使用拉取接收消息

Pub/Sub 支持推送消息传送和拉取消息传送。如需大致了解拉取订阅和推送订阅以及两者的对比情况，请参阅订阅者概览。本文档介绍拉取传送。如需了解推送传送的讨论，请参阅推送订阅者指南。

异步拉取

使用异步拉取不需要应用阻止新消息，从而在应用中实现更高的吞吐量。可以在应用中使用长时间运行的消息侦听器接收消息，并且一次确认一条消息，如以下示例所示。Java、Python、.NET、Go、Ruby 客户端使用 StreamingPull 服务 API 高效地实现异步客户端 API。

并非所有客户端库都支持异步拉取消息。要了解同步拉取消息，请参阅同步拉取。

如需了解详情，请参阅您的编程语言的 API 参考文档。

C++

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C++ 设置说明进行操作。如需了解详情，请参阅 Pub/Sub C++ API 参考文档。

namespace pubsub = google::cloud::pubsub;
using google::cloud::future;
using google::cloud::StatusOr;
[](pubsub::Subscriber subscriber) {
  std::mutex mu;
  std::condition_variable cv;
  int message_count = 0;
  auto session = subscriber.Subscribe(
      [&](pubsub::Message const& m, pubsub::AckHandler h) {
        std::cout << "Received message " << m << "\n";
        std::unique_lock<std::mutex> lk(mu);
        ++message_count;
        lk.unlock();
        cv.notify_one();
        std::move(h).ack();
      });
  // Wait until at least one message has been received.
  std::unique_lock<std::mutex> lk(mu);
  cv.wait(lk, [&message_count] { return message_count > 0; });
  lk.unlock();
  // Cancel the subscription session.
  session.cancel();
  // Wait for the session to complete, no more callbacks can happen after this
  // point.
  auto status = session.get();
  // Report any final status, blocking.
  std::cout << "Message count: " << message_count << ", status: " << status
            << "\n";
}

C#

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C# 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub C# API 参考文档。


using Google.Cloud.PubSub.V1;
using System;
using System.Linq;
using System.Text;
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 = Encoding.UTF8.GetString(message.Data.ToArray());
            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

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。

import (
	"context"
	"fmt"
	"io"
	"sync"

	"cloud.google.com/go/pubsub"
)

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: %v", err)
	}

	// Consume 10 messages.
	var mu sync.Mutex
	received := 0
	sub := client.Subscription(subID)
	cctx, cancel := context.WithCancel(ctx)
	err = sub.Receive(cctx, func(ctx context.Context, msg *pubsub.Message) {
		mu.Lock()
		defer mu.Unlock()
		fmt.Fprintf(w, "Got message: %q\n", string(msg.Data))
		msg.Ack()
		received++
		if received == 10 {
			cancel()
		}
	})
	if err != nil {
		return fmt.Errorf("Receive: %v", err)
	}
	return nil
}

Java

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Java 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Java API 参考文档。


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

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Node.js 设置说明进行操作。如需了解详情，请参阅 Pub/Sub Node.js API 参考文档。

/**
 * TODO(developer): Uncomment these variables before running the sample.
 */
// const subscriptionName = 'YOUR_SUBSCRIPTION_NAME';
// 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() {
  // References an existing subscription
  const subscription = pubSubClient.subscription(subscriptionName);

  // 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);

  setTimeout(() => {
    subscription.removeListener('message', messageHandler);
    console.log(`${messageCount} message(s) received.`);
  }, timeout * 1000);
}

listenForMessages();

Python

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Python 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Python API 参考文档。

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):
    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()

Ruby

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Ruby 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Ruby API 参考文档。

# subscription_name = "Your Pubsub subscription name"
require "google/cloud/pubsub"

pubsub = Google::Cloud::Pubsub.new

subscription = pubsub.subscription subscription_name
subscriber   = subscription.listen do |received_message|
  puts "Received message: #{received_message.data}"
  received_message.acknowledge!
end

subscriber.start
# Let the main thread sleep for 60 seconds so the thread for listening
# messages does not quit
sleep 60
subscriber.stop.wait!

处理自定义属性

以下示例展示了如何异步拉取消息以及从元数据中检索自定义属性：

C++

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C++ 设置说明进行操作。如需了解详情，请参阅 Pub/Sub C++ API 参考文档。

namespace pubsub = google::cloud::pubsub;
using google::cloud::future;
using google::cloud::StatusOr;
[](pubsub::Subscriber subscriber) {
  std::mutex mu;
  std::condition_variable cv;
  int message_count = 0;
  auto session = subscriber.Subscribe(
      [&](pubsub::Message const& m, pubsub::AckHandler h) {
        std::cout << "Received message with attributes:\n";
        for (auto const& kv : m.attributes()) {
          std::cout << "  " << kv.first << ": " << kv.second << "\n";
        }
        std::unique_lock<std::mutex> lk(mu);
        ++message_count;
        lk.unlock();
        cv.notify_one();
        std::move(h).ack();
      });
  // Most applications would just release the `session` object at this point,
  // but we want to gracefully close down this example.
  std::unique_lock<std::mutex> lk(mu);
  cv.wait(lk, [&message_count] { return message_count > 0; });
  lk.unlock();
  session.cancel();
  auto status = session.get();
  std::cout << "Message count: " << message_count << ", status: " << status
            << "\n";
}

C#

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C# 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub C# API 参考文档。


using Google.Cloud.PubSub.V1;
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading;
using System.Threading.Tasks;

public class PullMessagesWithCustomAttributesAsyncSample
{
    public async Task<List<PubsubMessage>> PullMessagesWithCustomAttributesAsync(string projectId, string subscriptionId, bool acknowledge)
    {
        SubscriptionName subscriptionName = SubscriptionName.FromProjectSubscription(projectId, subscriptionId);

        SubscriberClient subscriber = await SubscriberClient.CreateAsync(subscriptionName);
        var messages = new List<PubsubMessage>();
        Task startTask = subscriber.StartAsync((PubsubMessage message, CancellationToken cancel) =>
        {
            messages.Add(message);
            string text = Encoding.UTF8.GetString(message.Data.ToArray());
            Console.WriteLine($"Message {message.MessageId}: {text}");
            if (message.Attributes != null)
            {
                foreach (var attribute in message.Attributes)
                {
                    Console.WriteLine($"{attribute.Key} = {attribute.Value}");
                }
            }
            return Task.FromResult(acknowledge ? SubscriberClient.Reply.Ack : SubscriberClient.Reply.Nack);
        });
        // Run for 7 seconds.
        await Task.Delay(7000);
        await subscriber.StopAsync(CancellationToken.None);
        // Lets make sure that the start task finished successfully after the call to stop.
        await startTask;
        return messages;
    }
}

Go

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。

import (
	"context"
	"fmt"
	"io"
	"time"

	"cloud.google.com/go/pubsub"
)

func pullMsgsCustomAttributes(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: %v", err)
	}
	defer client.Close()

	sub := client.Subscription(subID)

