaiterConfig={
                'Delay': 30,
                'MaxAttempts': 40
            }
        )

        print(f"DB Instance '{instance_id}' successfully deleted.")

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "DBInstanceNotFoundFault":
            print(f"Instance '{instance_id}' not found or already deleted.")
        elif code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't delete DB instance. {code}: {message}")
        raise
```
+  有关 API 的详细信息，请参阅 *Python DBInstance 版AWS SDK 中[删除](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DeleteDBInstance) (Boto3) API 参考*。

------

# 与 AWS SDK `DeleteDBSubnetGroup` 配合使用
<a name="neptune_example_neptune_DeleteDBSubnetGroup_section"></a>

以下代码示例演示如何使用 `DeleteDBSubnetGroup`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Deletes a subnet group.
     *
     * @param subnetGroupName the identifier of the subnet group to delete
     * @return a {@link CompletableFuture} that completes when the cluster has been deleted
     */
    public CompletableFuture<Void> deleteDBSubnetGroupAsync(String subnetGroupName) {
        DeleteDbSubnetGroupRequest request = DeleteDbSubnetGroupRequest.builder()
                .dbSubnetGroupName(subnetGroupName)
                .build();

        return getAsyncClient().deleteDBSubnetGroup(request)
                .thenAccept(response -> logger.info("🗑️ Deleting Subnet Group: " + subnetGroupName));
    }
```
+  有关 API 的详细信息，请参阅《*AWS SDK for Java 2.x API 参考*》中的 [“删除DBSubnet群组”](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DeleteDBSubnetGroup)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def delete_db_subnet_group(neptune_client, subnet_group_name):
    """
    Deletes a Neptune DB subnet group synchronously using Boto3.

    Args:
        neptune_client (boto3.client): The Neptune client.
        subnet_group_name (str): The name of the DB subnet group to delete.

    Raises:
        ClientError: If the delete operation fails.
    """
    delete_group_request = {
        'DBSubnetGroupName': subnet_group_name
    }

    try:
        neptune_client.delete_db_subnet_group(**delete_group_request)
        print(f"️ Deleting Subnet Group: {subnet_group_name}")

