使用客户端库在 Pub/Sub 中发布和接收消息

利用 Pub/Sub 服务,应用能够可靠、快速地异步交换消息。以下是事件序列:

  1. 具体过程为:数据提供方将消息发布到 Pub/Sub 主题;
  2. 订阅者客户端会创建对该主题的订阅,并处理来自该订阅的消息。

您可以使用以下任一方法设置 Pub/Sub 环境: Google Cloud 控制台、Cloud Shell、客户端库或 REST API。本页面介绍如何开始使用客户端库发布 Pub/Sub 消息。

Pub/Sub 提供高级和低级自动生成的客户端库。默认情况下,如本快速入门中所述,我们建议使用高级客户端库。


如需在 Google Cloud 控制台中直接遵循有关此任务的分步指导,请点击操作演示

操作演示


准备工作

  1. Sign in to your Google Cloud account. If you're new to Google Cloud, create an account to evaluate how our products perform in real-world scenarios. New customers also get $300 in free credits to run, test, and deploy workloads.
  2. Install the Google Cloud CLI.

  3. 如果您使用的是外部身份提供方 (IdP),则必须先 使用联合身份登录 gcloud CLI

  4. 如需初始化 gcloud CLI,请运行以下命令:

    gcloud init
  5. Create or select a Google Cloud project.

    • Create a Google Cloud project:

      gcloud projects create PROJECT_ID

      Replace PROJECT_ID with a name for the Google Cloud project you are creating.

    • Select the Google Cloud project that you created:

      gcloud config set project PROJECT_ID

      Replace PROJECT_ID with your Google Cloud project name.

  6. Verify that billing is enabled for your Google Cloud project.

  7. Enable the Pub/Sub API:

    gcloud services enable pubsub.googleapis.com
  8. Create local authentication credentials for your user account:

    gcloud auth application-default login

    If an authentication error is returned, and you are using an external identity provider (IdP), confirm that you have signed in to the gcloud CLI with your federated identity.

  9. Grant roles to your user account. Run the following command once for each of the following IAM roles: roles/pubsub.admin

    gcloud projects add-iam-policy-binding PROJECT_ID --member="user:USER_IDENTIFIER" --role=ROLE

    Replace the following:

    • PROJECT_ID: your project ID.
    • USER_IDENTIFIER: the identifier for your user account—for example, [email protected].
    • ROLE: the IAM role that you grant to your user account.
  10. Install the Google Cloud CLI.

  11. 如果您使用的是外部身份提供方 (IdP),则必须先 使用联合身份登录 gcloud CLI

  12. 如需初始化 gcloud CLI,请运行以下命令:

    gcloud init
  13. Create or select a Google Cloud project.

    • Create a Google Cloud project:

      gcloud projects create PROJECT_ID

      Replace PROJECT_ID with a name for the Google Cloud project you are creating.

    • Select the Google Cloud project that you created:

      gcloud config set project PROJECT_ID

      Replace PROJECT_ID with your Google Cloud project name.

  14. Verify that billing is enabled for your Google Cloud project.

  15. Enable the Pub/Sub API:

    gcloud services enable pubsub.googleapis.com
  16. Create local authentication credentials for your user account:

    gcloud auth application-default login

    If an authentication error is returned, and you are using an external identity provider (IdP), confirm that you have signed in to the gcloud CLI with your federated identity.

  17. Grant roles to your user account. Run the following command once for each of the following IAM roles: roles/pubsub.admin

    gcloud projects add-iam-policy-binding PROJECT_ID --member="user:USER_IDENTIFIER" --role=ROLE

    Replace the following:

    • PROJECT_ID: your project ID.
    • USER_IDENTIFIER: the identifier for your user account—for example, [email protected].
    • ROLE: the IAM role that you grant to your user account.
  18. 安装客户端库

    以下示例向您展示了如何安装客户端库:

    Python

    如需详细了解如何设置 Python 开发环境,请参阅 Python 开发环境设置指南

    # ensure that you are using virtualenv
    # as described in the python dev setup guide

    pip install --upgrade google-cloud-pubsub

    C++

    如需详细了解如何安装 C++ 库,请参阅 GitHub README

    C#

    Install-Package Google.Cloud.PubSub.V1 -Pre

    Go

    go get cloud.google.com/go/pubsub

    Java

    If you are using Maven, add the following to your pom.xml file. For more information about BOMs, see The Google Cloud Platform Libraries BOM.