	// Receive messages for 10 seconds.
	ctx, cancel := context.WithTimeout(ctx, 10*time.Second)
	defer cancel()

	// Create a channel to handle messages to as they come in.
	cm := make(chan *pubsub.Message)
	defer close(cm)

	// Handle individual messages in a goroutine.
	go func() {
		for msg := range cm {
			fmt.Fprintf(w, "Got message :%q\n", string(msg.Data))
			fmt.Fprintln(w, "Attributes:")
			for key, value := range msg.Attributes {
				fmt.Fprintf(w, "%s = %s", key, value)
			}
			msg.Ack()
		}
	}()

	// Receive blocks until the context is cancelled or an error occurs.
	err = sub.Receive(ctx, func(ctx context.Context, msg *pubsub.Message) {
		cm <- msg
	})
	if err != nil {
		return fmt.Errorf("Receive: %v", err)
	}

	return nil
}

Java

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Java 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Java API 参考文档。


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 SubscribeWithCustomAttributesExample {
  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";

    subscribeWithCustomAttributesExample(projectId, subscriptionId);
  }

  public static void subscribeWithCustomAttributesExample(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());
          // Print message attributes.
          message
              .getAttributesMap()
              .forEach((key, value) -> System.out.println(key + " = " + value));
          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

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Node.js 设置说明进行操作。如需了解详情，请参阅 Pub/Sub Node.js API 参考文档。

/**
 * TODO(developer): Uncomment these variables before running the sample.
 */
// const subscriptionName = 'YOUR_SUBSCRIPTION_NAME';
// 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();

async function listenWithCustomAttributes() {
  // References an existing subscription, e.g. "my-subscription"
  const subscription = pubSubClient.subscription(subscriptionName);

  // Create an event handler to handle messages
  const messageHandler = message => {
    console.log(
      `Received message: id ${message.id}, data ${
        message.data
      }, attributes: ${JSON.stringify(message.attributes)}`
    );

    // "Ack" (acknowledge receipt of) the message
    message.ack();
  };

  // Listen for new messages until timeout is hit
  subscription.on('message', messageHandler);
  setTimeout(() => {
    subscription.removeListener('message', messageHandler);
  }, timeout * 1000);
}

listenWithCustomAttributes();

Python

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Python 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Python API 参考文档。

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()
subscription_path = subscriber.subscription_path(project_id, subscription_id)

def callback(message):
    print(f"Received {message.data}.")
    if message.attributes:
        print("Attributes:")
        for key in message.attributes:
            value = message.attributes.get(key)
            print(f"{key}: {value}")
    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()

Ruby

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Ruby 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Ruby API 参考文档。

# subscription_name = "Your Pubsub subscription name"
require "google/cloud/pubsub"

pubsub = Google::Cloud::Pubsub.new

subscription = pubsub.subscription subscription_name
subscriber   = subscription.listen do |received_message|
  puts "Received message: #{received_message.data}"
  unless received_message.attributes.empty?
    puts "Attributes:"
    received_message.attributes.each do |key, value|
      puts "#{key}: #{value}"
    end
  end
  received_message.acknowledge!
end

subscriber.start
# Let the main thread sleep for 60 seconds so the thread for listening
# messages does not quit
sleep 60
subscriber.stop.wait!

侦听错误

本示例介绍如何处理订阅消息时出现的错误：

C++

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C++ 设置说明进行操作。如需了解详情，请参阅 Pub/Sub C++ API 参考文档。

namespace pubsub = google::cloud::pubsub;
using google::cloud::future;
using google::cloud::StatusOr;
[](pubsub::Subscriber subscriber) {
  std::mutex mu;
  std::condition_variable cv;
  bool done = false;
  int message_count = 0;
  auto session =
      subscriber
          .Subscribe([&](pubsub::Message const& m, pubsub::AckHandler h) {
            std::cout << "Received message " << m << "\n";
            std::unique_lock<std::mutex> lk(mu);
            ++message_count;
            done = true;
            lk.unlock();
            cv.notify_one();
            std::move(h).ack();
          })
          // Setup an error handler for the subscription session
          .then([&](future<google::cloud::Status> f) {
            std::cout << "Subscription session result: " << f.get() << "\n";
            std::unique_lock<std::mutex> lk(mu);
            done = true;
            cv.notify_one();
          });
  // Most applications would just release the `session` object at this point,
  // but we want to gracefully close down this example.
  std::unique_lock<std::mutex> lk(mu);
  cv.wait(lk, [&done] { return done; });
  lk.unlock();
  session.cancel();
  session.get();
  std::cout << "Message count:" << message_count << "\n";
}

Go

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。

import (
	"context"
	"fmt"
	"io"

	"cloud.google.com/go/pubsub"
)

func pullMsgsError(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: %v", err)
	}

	// If the service returns a non-retryable error, Receive returns that error after
	// all of the outstanding calls to the handler have returned.
	err = client.Subscription(subID).Receive(ctx, func(ctx context.Context, msg *pubsub.Message) {
		fmt.Fprintf(w, "Got message: %q\n", string(msg.Data))
		msg.Ack()
	})
	if err != nil {
		return fmt.Errorf("Receive: %v", err)
	}
	return nil
}

Java

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。


import com.google.api.gax.core.ExecutorProvider;
import com.google.api.gax.core.InstantiatingExecutorProvider;
import com.google.cloud.pubsub.v1.AckReplyConsumer;
import com.google.cloud.pubsub.v1.MessageReceiver;
import com.google.cloud.pubsub.v1.Subscriber;
import com.google.common.util.concurrent.MoreExecutors;
import com.google.pubsub.v1.ProjectSubscriptionName;
import com.google.pubsub.v1.PubsubMessage;
import java.util.concurrent.TimeUnit;
import java.util.concurrent.TimeoutException;

public class SubscribeWithErrorListenerExample {
  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";

    subscribeWithErrorListenerExample(projectId, subscriptionId);
  }

  public static void subscribeWithErrorListenerExample(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 {
      // Provides an executor service for processing messages.
      ExecutorProvider executorProvider =
          InstantiatingExecutorProvider.newBuilder().setExecutorThreadCount(4).build();

      subscriber =
          Subscriber.newBuilder(subscriptionName, receiver)
              .setExecutorProvider(executorProvider)
              .build();

      // Listen for unrecoverable failures. Rebuild a subscriber and restart subscribing
      // when the current subscriber encounters permanent errors.
      subscriber.addListener(
          new Subscriber.Listener() {
            public void failed(Subscriber.State from, Throwable failure) {
              System.out.println(failure.getStackTrace());
              if (!executorProvider.getExecutor().isShutdown()) {
                subscribeWithErrorListenerExample(projectId, subscriptionId);
              }
            }
          },
          MoreExecutors.directExecutor());

      // 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

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Node.js 设置说明进行操作。如需了解详情，请参阅 Pub/Sub Node.js API 参考文档。

/**
 * TODO(developer): Uncomment these variables before running the sample.
 */
// const subscriptionName = 'YOUR_SUBSCRIPTION_NAME';
// const timeout = 10;