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "DBSubnetGroupNotFoundFault":
            print(f"Subnet group '{subnet_group_name}' not found or already deleted.")
        elif code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't delete subnet group. {code}: {message}")
        raise
```
+  有关 API 的详细信息，请参阅 *Python AWS SDK 中的[删除DBSubnet群组](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DeleteDBSubnetGroup) (Boto3) API 参考*。

------

# 与 AWS SDK `DescribeDBClusters` 配合使用
<a name="neptune_example_neptune_DescribeDBClusters_section"></a>

以下代码示例演示如何使用 `DescribeDBClusters`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Asynchronously describes the specified Amazon RDS DB cluster.
     *
     * @param clusterId the identifier of the DB cluster to describe
     * @return a {@link CompletableFuture} that completes when the operation is done, or throws a {@link RuntimeException}
     * if an error occurs
     */
    public CompletableFuture<Void> describeDBClustersAsync(String clusterId) {
        DescribeDbClustersRequest request = DescribeDbClustersRequest.builder()
                .dbClusterIdentifier(clusterId)
                .build();

        return getAsyncClient().describeDBClusters(request)
                .thenAccept(response -> {
                    for (DBCluster cluster : response.dbClusters()) {
                        logger.info("Cluster Identifier: " + cluster.dbClusterIdentifier());
                        logger.info("Status: " + cluster.status());
                        logger.info("Engine: " + cluster.engine());
                        logger.info("Engine Version: " + cluster.engineVersion());
                        logger.info("Endpoint: " + cluster.endpoint());
                        logger.info("Reader Endpoint: " + cluster.readerEndpoint());
                        logger.info("Availability Zones: " + cluster.availabilityZones());
                        logger.info("Subnet Group: " + cluster.dbSubnetGroup());
                        logger.info("VPC Security Groups:");
                        cluster.vpcSecurityGroups().forEach(vpcGroup ->
                                logger.info("  - " + vpcGroup.vpcSecurityGroupId()));
                        logger.info("Storage Encrypted: " + cluster.storageEncrypted());
                        logger.info("IAM DB Auth Enabled: " + cluster.iamDatabaseAuthenticationEnabled());
                        logger.info("Backup Retention Period: " + cluster.backupRetentionPeriod() + " days");
                        logger.info("Preferred Backup Window: " + cluster.preferredBackupWindow());
                        logger.info("Preferred Maintenance Window: " + cluster.preferredMaintenanceWindow());
                        logger.info("------");
                    }
                })
                .exceptionally(ex -> {
                    Throwable cause = ex.getCause() != null ? ex.getCause() : ex;

                    if (cause instanceof ResourceNotFoundException) {
                        throw (ResourceNotFoundException) cause;
                    }

                    throw new RuntimeException("Failed to describe the DB cluster: " + cause.getMessage(), cause);
                });
    }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考DBClusters*中的[描述](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DescribeDBClusters)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def describe_db_clusters(neptune_client, cluster_id: str):
    """
    Describes details of a Neptune DB cluster, paginating if needed.

    Args:
        neptune_client (boto3.client): The Neptune client.
        cluster_id (str): The ID of the cluster to describe.

    Raises:
        ClientError: If there's an AWS API error (e.g., cluster not found).
    """
    paginator = neptune_client.get_paginator('describe_db_clusters')

    try:
        pages = paginator.paginate(DBClusterIdentifier=cluster_id)

        found = False
        for page in pages:
            for cluster in page.get('DBClusters', []):
                found = True
                print(f"Cluster Identifier: {cluster.get('DBClusterIdentifier')}")
                print(f"Status: {cluster.get('Status')}")
                print(f"Engine: {cluster.get('Engine')}")
                print(f"Engine Version: {cluster.get('EngineVersion')}")
                print(f"Endpoint: {cluster.get('Endpoint')}")
                print(f"Reader Endpoint: {cluster.get('ReaderEndpoint')}")
                print(f"Availability Zones: {cluster.get('AvailabilityZones')}")
                print(f"Subnet Group: {cluster.get('DBSubnetGroup')}")
                print("VPC Security Groups:")
                for vpc_group in cluster.get('VpcSecurityGroups', []):
                    print(f"  - {vpc_group.get('VpcSecurityGroupId')}")
                print(f"Storage Encrypted: {cluster.get('StorageEncrypted')}")
                print(f"IAM Auth Enabled: {cluster.get('IAMDatabaseAuthenticationEnabled')}")
                print(f"Backup Retention Period: {cluster.get('BackupRetentionPeriod')} days")
                print(f"Preferred Backup Window: {cluster.get('PreferredBackupWindow')}")
                print(f"Preferred Maintenance Window: {cluster.get('PreferredMaintenanceWindow')}")
                print("------")

        if not found:
            # Treat empty response as cluster not found
            raise ClientError(
                {"Error": {"Code": "DBClusterNotFound", "Message": f"No cluster found with ID '{cluster_id}'"}},
                "DescribeDBClusters"
            )

    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        elif code == "DBClusterNotFound":
            print(f"Cluster '{cluster_id}' not found. Please verify the cluster ID.")
        else:
            print(f"Couldn't describe DB cluster. Here's why: {code}: {message}")
        raise
```
+  有关 API 的详细信息，请参阅适用于 *Python 的AWS SDK (Boto3)* API 参考DBClusters中的[描述](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DescribeDBClusters)。

------

# 与 AWS SDK `DescribeDBInstances` 配合使用
<a name="neptune_example_neptune_DescribeDBInstances_section"></a>

以下代码示例演示如何使用 `DescribeDBInstances`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Checks the status of a Neptune instance recursively until the desired status is reached or a timeout occurs.
     *
     * @param instanceId     the ID of the Neptune instance to check
     * @param desiredStatus  the desired status of the Neptune instance
     * @param startTime      the start time of the operation, used to calculate the elapsed time
     * @param future         a {@link CompletableFuture} that will be completed when the desired status is reached
     */
    private void checkStatusRecursive(String instanceId, String desiredStatus, long startTime, CompletableFuture<Void> future) {
        DescribeDbInstancesRequest request = DescribeDbInstancesRequest.builder()
                .dbInstanceIdentifier(instanceId)
                .build();

        getAsyncClient().describeDBInstances(request)
                .whenComplete((response, exception) -> {
                    if (exception != null) {
                        Throwable cause = exception.getCause();
                        future.completeExceptionally(
                                new CompletionException("Error checking Neptune instance status", cause)
                        );
                        return;
                    }

                    List<DBInstance> instances = response.dbInstances();
                    if (instances.isEmpty()) {
                        future.completeExceptionally(new RuntimeException("Instance not found: " + instanceId));
                        return;
                    }