    <dependencyManagement>
      <dependencies>
        <dependency>
          <groupId>com.google.cloud</groupId>
          <artifactId>libraries-bom</artifactId>
          <version>26.64.0</version>
          <type>pom</type>
          <scope>import</scope>
        </dependency>
      </dependencies>
    </dependencyManagement>
    
    <dependencies>
      <dependency>
        <groupId>com.google.cloud</groupId>
        <artifactId>google-cloud-pubsub</artifactId>
      </dependency>
    
    </dependencies>
    

    If you are using Gradle, add the following to your dependencies:

    implementation platform('com.google.cloud:libraries-bom:26.64.0')
    
    implementation 'com.google.cloud:google-cloud-pubsub'

    If you are using sbt, add the following to your dependencies:

    libraryDependencies += "com.google.cloud" % "google-cloud-pubsub" % "1.141.1"

    If you're using Visual Studio Code, IntelliJ, or Eclipse, you can add client libraries to your project using the following IDE plugins:

    The plugins provide additional functionality, such as key management for service accounts. Refer to each plugin's documentation for details.

    Node.js

    npm install @google-cloud/pubsub

    PHP

    composer require google/cloud-pubsub

    Ruby

    gem install google-cloud-pubsub

    创建主题和订阅

    创建主题后,您可以订阅该主题或向其发布消息。

    使用以下 gcloud pubsub topics create 命令创建名为 my-topic 的主题。请勿更改主题的名称,因为本教程的其余部分会引用该名称。

    gcloud pubsub topics create my-topic

    使用 gcloud pubsub subscriptions create 命令创建订阅。订阅者应用只能获取创建订阅后发布到该主题的消息。

    gcloud pubsub subscriptions create my-sub --topic my-topic

    如需详细了解如何命名您的主题和订阅,请参阅资源名称

    发布消息

    在运行以下示例之前,请确保您已取消注释代码中标记的所有必需值并填写相应的值。这是将示例关联到您的项目和之前创建的 Pub/Sub 资源所必需的。

    请使用 my-topic 作为主题 ID。

    Python

    from google.cloud import pubsub_v1
    
    # TODO(developer)
    # project_id = "your-project-id"
    # topic_id = "your-topic-id"
    
    publisher = pubsub_v1.PublisherClient()
    # The `topic_path` method creates a fully qualified identifier
    # in the form `projects/{project_id}/topics/{topic_id}`
    topic_path = publisher.topic_path(project_id, topic_id)
    
    for n in range(1, 10):
        data_str = f"Message number {n}"
        # Data must be a bytestring
        data = data_str.encode("utf-8")
        # When you publish a message, the client returns a future.
        future = publisher.publish(topic_path, data)
        print(future.result())
    
    print(f"Published messages to {topic_path}.")

    C++

    #include "google/cloud/pubsub/publisher.h"
    #include <iostream>
    
    int main(int argc, char* argv[]) try {
      if (argc != 3) {
        std::cerr << "Usage: " << argv[0] << " <project-id> <topic-id>\n";
        return 1;
      }
    
      std::string const project_id = argv[1];
      std::string const topic_id = argv[2];
    
      // Create a namespace alias to make the code easier to read.
      namespace pubsub = ::google::cloud::pubsub;
    
      auto publisher = pubsub::Publisher(
          pubsub::MakePublisherConnection(pubsub::Topic(project_id, topic_id)));
      auto id =
          publisher
              .Publish(pubsub::MessageBuilder{}.SetData("Hello World!").Build())
              .get();
      if (!id) throw std::move(id).status();
      std::cout << "Hello World published with id=" << *id << "\n";
    
      return 0;
    } catch (google::cloud::Status const& status) {
      std::cerr << "google::cloud::Status thrown: " << status << "\n";
      return 1;
    }

    C#

    
    using Google.Cloud.PubSub.V1;
    using System;
    using System.Collections.Generic;
    using System.Linq;
    using System.Threading;
    using System.Threading.Tasks;
    
    public class PublishMessagesAsyncSample
    {
        public async Task<int> PublishMessagesAsync(string projectId, string topicId, IEnumerable<string> messageTexts)
        {
            TopicName topicName = TopicName.FromProjectTopic(projectId, topicId);
            PublisherClient publisher = await PublisherClient.CreateAsync(topicName);
    
            int publishedMessageCount = 0;
            var publishTasks = messageTexts.Select(async text =>
            {
                try
                {
                    string message = await publisher.PublishAsync(text);
                    Console.WriteLine($"Published message {message}");
                    Interlocked.Increment(ref publishedMessageCount);
                }
                catch (Exception exception)
                {
                    Console.WriteLine($"An error occurred when publishing message {text}: {exception.Message}");
                }
            });
            await Task.WhenAll(publishTasks);
            return publishedMessageCount;
        }
    }