// 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 listenForErrors() {
  // References an existing subscription
  const subscription = pubSubClient.subscription(subscriptionName);

  // Create an event handler to handle messages
  const messageHandler = function (message) {
    // Do something with the message
    console.log(`Message: ${message}`);

    // "Ack" (acknowledge receipt of) the message
    message.ack();
  };

  // Create an event handler to handle errors
  const errorHandler = function (error) {
    // Do something with the error
    console.error(`ERROR: ${error}`);
    throw error;
  };

  // Listen for new messages/errors until timeout is hit
  subscription.on('message', messageHandler);
  subscription.on('error', errorHandler);

  setTimeout(() => {
    subscription.removeListener('message', messageHandler);
    subscription.removeListener('error', errorHandler);
  }, timeout * 1000);
}

listenForErrors();

Python

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Python 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Python API 参考文档。

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()
subscription_path = subscriber.subscription_path(project_id, subscription_id)

def callback(message):
    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:
    # When `timeout` is not set, result() will block indefinitely,
    # unless an exception is encountered first.
    try:
        streaming_pull_future.result(timeout=timeout)
    except Exception as e:
        streaming_pull_future.cancel()
        print(
            f"Listening for messages on {subscription_path} threw an exception: {e}."
        )

Ruby

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。

# subscription_name = "Your Pubsub subscription name"
require "google/cloud/pubsub"

pubsub = Google::Cloud::Pubsub.new

subscription = pubsub.subscription subscription_name
subscriber   = subscription.listen do |received_message|
  puts "Received message: #{received_message.data}"
  received_message.acknowledge!
end
# Propagate expection from child threads to the main thread as soon as it is
# raised. Exceptions happened in the callback thread are collected in the
# callback thread pool and do not propagate to the main thread
Thread.abort_on_exception = true

begin
  subscriber.start
  # Let the main thread sleep for 60 seconds so the thread for listening
  # messages does not quit
  sleep 60
  subscriber.stop.wait!
rescue Exception => e
  puts "Exception #{e.inspect}: #{e.message}"
  raise "Stopped listening for messages."
end

消息流控制

订阅者客户端处理和确认消息的速度可能比 Pub/Sub 将消息发送到客户端的速度要慢。在此示例中：

  • 有可能一个客户端不具备处理传入消息量的能力，导致消息积压，但网络上的另一个客户端却具备这一能力。上述第二个客户端有能力帮助减少订阅积压量，但却没有机会，因为第一个客户端保持着对收到的消息的租期。 这样会降低整体的处理速率，因为消息积压在第一个客户端。

  • 由于该客户端库反复延长积压消息的确认时限，这些消息会继续消耗内存、CPU 和带宽资源。这样一来，订阅者客户端可能会耗尽资源（例如内存）。这可能会对处理消息的吞吐量和延迟时间产生负面影响。

要缓解上述问题，请使用订阅者的流控制功能来控制订阅者接收消息的速率。以下示例演示了这些流控制功能：

C++

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C++ 设置说明进行操作。如需了解详情，请参阅 Pub/Sub C++ API 参考文档。

namespace pubsub = google::cloud::pubsub;
using google::cloud::future;
using google::cloud::StatusOr;
[](std::string project_id, std::string subscription_id) {
  // Change the flow control watermarks, by default the client library uses
  // 0 and 1,000 for the message count watermarks, and 0 and 10MiB for the
  // size watermarks. Recall that the library stops requesting messages if
  // any of the high watermarks are reached, and the library resumes
  // requesting messages when *both* low watermarks are reached.
  auto constexpr kMiB = 1024 * 1024L;
  auto subscriber = pubsub::Subscriber(pubsub::MakeSubscriberConnection(
      pubsub::Subscription(std::move(project_id), std::move(subscription_id)),
      pubsub::SubscriberOptions{}
          .set_max_outstanding_messages(1000)
          .set_max_outstanding_bytes(8 * kMiB)));

  std::mutex mu;
  std::condition_variable cv;
  int count = 0;
  auto constexpr kExpectedMessageCount = 4;
  auto handler = [&](pubsub::Message const& m, pubsub::AckHandler h) {
    std::move(h).ack();
    {
      std::lock_guard<std::mutex> lk(mu);
      std::cout << "Received message [" << count << "] " << m.data() << "\n";
      if (++count < kExpectedMessageCount) return;
    }
    cv.notify_one();
  };
  auto session = subscriber.Subscribe(std::move(handler));
  {
    std::unique_lock<std::mutex> lk(mu);
    cv.wait(lk, [&] { return count >= kExpectedMessageCount; });
  }
  session.cancel();
  auto status = session.get();
  std::cout << "Message count: " << count << ", status: " << status << "\n";
}

C#

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C# 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub C# API 参考文档。


using Google.Api.Gax;
using Google.Cloud.PubSub.V1;
using System;
using System.Linq;
using System.Text;
using System.Threading;
using System.Threading.Tasks;

public class PullMessagesWithFlowControlAsyncSample
{
    public async Task<int> PullMessagesWithFlowControlAsync(string projectId, string subscriptionId, bool acknowledge)
    {
        SubscriptionName subscriptionName = SubscriptionName.FromProjectSubscription(projectId, subscriptionId);
        int messageCount = 0;
        SubscriberClient subscriber = await SubscriberClient.CreateAsync(subscriptionName,
            settings: new SubscriberClient.Settings()
            {
                AckExtensionWindow = TimeSpan.FromSeconds(4),
                AckDeadline = TimeSpan.FromSeconds(10),
                FlowControlSettings = new FlowControlSettings(maxOutstandingElementCount: 100, maxOutstandingByteCount: 10240)
            });
        // SubscriberClient runs your message handle function on multiple
        // threads to maximize throughput.
        Task startTask = subscriber.StartAsync((PubsubMessage message, CancellationToken cancel) =>
        {
            string text = Encoding.UTF8.GetString(message.Data.ToArray());
            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

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。

import (
	"context"
	"fmt"
	"io"

	"cloud.google.com/go/pubsub"
)

func pullMsgsSettings(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: %v", err)
	}

	sub := client.Subscription(subID)
	sub.ReceiveSettings.Synchronous = true
	// MaxOutstandingMessages is the maximum number of unprocessed messages the
	// client will pull from the server before pausing.
	//
	// This is only guaranteed when ReceiveSettings.Synchronous is set to true.
	// When Synchronous is set to false, the StreamingPull RPC is used which
	// can pull a single large batch of messages at once that is greater than
	// MaxOustandingMessages before pausing. For more info, see
	// https://cloud.google.com/pubsub/docs/pull#streamingpull_dealing_with_large_backlogs_of_small_messages.
	sub.ReceiveSettings.MaxOutstandingMessages = 10
	// MaxOutstandingBytes is the maximum size of unprocessed messages,
	// that the client will pull from the server before pausing. Similar
	// to MaxOutstandingMessages, this may be exceeded with a large batch
	// of messages since we cannot control the size of a batch of messages
	// from the server (even with the synchronous Pull RPC).
	sub.ReceiveSettings.MaxOutstandingBytes = 1e10
	err = sub.Receive(ctx, func(ctx context.Context, msg *pubsub.Message) {
		fmt.Fprintf(w, "Got message: %q\n", string(msg.Data))
		msg.Ack()
	})
	if err != nil {
		return fmt.Errorf("Receive: %v", err)
	}
	return nil
}