                    String currentStatus = instances.get(0).dbInstanceStatus();
                    long elapsedSeconds = (System.currentTimeMillis() - startTime) / 1000;
                    System.out.printf("\r Elapsed: %-20s  Status: %-20s", formatElapsedTime((int) elapsedSeconds), currentStatus);
                    System.out.flush();

                    if (desiredStatus.equalsIgnoreCase(currentStatus)) {
                        System.out.printf("\r Neptune instance reached desired status '%s' after %s.\n", desiredStatus, formatElapsedTime((int) elapsedSeconds));
                        future.complete(null);
                    } else {
                        CompletableFuture.delayedExecutor(20, TimeUnit.SECONDS)
                                .execute(() -> checkStatusRecursive(instanceId, desiredStatus, startTime, future));
                    }
                });
    }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考DBInstances*中的[描述](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/DescribeDBInstances)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def check_instance_status(neptune_client, instance_id: str, desired_status: str):
    """
    Polls the status of a Neptune DB instance until it reaches desired_status.
    Uses pagination via describe_db_instances — even for a single instance.

    Raises:
      ClientError: If describe_db_instances fails (e.g., instance not found).
      RuntimeError: If timeout expires before reaching desired status.
    """
    paginator = neptune_client.get_paginator('describe_db_instances')
    start_time = time.time()

    while True:
        try:
            pages = paginator.paginate(DBInstanceIdentifier=instance_id)
            instances = []
            for page in pages:
                instances.extend(page.get('DBInstances', []))

        except ClientError as err:
            code = err.response["Error"]["Code"]
            message = err.response["Error"]["Message"]

            if code == "DBInstanceNotFound":
                print(f"Instance '{instance_id}' not found. Please verify the instance ID.")
            else:
                print(f"Failed to describe DB instance. {code}: {message}")
            raise

        current_status = instances[0].get('DBInstanceStatus') if instances else None
        elapsed = int(time.time() - start_time)

        print(f"\rElapsed: {format_elapsed_time(elapsed)}  Status: {current_status}", end="", flush=True)

        if current_status and current_status.lower() == desired_status.lower():
            print(f"\nInstance '{instance_id}' reached '{desired_status}' in {format_elapsed_time(elapsed)}.")
            return

        if elapsed > TIMEOUT_SECONDS:
            raise RuntimeError(f"Timeout waiting for '{instance_id}' to reach '{desired_status}'")

        time.sleep(POLL_INTERVAL_SECONDS)
```
+  有关 API 的详细信息，请参阅适用于 *Python 的AWS SDK (Boto3)* API 参考DBInstances中的[描述](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/DescribeDBInstances)。

------

# 与 AWS SDK `ExecuteGremlinProfileQuery` 配合使用
<a name="neptune_example_neptune_ExecuteGremlinProfileQuery_section"></a>

以下代码示例演示如何使用 `ExecuteGremlinProfileQuery`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Executes a Gremlin query against an Amazon Neptune database using the provided {@link NeptunedataClient}.
     *
     * @param client the {@link NeptunedataClient} instance to use for executing the Gremlin query
     */
    public static void executeGremlinQuery(NeptunedataClient client) {
        try {
            System.out.println("Querying Neptune...");
            ExecuteGremlinQueryRequest request = ExecuteGremlinQueryRequest.builder()
                    .gremlinQuery("g.V().has('code', 'ANC')")
                    .build();

            ExecuteGremlinQueryResponse response = client.executeGremlinQuery(request);

            System.out.println("Full Response:");
            System.out.println(response);

            // Retrieve and print the result
            if (response.result() != null) {
                System.out.println("Query Result:");
                System.out.println(response.result().toString());
            } else {
                System.out.println("No result returned from the query.");
            }
        } catch (NeptunedataException e) {
            System.err.println("Error calling Neptune: " + e.awsErrorDetails().errorMessage());
        } catch (Exception e) {
            System.err.println("Unexpected error: " + e.getMessage());
        } finally {
            client.close();
        }
    }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考[ExecuteGremlinProfileQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteGremlinProfileQuery)*中的。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
# Replace this with your actual Neptune endpoint
NEPTUNE_ENDPOINT = "https://[Specify Endpoint]:8182"

def main():
    """
    Entry point of the program. Initializes the Neptune client and executes the Gremlin query.
    """
    config = Config(connect_timeout=10, read_timeout=30, retries={'max_attempts': 3})

    neptune_client = boto3.client(
        "neptunedata",
        endpoint_url=NEPTUNE_ENDPOINT,
        config=config
    )

    execute_gremlin_query(neptune_client)


def execute_gremlin_query(neptune_client):
    """
    Executes a Gremlin query against an Amazon Neptune database.
    """
    try:
        print("Querying Neptune...")

        response = neptune_client.execute_gremlin_explain_query(
            gremlinQuery="g.V().has('code', 'ANC')"
        )

        print("Full Response:")
        print(response['output'].read().decode('UTF-8'))

    except ClientError as e:
        print(f"Error calling Neptune: {e.response['Error']['Message']}")
    except BotoCoreError as e:
        print(f"BotoCore error: {str(e)}")
    except Exception as e:
        print(f"Unexpected error: {str(e)}")


if __name__ == "__main__":
    main()
```
+  有关 API 的详细信息，请参阅适用[ExecuteGremlinProfileQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteGremlinProfileQuery)于 *Python 的AWS SDK (Boto3) API 参考*。