    Go

    import (
    	"context"
    	"fmt"
    	"io"
    
    	"cloud.google.com/go/pubsub/v2"
    )
    
    func publish(w io.Writer, projectID, topicID, msg string) error {
    	// projectID := "my-project-id"
    	// topicID := "my-topic"
    	// msg := "Hello World"
    	ctx := context.Background()
    	client, err := pubsub.NewClient(ctx, projectID)
    	if err != nil {
    		return fmt.Errorf("pubsub: NewClient: %w", err)
    	}
    	defer client.Close()
    
    	// client.Publisher can be passed a topic ID (e.g. "my-topic") or
    	// a fully qualified name (e.g. "projects/my-project/topics/my-topic").
    	// If a topic ID is provided, the project ID from the client is used.
    	// Reuse this publisher for all publish calls to send messages in batches.
    	publisher := client.Publisher(topicID)
    	result := publisher.Publish(ctx, &pubsub.Message{
    		Data: []byte(msg),
    	})
    	// Block until the result is returned and a server-generated
    	// ID is returned for the published message.
    	id, err := result.Get(ctx)
    	if err != nil {
    		return fmt.Errorf("pubsub: result.Get: %w", err)
    	}
    	fmt.Fprintf(w, "Published a message; msg ID: %v\n", id)
    	return nil
    }
    

    Java

    
    import com.google.api.core.ApiFuture;
    import com.google.cloud.pubsub.v1.Publisher;
    import com.google.protobuf.ByteString;
    import com.google.pubsub.v1.PubsubMessage;
    import com.google.pubsub.v1.TopicName;
    import java.io.IOException;
    import java.util.concurrent.ExecutionException;
    import java.util.concurrent.TimeUnit;
    
    public class PublisherExample {
      public static void main(String... args) throws Exception {
        // TODO(developer): Replace these variables before running the sample.
        String projectId = "your-project-id";
        String topicId = "your-topic-id";
    
        publisherExample(projectId, topicId);
      }
    
      public static void publisherExample(String projectId, String topicId)
          throws IOException, ExecutionException, InterruptedException {
        TopicName topicName = TopicName.of(projectId, topicId);
    
        Publisher publisher = null;
        try {
          // Create a publisher instance with default settings bound to the topic
          publisher = Publisher.newBuilder(topicName).build();
    
          String message = "Hello World!";
          ByteString data = ByteString.copyFromUtf8(message);
          PubsubMessage pubsubMessage = PubsubMessage.newBuilder().setData(data).build();
    
          // Once published, returns a server-assigned message id (unique within the topic)
          ApiFuture<String> messageIdFuture = publisher.publish(pubsubMessage);
          String messageId = messageIdFuture.get();
          System.out.println("Published message ID: " + messageId);
        } finally {
          if (publisher != null) {
            // When finished with the publisher, shutdown to free up resources.
            publisher.shutdown();
            publisher.awaitTermination(1, TimeUnit.MINUTES);
          }
        }
      }
    }

    Node.js

    /**
     * TODO(developer): Uncomment these variables before running the sample.
     */
    // const topicNameOrId = 'YOUR_TOPIC_NAME_OR_ID';
    // const data = JSON.stringify({foo: 'bar'});
    
    // Imports the Google Cloud client library
    const {PubSub} = require('@google-cloud/pubsub');
    
    // Creates a client; cache this for further use
    const pubSubClient = new PubSub();
    
    async function publishMessage(topicNameOrId, data) {
      // Publishes the message as a string, e.g. "Hello, world!" or JSON.stringify(someObject)
      const dataBuffer = Buffer.from(data);
    
      // Cache topic objects (publishers) and reuse them.
      const topic = pubSubClient.topic(topicNameOrId);
    
      try {
        const messageId = await topic.publishMessage({data: dataBuffer});
        console.log(`Message ${messageId} published.`);
      } catch (error) {
        console.error(`Received error while publishing: ${error.message}`);
        process.exitCode = 1;
      }
    }