Java

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Java 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Java API 参考文档。


import com.google.api.gax.batching.FlowControlSettings;
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 SubscribeWithFlowControlSettingsExample {
  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";

    subscribeWithFlowControlSettingsExample(projectId, subscriptionId);
  }

  public static void subscribeWithFlowControlSettingsExample(
      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;

    // The subscriber will pause the message stream and stop receiving more messsages from the
    // server if any one of the conditions is met.
    FlowControlSettings flowControlSettings =
        FlowControlSettings.newBuilder()
            // 1,000 outstanding messages. Must be >0. It controls the maximum number of messages
            // the subscriber receives before pausing the message stream.
            .setMaxOutstandingElementCount(1000L)
            // 100 MiB. Must be >0. It controls the maximum size of messages the subscriber
            // receives before pausing the message stream.
            .setMaxOutstandingRequestBytes(100L * 1024L * 1024L)
            .build();

    try {
      subscriber =
          Subscriber.newBuilder(subscriptionName, receiver)
              .setFlowControlSettings(flowControlSettings)
              .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

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Node.js 设置说明进行操作。如需了解详情，请参阅 Pub/Sub Node.js API 参考文档。

/**
 * TODO(developer): Uncomment these variables before running the sample.
 */
// const subscriptionName = 'YOUR_SUBSCRIPTION_NAME';
// const maxInProgress = 5;
// const timeout = 10;

// 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 subscribeWithFlowControlSettings() {
  const subscriberOptions = {
    flowControl: {
      maxMessages: maxInProgress,
    },
  };

  // References an existing subscription.
  // Note that flow control settings are not persistent across subscribers.
  const subscription = pubSubClient.subscription(
    subscriptionName,
    subscriberOptions
  );

  console.log(
    `Subscriber to subscription ${subscription.name} is ready to receive messages at a controlled volume of ${maxInProgress} messages.`
  );

  const messageHandler = message => {
    console.log(`Received message: ${message.id}`);
    console.log(`\tData: ${message.data}`);
    console.log(`\tAttributes: ${message.attributes}`);

    // "Ack" (acknowledge receipt of) the message
    message.ack();
  };

  subscription.on('message', messageHandler);

  setTimeout(() => {
    subscription.close();
  }, timeout * 1000);
}

Python

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Python 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Python API 参考文档。

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()
subscription_path = subscriber.subscription_path(project_id, subscription_id)

def callback(message):
    print(f"Received {message.data}.")
    message.ack()

# Limit the subscriber to only have ten outstanding messages at a time.
flow_control = pubsub_v1.types.FlowControl(max_messages=10)

streaming_pull_future = subscriber.subscribe(
    subscription_path, callback=callback, flow_control=flow_control
)
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()

Ruby

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Ruby 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Ruby API 参考文档。

# subscription_name = "Your Pubsub subscription name"
require "google/cloud/pubsub"

pubsub = Google::Cloud::Pubsub.new

subscription = pubsub.subscription subscription_name
subscriber   = subscription.listen inventory: 10 do |received_message|
  puts "Received message: #{received_message.data}"
  received_message.acknowledge!
end

subscriber.start
# Let the main thread sleep for 60 seconds so the thread for listening
# messages does not quit
sleep 60
subscriber.stop.wait!

较为普遍的情况是，如果需要实施流控制，则表明消息的发布速率高于消耗速率。如果此状态长时间存在，而不是在消息量瞬态峰值时出现，请考虑增加订阅者客户端实例的数量。

并发控制

是否支持并发取决于您使用的编程语言。对于支持并行线程的语言实现（如 Java 和 Go），客户端库会默认选择线程数。此选择可能不是您的应用的最佳选择。例如，如果您发现自己的订阅者应用无法应对传入消息量，但并非受限于 CPU，则应增加线程数。对于 CPU 密集型消息处理操作，减少线程数可能是适宜的办法。

以下示例说明如何控制订阅者中的并发：

C++

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C++ 设置说明进行操作。如需了解详情，请参阅 Pub/Sub C++ API 参考文档。

namespace pubsub = google::cloud::pubsub;
using google::cloud::future;
using google::cloud::StatusOr;
[](std::string project_id, std::string subscription_id) {
  // Create a subscriber with 16 threads handling I/O work, by default the
  // library creates `std::thread::hardware_concurrency()` threads.
  auto subscriber = pubsub::Subscriber(pubsub::MakeSubscriberConnection(
      pubsub::Subscription(std::move(project_id), std::move(subscription_id)),
      pubsub::SubscriberOptions{}.set_max_concurrency(8),
      pubsub::ConnectionOptions{}.set_background_thread_pool_size(16)));

  std::mutex mu;
  std::condition_variable cv;
  int count = 0;
  auto constexpr kExpectedMessageCount = 4;
  auto handler = [&](pubsub::Message const& m, pubsub::AckHandler h) {
    // This handler executes in the I/O threads, applications could use,
    // std::async(), a thread-pool,
    // google::cloud::CompletionQueue::RunAsync(), or any other mechanism to
    // transfer the execution to other threads.
    std::cout << "Received message " << m << "\n";
    std::move(h).ack();
    {
      std::lock_guard<std::mutex> lk(mu);
      if (++count < kExpectedMessageCount) return;
    }
    cv.notify_one();
  };

  // Create a subscription where up to 8 messages are handled concurrently. By
  // default the library uses `std::thread::hardware_concurrency()` as the
  // maximum number of concurrent callbacks.
  auto session = subscriber.Subscribe(std::move(handler));
  {
    std::unique_lock<std::mutex> lk(mu);
    cv.wait(lk, [&] { return count >= kExpectedMessageCount; });
  }
  session.cancel();
  auto status = session.get();
  std::cout << "Message count: " << count << ", status: " << status << "\n";
}

Go

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。

import (
	"context"
	"fmt"
	"io"
	"runtime"
	"sync/atomic"
	"time"

	"cloud.google.com/go/pubsub"
)

func pullMsgsConcurrenyControl(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: %v", err)
	}
	defer client.Close()

	sub := client.Subscription(subID)
	// Must set ReceiveSettings.Synchronous to false (or leave as default) to enable
	// concurrency settings. Otherwise, NumGoroutines will be set to 1.
	sub.ReceiveSettings.Synchronous = false
	// NumGoroutines is the number of goroutines sub.Receive will spawn to pull
	// messages concurrently.
	sub.ReceiveSettings.NumGoroutines = runtime.NumCPU()