------

# 与 AWS SDK `ExecuteGremlinQuery` 配合使用
<a name="neptune_example_neptune_ExecuteGremlinQuery_section"></a>

以下代码示例演示如何使用 `ExecuteGremlinQuery`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Executes a Gremlin PROFILE query using the provided NeptunedataClient.
     *
     * @param client The NeptunedataClient instance to be used for executing the Gremlin PROFILE query.
     */
    private static void executeGremlinProfileQuery(NeptunedataClient client) {
        System.out.println("Executing Gremlin PROFILE query...");

        ExecuteGremlinProfileQueryRequest request = ExecuteGremlinProfileQueryRequest.builder()
                .gremlinQuery("g.V().has('code', 'ANC')")
                .build();

        ExecuteGremlinProfileQueryResponse response = client.executeGremlinProfileQuery(request);
        if (response.output() != null) {
            System.out.println("Query Profile Output:");
            System.out.println(response.output());
        } else {
            System.out.println("No output returned from the profile query.");
        }
    }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考[ExecuteGremlinQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteGremlinQuery)*中的。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
"""
Running this example.

----------------------------------------------------------------------------------
VPC Networking Requirement:
----------------------------------------------------------------------------------
Amazon Neptune must be accessed from **within the same VPC** as the Neptune cluster.
It does not expose a public endpoint, so this code must be executed from:

  - An **AWS Lambda function** configured to run inside the same VPC
  - An **EC2 instance** or **ECS task** running in the same VPC
  - A connected environment such as a **VPN**, **AWS Direct Connect**, or a **peered VPC**

"""

# Replace with your actual Neptune endpoint
NEPTUNE_ENDPOINT = "https://[Specify-Your-Endpoint]:8182"

def main():
    """
    Entry point of the program. Initializes the Neptune client and runs both EXPLAIN and PROFILE queries.
    """
    config = Config(connect_timeout=10, read_timeout=30, retries={'max_attempts': 3})

    neptune_client = boto3.client(
        "neptunedata",
        endpoint_url=NEPTUNE_ENDPOINT,
        config=config
    )

    try:
        run_profile_query(neptune_client)
    except ClientError as e:
        print(f"Neptune error: {e.response['Error']['Message']}")
    except BotoCoreError as e:
        print(f"BotoCore error: {str(e)}")
    except Exception as e:
        print(f"Unexpected error: {str(e)}")

def run_profile_query(neptune_client):
    """
    Runs a PROFILE query on the Neptune graph database.
    """
    print("Running Gremlin PROFILE query...")

    try:
        response = neptune_client.execute_gremlin_profile_query(
            gremlinQuery="g.V().has('code', 'ANC')"
        )
        print("Profile Query Result:")
        output = response.get("output")
        if output:
            print(output.read().decode('utf-8'))
        else:
            print("No explain output returned.")
    except Exception as e:
        print(f"Failed to execute PROFILE query: {str(e)}")