    Node.js

    /**
     * TODO(developer): Uncomment these variables before running the sample.
     */
    // const topicNameOrId = 'YOUR_TOPIC_NAME_OR_ID';
    // const data = JSON.stringify({foo: 'bar'});
    
    // Imports the Google Cloud client library
    import {PubSub} from '@google-cloud/pubsub';
    
    // Creates a client; cache this for further use
    const pubSubClient = new PubSub();
    
    async function publishMessage(topicNameOrId: string, data: string) {
      // Publishes the message as a string, e.g. "Hello, world!" or JSON.stringify(someObject)
      const dataBuffer = Buffer.from(data);
    
      // Cache topic objects (publishers) and reuse them.
      const topic = pubSubClient.topic(topicNameOrId);
    
      try {
        const messageId = await topic.publishMessage({data: dataBuffer});
        console.log(`Message ${messageId} published.`);
      } catch (error) {
        console.error(
          `Received error while publishing: ${(error as Error).message}`,
        );
        process.exitCode = 1;
      }
    }

    PHP

    use Google\Cloud\PubSub\MessageBuilder;
    use Google\Cloud\PubSub\PubSubClient;
    
    /**
     * Publishes a message for a Pub/Sub topic.
     *
     * @param string $projectId  The Google project ID.
     * @param string $topicName  The Pub/Sub topic name.
     * @param string $message  The message to publish.
     */
    function publish_message($projectId, $topicName, $message)
    {
        $pubsub = new PubSubClient([
            'projectId' => $projectId,
        ]);
    
        $topic = $pubsub->topic($topicName);
        $topic->publish((new MessageBuilder)->setData($message)->build());
    
        print('Message published' . PHP_EOL);
    }

    Ruby

    # topic_id = "your-topic-id"
    
    pubsub = Google::Cloud::PubSub.new
    
    publisher = pubsub.publisher topic_id
    
    publisher.publish "This is a test message."
    
    puts "Message published."

    接收消息

    设置订阅者以拉取您刚刚发布的消息。每个订阅者必须在可配置的时间范围内确认每条消息。未确认的消息将被再次传送。请注意,Pub/Sub 偶尔会将一条消息传送多次,这是为了确保所有消息至少发送到订阅者一次。

    在运行以下示例之前,请确保您已取消注释代码中标记的所有必需值并填写相应的值。这是将示例关联到您的项目和之前创建的 Pub/Sub 资源所必需的

    请使用 my-sub 作为订阅 ID。

    如需查看更多展示如何拉取消息的示例,请参阅客户端库代码示例

    Python

    from concurrent.futures import TimeoutError
    from google.cloud import pubsub_v1
    
    # TODO(developer)
    # project_id = "your-project-id"
    # subscription_id = "your-subscription-id"
    # Number of seconds the subscriber should listen for messages
    # timeout = 5.0
    
    subscriber = pubsub_v1.SubscriberClient()
    # The `subscription_path` method creates a fully qualified identifier
    # in the form `projects/{project_id}/subscriptions/{subscription_id}`
    subscription_path = subscriber.subscription_path(project_id, subscription_id)
    
    def callback(message: pubsub_v1.subscriber.message.Message) -> None:
        print(f"Received {message}.")
        message.ack()
    
    streaming_pull_future = subscriber.subscribe(subscription_path, callback=callback)
    print(f"Listening for messages on {subscription_path}..\n")
    
    # Wrap subscriber in a 'with' block to automatically call close() when done.
    with subscriber:
        try:
            # When `timeout` is not set, result() will block indefinitely,
            # unless an exception is encountered first.
            streaming_pull_future.result(timeout=timeout)
        except TimeoutError:
            streaming_pull_future.cancel()  # Trigger the shutdown.
            streaming_pull_future.result()  # Block until the shutdown is complete.