	// Receive messages for 10 seconds.
	ctx, cancel := context.WithTimeout(ctx, 10*time.Second)
	defer cancel()

	var counter int32

	// Receive blocks until the context is cancelled or an error occurs.
	err = sub.Receive(ctx, func(_ context.Context, msg *pubsub.Message) {
		// The message handler passed to Receive may be called concurrently
		// so it's okay to process the messages concurrently but make sure
		// to synchronize access to shared memory.
		atomic.AddInt32(&counter, 1)
		msg.Ack()
	})
	if err != nil {
		return fmt.Errorf("pubsub: Receive returned error: %v", err)
	}
	fmt.Fprintf(w, "Received %d messages\n", counter)

	return nil
}

Java

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Java 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Java API 参考文档。


import com.google.api.gax.core.ExecutorProvider;
import com.google.api.gax.core.InstantiatingExecutorProvider;
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 SubscribeWithConcurrencyControlExample {
  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";

    subscribeWithConcurrencyControlExample(projectId, subscriptionId);
  }

  public static void subscribeWithConcurrencyControlExample(
      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 {
      // Provides an executor service for processing messages. The default `executorProvider` used
      // by the subscriber has a default thread count of 5.
      ExecutorProvider executorProvider =
          InstantiatingExecutorProvider.newBuilder().setExecutorThreadCount(4).build();

      // `setParallelPullCount` determines how many StreamingPull streams the subscriber will open
      // to receive message. It defaults to 1. `setExecutorProvider` configures an executor for the
      // subscriber to process messages. Here, the subscriber is configured to open 2 streams for
      // receiving messages, each stream creates a new executor with 4 threads to help process the
      // message callbacks. In total 2x4=8 threads are used for message processing.
      subscriber =
          Subscriber.newBuilder(subscriptionName, receiver)
              .setParallelPullCount(2)
              .setExecutorProvider(executorProvider)
              .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();
    }
  }
}

Ruby

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Ruby 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Ruby API 参考文档。

# subscription_name = "Your Pubsub subscription name"
require "google/cloud/pubsub"

pubsub = Google::Cloud::Pubsub.new

subscription = pubsub.subscription subscription_name
# Use 2 threads for streaming, 4 threads for executing callbacks and 2 threads
# for sending acknowledgements and/or delays
subscriber   = subscription.listen streams: 2, threads: {
  callback: 4,
  push:     2
} do |received_message|
  puts "Received message: #{received_message.data}"
  received_message.acknowledge!
end

subscriber.start
# Let the main thread sleep for 60 seconds so the thread for listening
# messages does not quit
sleep 60
subscriber.stop.wait!

是否支持并发取决于您使用的编程语言。如需了解更多信息，请参阅 API 参考文档。

StreamingPull

Pub/Sub 服务具有两个用于检索消息的 API：

在可能的情况下，Cloud 客户端库使用 StreamingPull 来最大限度提高吞吐量并缩短延迟时间。尽管您可能永远不会直接使用 StreamingPull API，但了解 StreamingPull 的一些关键属性以及它与传统拉取方法的不同之处却很重要。

拉取方法依赖于请求/响应模型：

  1. 客户端向服务器发送消息请求。
  2. 服务器不回复或回复多条消息并关闭连接。

StreamingPull 服务 API 依赖持久双向连接来接收多条消息（当有消息时）：

  1. 客户端向服务器发送建立连接的请求。
  2. 服务器持续向连接的客户端发送消息。
  3. 连接最终由客户端或服务器关闭。

您为订阅者提供回调，订阅者将以异步方式运行每条消息的回调。如果订阅者收到具有相同排序键的消息，则客户端库将按顺序运行回调。Pub/Sub 服务会尽最大努力将这些消息发送给同一订阅者。

StreamingPull 的错误率为 100%（这是预期行为）

StreamingPull 流始终以不正常状态关闭。请注意，与常规远程过程调用 (RPC) 不同，此处的状态仅表示流已中断，而不表示请求失败。因此，虽然 StreamingPull API 错误率可能看似高达 100%，但这是特意设计的。

诊断 StreamingPull 错误

由于 StreamingPull 流始终以错误关闭，因此在诊断错误时检查流终止指标并没有什么帮助。不妨关注 StreamingPull 消息操作指标 (subscription/streaming_pull_message_operation_count)。请查找以下错误：

  • 在以下情况下，可能会出现 FAILED_PRECONDITION 错误：
    • Pub/Sub 尝试使用已停用的 Cloud KMS 密钥解密消息。
    • 如果订阅积压输入量中存在已停用的 Cloud KMS 密钥加密的消息，则订阅可能会暂停。
  • UNAVAILABLE 错误

处理积压的大量简短消息

gRPC StreamingPull 堆栈针对高吞吐量进行了优化，因此会缓冲消息。但如果您试图处理积压的大量简短消息（而不是稳定的新消息流），可能会产生一些不良后果。在这些情况下，消息可能会被多次传送，并且可能无法有效地在客户端之间实现负载平衡。

Pub/Sub 服务和客户端库用户空间之间的缓冲区大约为 10MB。要了解此缓冲区对客户端库行为的影响，请考虑以下示例：

  • 某订阅上积压了 1 万条消息，每条大小为 1KB。
  • 单线程客户端实例按顺序对其进行处理，每条消息需要 1 秒钟时间。
  • 第一个为该订阅建立 StreamingPull 至服务的连接的客户端实例将使用这 1 万条消息填充该缓冲。
  • 处理该缓冲需要 1 万秒（将近 3 个小时）时间。
  • 在此期间，一些缓冲消息超过确认时限，并被重新发送到同一个客户端，从而导致重复。
  • 即使有多个客户端实例正在运行，卡在一个客户端缓冲区中的消息也将无法分流到任何其他实例。

如果消息以稳定的速率送达，而不是以单次大批量送达，则不会发生这种情况。服务不会一下子接收到全部 10MB 消息，因此能够有效地在多个订阅者之间平衡消息负载。

要应对这种情况，请使用推送订阅或拉取 API；目前某些 Cloud 客户端库（请参阅“同步拉取”部分）和所有 API 客户端库都提供拉取 API。如需了解详情，请参阅客户端库文档。

同步拉取

在某些情况下，异步拉取并不非常适合您的应用。例如，应用逻辑可能依赖轮询模式来检索消息，或者需要对客户端在任何给定时间检索的消息数量进行精确限制。为了支持此类应用，该服务支持同步拉取方法。