if __name__ == "__main__":
    main()
```
+  有关 API 的详细信息，请参阅适用[ExecuteGremlinQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteGremlinQuery)于 *Python 的AWS SDK (Boto3) API 参考*。

------

# 与 AWS SDK `ExecuteOpenCypherExplainQuery` 配合使用
<a name="neptune_example_neptune_ExecuteOpenCypherExplainQuery_section"></a>

以下代码示例演示如何使用 `ExecuteOpenCypherExplainQuery`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Executes an OpenCypher EXPLAIN query using the provided Neptune data client.
     *
     * @param client The Neptune data client to use for the query execution.
     */
    public static void executeGremlinQuery(NeptunedataClient client) {
        try {
            System.out.println("Executing OpenCypher EXPLAIN query...");
            ExecuteOpenCypherExplainQueryRequest request = ExecuteOpenCypherExplainQueryRequest.builder()
                    .openCypherQuery("MATCH (n {code: 'ANC'}) RETURN n")
                    .explainMode("debug")
                    .build();

            ExecuteOpenCypherExplainQueryResponse response = client.executeOpenCypherExplainQuery(request);

            if (response.results() != null) {
                System.out.println("Explain Results:");
                System.out.println(response.results().asUtf8String());
            } else {
                System.out.println("No explain results returned.");
            }

        } catch (NeptunedataException e) {
            System.err.println("Neptune error: " + e.awsErrorDetails().errorMessage());
        } catch (Exception e) {
            System.err.println("Unexpected error: " + e.getMessage());
        } finally {
            client.close();
        }
    }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考[ExecuteOpenCypherExplainQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteOpenCypherExplainQuery)*中的。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
# Replace with your actual Neptune endpoint URL
NEPTUNE_ENDPOINT = "https://<your-neptune-endpoint>:8182"

def main():
    """
    Entry point: Create Neptune client and execute different OpenCypher queries.
    """
    config = Config(connect_timeout=10, read_timeout=30, retries={'max_attempts': 3})

    neptune_client = boto3.client(
        "neptunedata",
        endpoint_url=NEPTUNE_ENDPOINT,
        config=config
    )

    execute_open_cypher_query_without_params(neptune_client)
    execute_open_cypher_query_with_params(neptune_client)
    execute_open_cypher_explain_query(neptune_client)

def execute_open_cypher_query_without_params(client):
    """
    Executes a simple OpenCypher query without parameters.
    """
    try:
        print("\nRunning OpenCypher query without parameters...")
        resp = client.execute_open_cypher_query(
            openCypherQuery="MATCH (n {code: 'ANC'}) RETURN n"
        )
        print("Results:")
        print(resp['results'])

    except Exception as e:
        print(f"Error in simple OpenCypher query: {str(e)}")


def execute_open_cypher_query_with_params(client):
    """
    Executes an OpenCypher query using parameters.
    """
    try:
        print("\nRunning OpenCypher query with parameters...")
        parameters = {'code': 'ANC'}
        resp = client.execute_open_cypher_query(
            openCypherQuery="MATCH (n {code: $code}) RETURN n",
            parameters=json.dumps(parameters)
        )
        print("Results:")
        print(resp['results'])

    except Exception as e:
        print(f"Error in parameterized OpenCypher query: {str(e)}")

def execute_open_cypher_explain_query(client):
    """
    Runs an OpenCypher EXPLAIN query in debug mode.
    """
    try:
        print("\nRunning OpenCypher EXPLAIN query (debug mode)...")
        resp = client.execute_open_cypher_explain_query(
            openCypherQuery="MATCH (n {code: 'ANC'}) RETURN n",
            explainMode="details"
        )
        results = resp.get('results')
        if results is None:
            print("No explain results returned.")
        else:
            try:
                print("Explain Results:")
                print(results.read().decode('UTF-8'))
            except Exception as e:
                print(f"Error in OpenCypher EXPLAIN query: {str(e)}")

    except ClientError as e:
        print(f"Neptune error: {e.response['Error']['Message']}")
    except BotoCoreError as e:
        print(f"BotoCore error: {str(e)}")
    except Exception as e:
        print(f"Unexpected error: {str(e)}")


if __name__ == "__main__":
    main()
```
+  有关 API 的详细信息，请参阅适用[ExecuteOpenCypherExplainQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteOpenCypherExplainQuery)于 *Python 的AWS SDK (Boto3) API 参考*。

------

# 与 AWS SDK `ExecuteQuery` 配合使用
<a name="neptune_example_neptune_ExecuteQuery_section"></a>

以下代码示例演示如何使用 `ExecuteQuery`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Executes a Gremlin profile query on the Neptune Analytics graph.
     *
     * @param client       the {@link NeptuneGraphClient} instance to use for the query
     * @param graphId      the identifier of the graph to execute the query on
     *
     * @throws NeptuneGraphException if an error occurs while executing the query on the Neptune Graph
     * @throws Exception if an unexpected error occurs
     */
    public static void executeGremlinProfileQuery(NeptuneGraphClient client, String graphId) {

        try {
            System.out.println("Running openCypher query on Neptune Analytics...");