    C++

    #include "google/cloud/pubsub/message.h"
    #include "google/cloud/pubsub/subscriber.h"
    #include <iostream>
    
    int main(int argc, char* argv[]) try {
      if (argc != 3) {
        std::cerr << "Usage: " << argv[0] << " <project-id> <subscription-id>\n";
        return 1;
      }
    
      std::string const project_id = argv[1];
      std::string const subscription_id = argv[2];
    
      auto constexpr kWaitTimeout = std::chrono::seconds(30);
    
      // Create a namespace alias to make the code easier to read.
      namespace pubsub = ::google::cloud::pubsub;
    
      auto subscriber = pubsub::Subscriber(pubsub::MakeSubscriberConnection(
          pubsub::Subscription(project_id, subscription_id)));
    
      auto session =
          subscriber.Subscribe([&](pubsub::Message const& m, pubsub::AckHandler h) {
            std::cout << "Received message " << m << "\n";
            std::move(h).ack();
          });
    
      std::cout << "Waiting for messages on " + subscription_id + "...\n";
    
      // Blocks until the timeout is reached.
      auto result = session.wait_for(kWaitTimeout);
      if (result == std::future_status::timeout) {
        std::cout << "timeout reached, ending session\n";
        session.cancel();
      }
    
      return 0;
    } catch (google::cloud::Status const& status) {
      std::cerr << "google::cloud::Status thrown: " << status << "\n";
      return 1;
    }

    C#

    
    using Google.Cloud.PubSub.V1;
    using System;
    using System.Threading;
    using System.Threading.Tasks;
    
    public class PullMessagesAsyncSample
    {
        public async Task<int> PullMessagesAsync(string projectId, string subscriptionId, bool acknowledge)
        {
            SubscriptionName subscriptionName = SubscriptionName.FromProjectSubscription(projectId, subscriptionId);
            SubscriberClient subscriber = await SubscriberClient.CreateAsync(subscriptionName);
            // SubscriberClient runs your message handle function on multiple
            // threads to maximize throughput.
            int messageCount = 0;
            Task startTask = subscriber.StartAsync((PubsubMessage message, CancellationToken cancel) =>
            {
                string text = message.Data.ToStringUtf8();
                Console.WriteLine($"Message {message.MessageId}: {text}");
                Interlocked.Increment(ref messageCount);
                return Task.FromResult(acknowledge ? SubscriberClient.Reply.Ack : SubscriberClient.Reply.Nack);
            });
            // Run for 5 seconds.
            await Task.Delay(5000);
            await subscriber.StopAsync(CancellationToken.None);
            // Lets make sure that the start task finished successfully after the call to stop.
            await startTask;
            return messageCount;
        }
    }

    Go

    import (
    	"context"
    	"fmt"
    	"io"
    	"sync/atomic"
    	"time"
    
    	"cloud.google.com/go/pubsub/v2"
    )
    
    func pullMsgs(w io.Writer, projectID, subID string) error {
    	// projectID := "my-project-id"
    	// subID := "my-sub"
    	ctx := context.Background()
    	client, err := pubsub.NewClient(ctx, projectID)
    	if err != nil {
    		return fmt.Errorf("pubsub.NewClient: %w", err)
    	}
    	defer client.Close()
    
    	// client.Subscriber can be passed a subscription ID (e.g. "my-sub") or
    	// a fully qualified name (e.g. "projects/my-project/subscriptions/my-sub").
    	// If a subscription ID is provided, the project ID from the client is used.
    	sub := client.Subscriber(subID)
    
    	// Receive messages for 10 seconds, which simplifies testing.
    	// Comment this out in production, since `Receive` should
    	// be used as a long running operation.
    	ctx, cancel := context.WithTimeout(ctx, 10*time.Second)
    	defer cancel()
    
    	var received int32
    	err = sub.Receive(ctx, func(_ context.Context, msg *pubsub.Message) {
    		fmt.Fprintf(w, "Got message: %q\n", string(msg.Data))
    		atomic.AddInt32(&received, 1)
    		msg.Ack()
    	})
    	if err != nil {
    		return fmt.Errorf("sub.Receive: %w", err)
    	}
    	fmt.Fprintf(w, "Received %d messages\n", received)
    
    	return nil
    }
    

    Java

    
    import com.google.cloud.pubsub.v1.AckReplyConsumer;
    import com.google.cloud.pubsub.v1.MessageReceiver;
    import com.google.cloud.pubsub.v1.Subscriber;
    import com.google.pubsub.v1.ProjectSubscriptionName;
    import com.google.pubsub.v1.PubsubMessage;
    import java.util.concurrent.TimeUnit;
    import java.util.concurrent.TimeoutException;
    
    public class SubscribeAsyncExample {
      public static void main(String... args) throws Exception {
        // TODO(developer): Replace these variables before running the sample.
        String projectId = "your-project-id";
        String subscriptionId = "your-subscription-id";
    
        subscribeAsyncExample(projectId, subscriptionId);
      }
    
      public static void subscribeAsyncExample(String projectId, String subscriptionId) {
        ProjectSubscriptionName subscriptionName =
            ProjectSubscriptionName.of(projectId, subscriptionId);
    