以下是一些示例代码，用于拉取和确认固定数量的消息：

C#

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C# 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub C# API 参考文档。


using Google.Cloud.PubSub.V1;
using Grpc.Core;
using System;
using System.Linq;
using System.Text;
using System.Threading;

public class PullMessagesSyncSample
{
    public int PullMessagesSync(string projectId, string subscriptionId, bool acknowledge)
    {
        SubscriptionName subscriptionName = SubscriptionName.FromProjectSubscription(projectId, subscriptionId);
        SubscriberServiceApiClient subscriberClient = SubscriberServiceApiClient.Create();
        int messageCount = 0;
        try
        {
            // Pull messages from server,
            // allowing an immediate response if there are no messages.
            PullResponse response = subscriberClient.Pull(subscriptionName, returnImmediately: false, maxMessages: 20);
            // Print out each received message.
            foreach (ReceivedMessage msg in response.ReceivedMessages)
            {
                string text = Encoding.UTF8.GetString(msg.Message.Data.ToArray());
                Console.WriteLine($"Message {msg.Message.MessageId}: {text}");
                Interlocked.Increment(ref messageCount);
            }
            // If acknowledgement required, send to server.
            if (acknowledge && messageCount > 0)
            {
                subscriberClient.Acknowledge(subscriptionName, response.ReceivedMessages.Select(msg => msg.AckId));
            }
        }
        catch (RpcException ex) when (ex.Status.StatusCode == StatusCode.Unavailable)
        {
            // UNAVAILABLE due to too many concurrent pull requests pending for the given subscription.
        }
        return messageCount;
    }
}

Go

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Go 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Go API 参考文档。

import (
	"context"
	"fmt"
	"io"
	"time"

	"google.golang.org/grpc/codes"
	"google.golang.org/grpc/status"

	"cloud.google.com/go/pubsub"
)

func pullMsgsSync(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: %v", err)
	}
	defer client.Close()

	sub := client.Subscription(subID)

	// Turn on synchronous mode. This makes the subscriber use the Pull RPC rather
	// than the StreamingPull RPC, which is useful for guaranteeing MaxOutstandingMessages,
	// the max number of messages the client will hold in memory at a time.
	sub.ReceiveSettings.Synchronous = true
	sub.ReceiveSettings.MaxOutstandingMessages = 10

	// Receive messages for 5 seconds.
	ctx, cancel := context.WithTimeout(ctx, 5*time.Second)
	defer cancel()

	// Create a channel to handle messages to as they come in.
	cm := make(chan *pubsub.Message)
	defer close(cm)
	// Handle individual messages in a goroutine.
	go func() {
		for msg := range cm {
			fmt.Fprintf(w, "Got message :%q\n", string(msg.Data))
			msg.Ack()
		}
	}()

	// Receive blocks until the passed in context is done.
	err = sub.Receive(ctx, func(ctx context.Context, msg *pubsub.Message) {
		cm <- msg
	})
	if err != nil && status.Code(err) != codes.Canceled {
		return fmt.Errorf("Receive: %v", err)
	}

	return nil
}

Java

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Java 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Java API 参考文档。


import com.google.cloud.pubsub.v1.stub.GrpcSubscriberStub;
import com.google.cloud.pubsub.v1.stub.SubscriberStub;
import com.google.cloud.pubsub.v1.stub.SubscriberStubSettings;
import com.google.pubsub.v1.AcknowledgeRequest;
import com.google.pubsub.v1.ProjectSubscriptionName;
import com.google.pubsub.v1.PullRequest;
import com.google.pubsub.v1.PullResponse;
import com.google.pubsub.v1.ReceivedMessage;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;

public class SubscribeSyncExample {
  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";
    Integer numOfMessages = 10;

    subscribeSyncExample(projectId, subscriptionId, numOfMessages);
  }

  public static void subscribeSyncExample(
      String projectId, String subscriptionId, Integer numOfMessages) throws IOException {
    SubscriberStubSettings subscriberStubSettings =
        SubscriberStubSettings.newBuilder()
            .setTransportChannelProvider(
                SubscriberStubSettings.defaultGrpcTransportProviderBuilder()
                    .setMaxInboundMessageSize(20 * 1024 * 1024) // 20MB (maximum message size).
                    .build())
            .build();

    try (SubscriberStub subscriber = GrpcSubscriberStub.create(subscriberStubSettings)) {
      String subscriptionName = ProjectSubscriptionName.format(projectId, subscriptionId);
      PullRequest pullRequest =
          PullRequest.newBuilder()
              .setMaxMessages(numOfMessages)
              .setSubscription(subscriptionName)
              .build();

      // Use pullCallable().futureCall to asynchronously perform this operation.
      PullResponse pullResponse = subscriber.pullCallable().call(pullRequest);
      List<String> ackIds = new ArrayList<>();
      for (ReceivedMessage message : pullResponse.getReceivedMessagesList()) {
        // Handle received message
        // ...
        ackIds.add(message.getAckId());
      }
      // Acknowledge received messages.
      AcknowledgeRequest acknowledgeRequest =
          AcknowledgeRequest.newBuilder()
              .setSubscription(subscriptionName)
              .addAllAckIds(ackIds)
              .build();

      // Use acknowledgeCallable().futureCall to asynchronously perform this operation.
      subscriber.acknowledgeCallable().call(acknowledgeRequest);
      System.out.println(pullResponse.getReceivedMessagesList());
    }
  }
}

Node.js

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Node.js 设置说明进行操作。如需了解详情，请参阅 Pub/Sub Node.js API 参考文档。

/**
 * TODO(developer): Uncomment these variables before running the sample.
 */
// const projectId = 'YOUR_PROJECT_ID';
// const subscriptionName = 'YOUR_SUBSCRIPTION_NAME';

// Imports the Google Cloud client library. v1 is for the lower level
// proto access.
const {v1} = require('@google-cloud/pubsub');

// Creates a client; cache this for further use.
const subClient = new v1.SubscriberClient();

async function synchronousPull() {
  const formattedSubscription = subClient.subscriptionPath(
    projectId,
    subscriptionName
  );

  // The maximum number of messages returned for this request.
  // Pub/Sub may return fewer than the number specified.
  const request = {
    subscription: formattedSubscription,
    maxMessages: 10,
  };

  // The subscriber pulls a specified number of messages.
  const [response] = await subClient.pull(request);

  // Process the messages.
  const ackIds = [];
  for (const message of response.receivedMessages) {
    console.log(`Received message: ${message.message.data}`);
    ackIds.push(message.ackId);
  }

  // Acknowledge all of the messages. You could also ackknowledge
  // these individually, but this is more efficient.
  const ackRequest = {
    subscription: formattedSubscription,
    ackIds: ackIds,
  };
  await subClient.acknowledge(ackRequest);

  console.log('Done.');
}

synchronousPull().catch(console.error);

PHP

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Node.js 设置说明进行操作。如需了解详情，请参阅 Pub/Sub Node.js API 参考文档。

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);
    }
}

协议

请求：

POST https://pubsub.googleapis.com/v1/projects/myproject/subscriptions/mysubscription:pull

{
  "returnImmediately": "false",
  "maxMessages": "1"
}

响应：

200 OK

{
  "receivedMessages": [{
    "ackId": "dQNNHlAbEGEIBERNK0EPKVgUWQYyODM2LwgRHFEZDDsLRk1SK...",
    "message": {
      "data": "SGVsbG8gQ2xvdWQgUHViL1N1YiEgSGVyZSBpcyBteSBtZXNzYWdlIQ==",
      "messageId": "19917247034"
    }
  }]
}

请求：

POST https://pubsub.googleapis.com/v1/projects/myproject/subscriptions/mysubscription:acknowledge