            ExecuteQueryRequest request = ExecuteQueryRequest.builder()
                    .graphIdentifier(graphId)
                    .queryString("MATCH (n {code: 'ANC'}) RETURN n")
                    .language("OPEN_CYPHER")
                    .build();

            ResponseInputStream<ExecuteQueryResponse> response = client.executeQuery(request);
            try (BufferedReader reader = new BufferedReader(new InputStreamReader(response, StandardCharsets.UTF_8))) {
                String result = reader.lines().collect(Collectors.joining("\n"));
                System.out.println("Query Result:");
                System.out.println(result);
            } catch (Exception e) {
                System.err.println("Error reading response: " + e.getMessage());
            }

        } catch (NeptuneGraphException e) {
            System.err.println("NeptuneGraph error: " + e.awsErrorDetails().errorMessage());
        } catch (Exception e) {
            System.err.println("Unexpected error: " + e.getMessage());
        } finally {
            client.close();
        }
    }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考[ExecuteQuery](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/ExecuteQuery)*中的。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
"""
Running this example.

----------------------------------------------------------------------------------
VPC Networking Requirement:
----------------------------------------------------------------------------------
Amazon Neptune must be accessed from **within the same VPC** as the Neptune cluster.
It does not expose a public endpoint, so this code must be executed from:

  - An **AWS Lambda function** configured to run inside the same VPC
  - An **EC2 instance** or **ECS task** running in the same VPC
  - A connected environment such as a **VPN**, **AWS Direct Connect**, or a **peered VPC**
"""

GRAPH_ID = "<your-graph-id>"

def main():
    config = Config(retries={"total_max_attempts": 1, "mode": "standard"}, read_timeout=None)
    client = boto3.client("neptune-graph", config=config)

    try:
        print("\n--- Running OpenCypher query without parameters ---")
        run_open_cypher_query(client, GRAPH_ID)

        print("\n--- Running OpenCypher query with parameters ---")
        run_open_cypher_query_with_params(client, GRAPH_ID)

        print("\n--- Running OpenCypher explain query ---")
        run_open_cypher_explain_query(client, GRAPH_ID)

    except Exception as e:
        print(f"Unexpected error in main: {e}")

def run_open_cypher_query(client, graph_id):
    """
    Run an OpenCypher query without parameters.
    """
    try:
        resp = client.execute_query(
            graphIdentifier=graph_id,
            queryString="MATCH (n {code: 'ANC'}) RETURN n",
            language='OPEN_CYPHER'
        )
        print(resp['payload'].read().decode('UTF-8'))

    except client.exceptions.InternalServerException as e:
        print(f"InternalServerException: {e.response['Error']['Message']}")
    except ClientError as e:
        print(f"ClientError: {e.response['Error']['Message']}")
    except Exception as e:  # <--- ADD THIS BLOCK
        print(f"Unexpected error: {e}")

def run_open_cypher_query_with_params(client, graph_id):
    """
    Run an OpenCypher query with parameters.
    """
    try:
        parameters = {'code': 'ANC'}
        resp = client.execute_query(
            graphIdentifier=graph_id,
            queryString="MATCH (n {code: $code}) RETURN n",
            language='OPEN_CYPHER',
            parameters=parameters
        )
        print(resp['payload'].read().decode('UTF-8'))

    except client.exceptions.InternalServerException as e:
        print(f"InternalServerException: {e.response['Error']['Message']}")
    except ClientError as e:
        print(f"ClientError: {e.response['Error']['Message']}")
    except Exception as e:  # <--- ADD THIS BLOCK
        print(f"Unexpected error: {e}")

def run_open_cypher_explain_query(client, graph_id):
    """
    Run an OpenCypher explain query (explainMode = "debug").
    """
    try:
        resp = client.execute_query(
            graphIdentifier=graph_id,
            queryString="MATCH (n {code: 'ANC'}) RETURN n",
            language='OPEN_CYPHER',
            explainMode='DETAILS'
        )
        print(resp['payload'].read().decode('UTF-8'))

    except ClientError as e:
        print(f"Neptune error: {e.response['Error']['Message']}")
    except BotoCoreError as e:
        print(f"Unexpected Boto3 error: {str(e)}")
    except Exception as e:  # <-- Add this generic catch
        print(f"Unexpected error: {str(e)}")