        // Instantiate an asynchronous message receiver.
        MessageReceiver receiver =
            (PubsubMessage message, AckReplyConsumer consumer) -> {
              // Handle incoming message, then ack the received message.
              System.out.println("Id: " + message.getMessageId());
              System.out.println("Data: " + message.getData().toStringUtf8());
              consumer.ack();
            };
    
        Subscriber subscriber = null;
        try {
          subscriber = Subscriber.newBuilder(subscriptionName, receiver).build();
          // Start the subscriber.
          subscriber.startAsync().awaitRunning();
          System.out.printf("Listening for messages on %s:\n", subscriptionName.toString());
          // Allow the subscriber to run for 30s unless an unrecoverable error occurs.
          subscriber.awaitTerminated(30, TimeUnit.SECONDS);
        } catch (TimeoutException timeoutException) {
          // Shut down the subscriber after 30s. Stop receiving messages.
          subscriber.stopAsync();
        }
      }
    }

    Node.js

    /**
     * TODO(developer): Uncomment these variables before running the sample.
     */
    // const subscriptionNameOrId = 'YOUR_SUBSCRIPTION_NAME_OR_ID';
    // const timeout = 60;
    
    // Imports the Google Cloud client library
    const {PubSub} = require('@google-cloud/pubsub');
    
    // Creates a client; cache this for further use
    const pubSubClient = new PubSub();
    
    function listenForMessages(subscriptionNameOrId, timeout) {
      // References an existing subscription; if you are unsure if the
      // subscription will exist, try the optimisticSubscribe sample.
      const subscription = pubSubClient.subscription(subscriptionNameOrId);
    
      // Create an event handler to handle messages
      let messageCount = 0;
      const messageHandler = message => {
        console.log(`Received message ${message.id}:`);
        console.log(`\tData: ${message.data}`);
        console.log(`\tAttributes: ${message.attributes}`);
        messageCount += 1;
    
        // "Ack" (acknowledge receipt of) the message
        message.ack();
      };
    
      // Listen for new messages until timeout is hit
      subscription.on('message', messageHandler);
    
      // Wait a while for the subscription to run. (Part of the sample only.)
      setTimeout(() => {
        subscription.removeListener('message', messageHandler);
        console.log(`${messageCount} message(s) received.`);
      }, timeout * 1000);
    }

    PHP

    use Google\Cloud\PubSub\PubSubClient;
    
    /**
     * Pulls all Pub/Sub messages for a subscription.
     *
     * @param string $projectId  The Google project ID.
     * @param string $subscriptionName  The Pub/Sub subscription name.
     */
    function pull_messages($projectId, $subscriptionName)
    {
        $pubsub = new PubSubClient([
            'projectId' => $projectId,
        ]);
        $subscription = $pubsub->subscription($subscriptionName);
        foreach ($subscription->pull() as $message) {
            printf('Message: %s' . PHP_EOL, $message->data());
            // Acknowledge the Pub/Sub message has been received, so it will not be pulled multiple times.
            $subscription->acknowledge($message);
        }
    }

    Ruby

    # subscription_id = "your-subscription-id"
    
    pubsub = Google::Cloud::PubSub.new
    
    subscriber = pubsub.subscriber subscription_id
    
    listener = subscriber.listen do |received_message|
      puts "Received message: #{received_message.data}"
      received_message.acknowledge!
    end
    
    listener.start
    # Let the main thread sleep for 60 seconds so the thread for listening
    # messages does not quit
    sleep 60
    listener.stop.wait!

    结果怎么样?

    清理(可选)

    1. 为避免系统因本指南中使用的资源向您的 Google Cloud 账号收取费用,您可以使用命令行删除主题和订阅。
        gcloud pubsub subscriptions delete my-sub
        gcloud pubsub topics delete my-topic
    2. Optional: Revoke the authentication credentials that you created, and delete the local credential file.

      gcloud auth application-default revoke
    3. Optional: Revoke credentials from the gcloud CLI.

      gcloud auth revoke

    后续步骤