{
  "ackIds": [
    "dQNNHlAbEGEIBERNK0EPKVgUWQYyODM2LwgRHFEZDDsLRk1SK..."
  ]
}

Python

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Python 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Python API 参考文档。

from google.api_core import retry
from google.cloud import pubsub_v1

# TODO(developer)
# project_id = "your-project-id"
# subscription_id = "your-subscription-id"

subscriber = pubsub_v1.SubscriberClient()
subscription_path = subscriber.subscription_path(project_id, subscription_id)

NUM_MESSAGES = 3

# Wrap the subscriber in a 'with' block to automatically call close() to
# close the underlying gRPC channel when done.
with subscriber:
    # The subscriber pulls a specific number of messages. The actual
    # number of messages pulled may be smaller than max_messages.
    response = subscriber.pull(
        request={"subscription": subscription_path, "max_messages": NUM_MESSAGES},
        retry=retry.Retry(deadline=300),
    )

    ack_ids = []
    for received_message in response.received_messages:
        print(f"Received: {received_message.message.data}.")
        ack_ids.append(received_message.ack_id)

    # Acknowledges the received messages so they will not be sent again.
    subscriber.acknowledge(
        request={"subscription": subscription_path, "ack_ids": ack_ids}
    )

    print(
        f"Received and acknowledged {len(response.received_messages)} messages from {subscription_path}."
    )

Ruby

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Ruby 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Ruby API 参考文档。

# subscription_name = "Your Pubsub subscription name"
require "google/cloud/pubsub"

pubsub = Google::Cloud::Pubsub.new

subscription = pubsub.subscription subscription_name
subscription.pull.each do |message|
  puts "Message pulled: #{message.data}"
  message.acknowledge!
end

Pub/Sub 提供消息列表。如果该列表包含多条消息，则 Pub/Sub 会对排序键相同的消息进行排序。

请注意，要通过同步拉取来实现较短的消息传送延迟时间，同时拥有许多待处理的拉取请求很重要。随着主题吞吐量的增加，需要更多的拉取请求。通常，对于某些不宜延迟的应用，异步拉取更合适。

通过租期管理实现同步拉取

单条消息的处理时间可能会超出预先配置的确认时限（也称为租期）。为了避免重新传送这些消息，客户端库提供了一种重置其确认时限的方法（Go 客户端库除外，它会自动修改轮询消息的确认时限），如以下示例所示：

C#

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 C# 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub C# API 参考文档。


using Google.Cloud.PubSub.V1;
using Grpc.Core;
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;

public class PullMessageWithLeaseManagementSample
{
    public int PullMessageWithLeaseManagement(string projectId, string subscriptionId, bool acknowledge)
    {
        SubscriptionName subscriptionName = SubscriptionName.FromProjectSubscription(projectId, subscriptionId);
        SubscriberServiceApiClient subscriberClient = SubscriberServiceApiClient.Create();

        var ackIds = new List<string>();
        try
        {
            PullResponse response = subscriberClient.Pull(subscriptionName, returnImmediately: false, maxMessages: 20);

            // Print out each received message.
            foreach (ReceivedMessage msg in response.ReceivedMessages)
            {
                ackIds.Add(msg.AckId);
                string text = Encoding.UTF8.GetString(msg.Message.Data.ToArray());
                Console.WriteLine($"Message {msg.Message.MessageId}: {text}");

                // Modify the ack deadline of each received message from the default 10 seconds to 30.
                // This prevents the server from redelivering the message after the default 10 seconds
                // have passed.
                subscriberClient.ModifyAckDeadline(subscriptionName, new List<string> { msg.AckId }, 30);
            }
            // If acknowledgement required, send to server.
            if (acknowledge && ackIds.Count > 0)
            {
                subscriberClient.Acknowledge(subscriptionName, ackIds);
            }
        }
        catch (RpcException ex) when (ex.Status.StatusCode == StatusCode.Unavailable)
        {
            // UNAVAILABLE due to too many concurrent pull requests pending for the given subscription.
        }
        return ackIds.Count;
    }
}

Java

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Java 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Java API 参考文档。


import com.google.cloud.pubsub.v1.stub.GrpcSubscriberStub;
import com.google.cloud.pubsub.v1.stub.SubscriberStub;
import com.google.cloud.pubsub.v1.stub.SubscriberStubSettings;
import com.google.pubsub.v1.AcknowledgeRequest;
import com.google.pubsub.v1.ModifyAckDeadlineRequest;
import com.google.pubsub.v1.ProjectSubscriptionName;
import com.google.pubsub.v1.PullRequest;
import com.google.pubsub.v1.PullResponse;
import com.google.pubsub.v1.ReceivedMessage;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;

public class SubscribeSyncWithLeaseExample {
  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";
    Integer numOfMessages = 10;

    projectId = "tz-playground-bigdata";
    subscriptionId = "uno";

    subscribeSyncWithLeaseExample(projectId, subscriptionId, numOfMessages);
  }

  public static void subscribeSyncWithLeaseExample(
      String projectId, String subscriptionId, Integer numOfMessages)
      throws IOException, InterruptedException {
    SubscriberStubSettings subscriberStubSettings =
        SubscriberStubSettings.newBuilder()
            .setTransportChannelProvider(
                SubscriberStubSettings.defaultGrpcTransportProviderBuilder()
                    .setMaxInboundMessageSize(20 << 20) // 20 MB
                    .build())
            .build();

    try (SubscriberStub subscriber = GrpcSubscriberStub.create(subscriberStubSettings)) {

      String subscriptionName = ProjectSubscriptionName.format(projectId, subscriptionId);

      PullRequest pullRequest =
          PullRequest.newBuilder()
              .setMaxMessages(numOfMessages)
              .setSubscription(subscriptionName)
              .build();

      // Use pullCallable().futureCall to asynchronously perform this operation.
      PullResponse pullResponse = subscriber.pullCallable().call(pullRequest);

      List<String> ackIds = new ArrayList<>();

      for (ReceivedMessage message : pullResponse.getReceivedMessagesList()) {
        ackIds.add(message.getAckId());

        // Modify the ack deadline of each received message from the default 10 seconds to 30.
        // This prevents the server from redelivering the message after the default 10 seconds
        // have passed.
        ModifyAckDeadlineRequest modifyAckDeadlineRequest =
            ModifyAckDeadlineRequest.newBuilder()
                .setSubscription(subscriptionName)
                .addAckIds(message.getAckId())
                .setAckDeadlineSeconds(30)
                .build();

        subscriber.modifyAckDeadlineCallable().call(modifyAckDeadlineRequest);
      }

      // Acknowledge received messages.
      AcknowledgeRequest acknowledgeRequest =
          AcknowledgeRequest.newBuilder()
              .setSubscription(subscriptionName)
              .addAllAckIds(ackIds)
              .build();

      // Use acknowledgeCallable().futureCall to asynchronously perform this operation.
      subscriber.acknowledgeCallable().call(acknowledgeRequest);
      System.out.println(pullResponse.getReceivedMessagesList());
    }
  }
}