if __name__ == "__main__":
    main()
```
+  有关 API 的详细信息，请参阅适用[ExecuteQuery](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/ExecuteQuery)于 *Python 的AWS SDK (Boto3) API 参考*。

------

# 与 AWS SDK `StartDBCluster` 配合使用
<a name="neptune_example_neptune_StartDBCluster_section"></a>

以下代码示例演示如何使用 `StartDBCluster`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Starts an Amazon Neptune DB cluster.
     *
     * @param clusterIdentifier the unique identifier of the DB cluster to be stopped
     */
    public CompletableFuture<StartDbClusterResponse> startDBClusterAsync(String clusterIdentifier) {
        StartDbClusterRequest clusterRequest = StartDbClusterRequest.builder()
                .dbClusterIdentifier(clusterIdentifier)
                .build();

        return getAsyncClient().startDBCluster(clusterRequest)
                .whenComplete((response, error) -> {
                    if (error != null) {
                        Throwable cause = error.getCause() != null ? error.getCause() : error;

                        if (cause instanceof ResourceNotFoundException) {
                            throw (ResourceNotFoundException) cause;
                        }

                        throw new RuntimeException("Failed to start DB cluster: " + cause.getMessage(), cause);
                    } else {
                        logger.info("DB Cluster starting: " + clusterIdentifier);
                    }
                });
    }
```
+  有关 API 的详细信息，请参阅DBCluster《*AWS SDK for Java 2.x API 参考*》中的 “[开始](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/StartDBCluster)”。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def start_db_cluster(neptune_client, cluster_identifier: str):
    """
    Starts an Amazon Neptune DB cluster and waits until it reaches 'available'.

    Args:
        neptune_client (boto3.client): The Neptune client.
        cluster_identifier (str): The DB cluster identifier.

    Raises:
        ClientError: Propagates AWS API issues like resource not found.
        RuntimeError: If cluster doesn't reach 'available' within timeout.
    """
    try:
        # Initial wait in case the cluster was just stopped
        time.sleep(30)
        neptune_client.start_db_cluster(DBClusterIdentifier=cluster_identifier)
    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't start DB cluster. Here's why: {code}: {message}")
        raise

    start_time = time.time()
    paginator = neptune_client.get_paginator('describe_db_clusters')

    while True:
        try:
            pages = paginator.paginate(DBClusterIdentifier=cluster_identifier)
            clusters = []
            for page in pages:
                clusters.extend(page.get('DBClusters', []))
        except ClientError as err:
            code = err.response["Error"]["Code"]
            message = err.response["Error"]["Message"]

            if code == "DBClusterNotFound":
                print(f"Cluster '{cluster_identifier}' not found while polling. It may have been deleted.")
            else:
                print(f"Couldn't describe DB cluster. Here's why: {code}: {message}")
            raise

        status = clusters[0].get('Status') if clusters else None
        elapsed = time.time() - start_time

        print(f"\rElapsed: {int(elapsed)}s – Cluster status: {status}", end="", flush=True)

        if status and status.lower() == 'available':
            print(f"\n🎉 Cluster '{cluster_identifier}' is available.")
            return

        if elapsed > TIMEOUT_SECONDS:
            raise RuntimeError(f"Timeout waiting for cluster '{cluster_identifier}' to become available.")

        time.sleep(POLL_INTERVAL_SECONDS)
```
+  有关 API 的详细信息，请参阅 *Python AWS SDK [入DBCluster](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/StartDBCluster)门 (Boto3) API 参考*。

------

# 与 AWS SDK `StopDBCluster` 配合使用
<a name="neptune_example_neptune_StopDBCluster_section"></a>

以下代码示例演示如何使用 `StopDBCluster`。

操作示例是大型程序的代码摘录，必须在上下文中运行。在以下代码示例中，您可以查看此操作的上下文：
+  [了解基本功能](neptune_example_neptune_Scenario_section.md) 

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
    /**
     * Stops an Amazon Neptune DB cluster.
     *
     * @param clusterIdentifier the unique identifier of the DB cluster to be stopped
     */
    public CompletableFuture<StopDbClusterResponse> stopDBClusterAsync(String clusterIdentifier) {
        StopDbClusterRequest clusterRequest = StopDbClusterRequest.builder()
                .dbClusterIdentifier(clusterIdentifier)
                .build();

        return getAsyncClient().stopDBCluster(clusterRequest)
                .whenComplete((response, error) -> {
                    if (error != null) {
                        Throwable cause = error.getCause() != null ? error.getCause() : error;

                        if (cause instanceof ResourceNotFoundException) {
                            throw (ResourceNotFoundException) cause;
                        }

                        throw new RuntimeException("Failed to stop DB cluster: " + cause.getMessage(), cause);
                    } else {
                        logger.info("DB Cluster stopped: " + clusterIdentifier);
                    }
                });
    }
```
+  有关 API 的详细信息，请参阅 *AWS SDK for Java 2.x API 参考DBCluster*中的[停止](https://docs.aws.amazon.com/goto/SdkForJavaV2/neptune-2014-10-31/StopDBCluster)。

------
#### [ Python ]

**适用于 Python 的 SDK（Boto3）**  
 还有更多相关信息 GitHub。在 [AWS 代码示例存储库](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/neptune#code-examples)中查找完整示例，了解如何进行设置和运行。

```
def stop_db_cluster(neptune_client, cluster_identifier: str):
    """
    Stops an Amazon Neptune DB cluster and waits until it's fully stopped.

    Args:
        neptune_client (boto3.client): The Neptune client.
        cluster_identifier (str): The DB cluster identifier.

    Raises:
        ClientError: For AWS API errors (e.g., resource not found).
        RuntimeError: If the cluster doesn't stop within the timeout.
    """
    try:
        neptune_client.stop_db_cluster(DBClusterIdentifier=cluster_identifier)
    except ClientError as err:
        code = err.response["Error"]["Code"]
        message = err.response["Error"]["Message"]

        if code == "AccessDeniedException":
            print("Access denied. Please ensure you have the necessary permissions.")
        else:
            print(f"Couldn't stop DB cluster. Here's why: {code}: {message}")
        raise

    start_time = time.time()
    paginator = neptune_client.get_paginator('describe_db_clusters')

    while True:
        try:
            pages = paginator.paginate(DBClusterIdentifier=cluster_identifier)
            clusters = []
            for page in pages:
                clusters.extend(page.get('DBClusters', []))
        except ClientError as err:
            code = err.response["Error"]["Code"]
            message = err.response["Error"]["Message"]

            if code == "DBClusterNotFound":
                print(f"Cluster '{cluster_identifier}' not found while polling. It may have been deleted.")
            else:
                print(f"Couldn't describe DB cluster. Here's why: {code}: {message}")
            raise

        status = clusters[0].get('Status') if clusters else None
        elapsed = time.time() - start_time

        print(f"\rElapsed: {int(elapsed)}s – Cluster status: {status}", end="", flush=True)

        if status and status.lower() == 'stopped':
            print(f"\nCluster '{cluster_identifier}' is now stopped.")
            return

        if elapsed > TIMEOUT_SECONDS:
            raise RuntimeError(f"Timeout waiting for cluster '{cluster_identifier}' to stop.")

        time.sleep(POLL_INTERVAL_SECONDS)
```
+  有关 API 的详细信息，请参阅 [Stop DBCluster in f](https://docs.aws.amazon.com/goto/boto3/neptune-2014-10-31/StopDBCluster) or *Python AWS SDK (Boto3) API 参考*。

------

# Neptune 使用的场景 AWS SDKs
<a name="neptune_code_examples_scenarios"></a>

以下代码示例向您展示了如何使用在 Neptune 中实现常见场景。 AWS SDKs这些场景向您展示了如何通过调用 Neptune 中的多个函数或与其他 AWS 服务结合来完成特定任务。每个场景都包含完整源代码的链接，您可以在其中找到有关如何设置和运行代码的说明。

场景以中等水平的经验为目标，可帮助您结合具体环境了解服务操作。

**Topics**
+ [使用 Neptune API 查询图形数据](neptune_example_cross_Neptune_Query_section.md)

# 使用 Amazon Neptune API 开发查询图形数据的 Lambda 函数
<a name="neptune_example_cross_Neptune_Query_section"></a>

以下代码示例展示了如何使用 Neptune API 查询图形数据。

------
#### [ Java ]

**适用于 Java 的 SDK 2.x**  
 展示如何使用 Amazon Neptune Java API 创建查询 VPC 内的图形数据的 Lambda 函数。  
 有关如何设置和运行的完整源代码和说明，请参阅上的完整示例[GitHub](https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/javav2/usecases/creating_neptune_lambda)。  

**本示例中使用的服务**
+ Lambda
+ Neptune

------