Node.js

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Node.js 设置说明进行操作。如需了解详情，请参阅 Pub/Sub Node.js API 参考文档。

/**
 * TODO(developer): Uncomment these variables before running the sample.
 */
// const projectId = 'YOUR_PROJECT_ID';
// const subscriptionName = 'YOUR_SUBSCRIPTION_NAME';

// Imports the Google Cloud client library. v1 is for the lower level
// proto access.
const {v1} = require('@google-cloud/pubsub');

// Creates a client; cache this for further use.
const subClient = new v1.SubscriberClient();

async function synchronousPullWithLeaseManagement() {
  const formattedSubscription = subClient.subscriptionPath(
    projectId,
    subscriptionName
  );

  // The maximum number of messages returned for this request.
  // Pub/Sub may return fewer than the number specified.
  const maxMessages = 1;
  const newAckDeadlineSeconds = 30;
  const request = {
    subscription: formattedSubscription,
    maxMessages: maxMessages,
  };

  let isProcessed = false;

  // The worker function is meant to be non-blocking. It starts a long-
  // running process, such as writing the message to a table, which may
  // take longer than the default 10-sec acknowledge deadline.
  function worker(message) {
    console.log(`Processing "${message.message.data}"...`);

    setTimeout(() => {
      console.log(`Finished procesing "${message.message.data}".`);
      isProcessed = true;
    }, 30000);
  }

  // The subscriber pulls a specified number of messages.
  const [response] = await subClient.pull(request);

  // Obtain the first message.
  const message = response.receivedMessages[0];

  // Send the message to the worker function.
  worker(message);

  let waiting = true;
  while (waiting) {
    await new Promise(r => setTimeout(r, 10000));
    // If the message has been processed..
    if (isProcessed) {
      const ackRequest = {
        subscription: formattedSubscription,
        ackIds: [message.ackId],
      };

      //..acknowledges the message.
      await subClient.acknowledge(ackRequest);
      console.log(`Acknowledged: "${message.message.data}".`);
      // Exit after the message is acknowledged.
      waiting = false;
      console.log('Done.');
    } else {
      // If the message is not yet processed..
      const modifyAckRequest = {
        subscription: formattedSubscription,
        ackIds: [message.ackId],
        ackDeadlineSeconds: newAckDeadlineSeconds,
      };

      //..reset its ack deadline.
      await subClient.modifyAckDeadline(modifyAckRequest);

      console.log(
        `Reset ack deadline for "${message.message.data}" for ${newAckDeadlineSeconds}s.`
      );
    }
  }
}

synchronousPullWithLeaseManagement().catch(console.error);

Python

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Python 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Python API 参考文档。

import logging
import multiprocessing
import sys
import time

from google.api_core import retry
from google.cloud import pubsub_v1

multiprocessing.log_to_stderr()
logger = multiprocessing.get_logger()
logger.setLevel(logging.INFO)
processes = dict()

# TODO(developer)
# project_id = "your-project-id"
# subscription_id = "your-subscription-id"

subscriber = pubsub_v1.SubscriberClient()
subscription_path = subscriber.subscription_path(project_id, subscription_id)

response = subscriber.pull(
    request={"subscription": subscription_path, "max_messages": 3},
    retry=retry.Retry(deadline=300),
)

# Start a process for each message based on its size modulo 10.
for message in response.received_messages:
    process = multiprocessing.Process(
        target=time.sleep, args=(sys.getsizeof(message) % 10,)
    )
    processes[process] = (message.ack_id, message.message.data)
    process.start()

while processes:
    # Take a break every second.
    if processes:
        time.sleep(1)

    for process in list(processes):
        ack_id, msg_data = processes[process]
        # If the process is running, reset the ack deadline.
        if process.is_alive():
            subscriber.modify_ack_deadline(
                request={
                    "subscription": subscription_path,
                    "ack_ids": [ack_id],
                    # Must be between 10 and 600.
                    "ack_deadline_seconds": 15,
                }
            )
            logger.info(f"Reset ack deadline for {msg_data}.")

        # If the process is complete, acknowledge the message.
        else:
            subscriber.acknowledge(
                request={"subscription": subscription_path, "ack_ids": [ack_id]}
            )
            logger.info(f"Acknowledged {msg_data}.")
            processes.pop(process)
print(
    f"Received and acknowledged {len(response.received_messages)} messages from {subscription_path}."
)

# Close the underlying gPRC channel. Alternatively, wrap subscriber in
# a 'with' block to automatically call close() when done.
subscriber.close()

Ruby

在尝试此示例之前，请按照《快速入门：使用客户端库》中的 Ruby 设置说明进行操作。 如需了解详情，请参阅 Pub/Sub Ruby API 参考文档。

# subscription_name = "Your Pubsub subscription name"
require "google/cloud/pubsub"

pubsub = Google::Cloud::Pubsub.new

subscription = pubsub.subscription subscription_name
new_ack_deadline = 30
processed = false

# The subscriber pulls a specified number of messages.
received_messages = subscription.pull max: 1

# Obtain the first message.
message = received_messages.first

# Send the message to a non-blocking worker that starts a long-running process, such as writing
# the message to a table, which may take longer than the default 10-sec acknowledge deadline.
Thread.new do
  sleep 15
  processed = true
  puts "Finished processing \"#{message.data}\"."
end

loop do
  sleep 10
  if processed
    # If the message has been processed, acknowledge the message.
    message.acknowledge!
    puts "Done."
    # Exit after the message is acknowledged.
    break
  else
    # If the message has not yet been processed, reset its ack deadline.
    message.modify_ack_deadline! new_ack_deadline
    puts "Reset ack deadline for \"#{message.data}\" for #{new_ack_deadline} seconds."
  end
end

扩缩

您可能需要为订阅者应用实施扩缩机制来应对消息量。如何做到这一点取决于您的环境，但通常基于通过Google Cloud 操作套件监控服务提供的积压指标。如需详细了解如何为 Compute Engine 执行此操作，请参阅基于 Cloud Monitoring 指标进行扩缩。

请转到 GCP 指标列表的 Pub/Sub 部分页面，了解可以通过编程方式监控哪些指标。

最后，与所有分布式服务一样，每个请求偶尔会重试。

处理重复项并强制重试

如果您在确认时限之前未确认消息，Pub/Sub 会重新发送该消息。因此，Pub/Sub 可能会发送重复的消息。请使用 Google Cloud 的操作套件来监控具有 expired 响应代码的确认操作以检测此情况。如需获取此数据，请选择确认消息操作指标，然后按 response_code 标签对其进行分组或过滤。请注意，response_code 是指标上的系统标签，不是指标。

使用 Stackdriver 搜索已过期的消息确认时限

为了降低重复率，请延长消息时限。

  • 客户端库会自动延长时限，但您应注意，可配置的最大延长时限有默认限制。
  • 如果要构建自己的客户端库，请使用 modifyAckDeadline 方法延长确认时限。

或者，如需强制 Pub/Sub 重试消息，请将 modifyAckDeadline 设置为 0。