Redis Stream简介
Redis Stream是随着5.0版本发布的一种新的Redis数据类型:
高效消费者组:允许多个消费者组从同一数据流的不同部分消费数据,每个消费者组都能独立地处理消息,这样可以并行处理和提高效率。
阻塞操作:消费者可以设置阻塞操作,这样它们会在流中有新数据添加时被唤醒并开始处理,这有助于减少资源消耗并提高响应速度。
数据持久化:它可以将数据持久化到内存(配置本地持久化后会写入到存储设备)中进行保存,等待消费。
多生产者多消费者:Redis Streams能够在多个生产者和消费者之间建立一个数据通道,使得数据的流动和处理更加灵活。
扩展性和异步通信:用户可以通过应用程序轻松扩展消费者数量,并且生产者和消费者之间的通信可以是异步的,这有助于提高系统的整体性能。
满足多样化需求:Redis Streams满足从实时数据处理到历史数据访问的各种需求,同时保持易于管理。
Redis Stream可以干什么
消息队列:Redis Stream可以用作一个可靠的消息队列系统,支持发布/订阅模式,生产者和消费者可以异步地发送和接收消息。
任务调度:Redis Stream可以用于实现分布式任务调度系统,将任务分发到多个消费者进行处理,从而提高处理速度和系统可扩展性。
事件驱动架构:Redis Stream可以作为事件驱动架构中的核心组件,用于处理来自不同服务的事件,实现解耦和灵活性。
FreeRedis简介
FreeRedis 的命名来自,“自由”、“免费”,它和名字与 FreeSql 是一个理念,简易是他们一致的追寻方向,最低可支持 .NET Framework 4.0 运行环境,支持到 Redis-server 7.2。
github MIT开源协议
作者博客园地址
官方介绍
基于 .NET 的 Redis 客户端,支持 .NET Core 2.1+、.NET Framework 4.0+、Xamarin 以及 AOT。
- 🌈 所有方法名与 redis-cli 保持一致
- 🌌 支持 Redis 集群(服务端要求 3.2 及以上版本)
- ⛳ 支持 Redis 哨兵模式
- 🎣 支持主从分离(Master-Slave)
- 📡 支持发布订阅(Pub-Sub)
- 📃 支持 Redis Lua 脚本
- 💻 支持管道(Pipeline)
- 📰 支持事务
- 🌴 支持 GEO 命令(服务端要求 3.2 及以上版本)
- 🌲 支持 STREAM 类型命令(服务端要求 5.0 及以上版本)
- ⚡ 支持本地缓存(Client-side-cahing,服务端要求 6.0 及以上版本)
- 🌳 支持 Redis 6 的 RESP3 协议
要实现的功能
1、生产者生产数据
2、消费者消费数据后确认
3、消费者消费数据后不确认
4、已消费但超时未确认的消息监控
5、已消费但超时未确认的消息二次消费
项目依赖
WPF
CommunityToolkit.Mvvm
FreeRedis
Newtonsoft.Json
NLog
redis-windows-7.2.5
业务场景代码
涉及到的Redis命令
创建消费者组 XGROUP CREATE key group <id | $> [MKSTREAM] [ENTRIESREAD entries-read]
查询消费者组信息 XINFO STREAM key [FULL [COUNT count]]
消息队列数量(长度) XLEN key
添加消息到队列尾部 XADD key [NOMKSTREAM] [<MAXLEN | MINID> [= | ~] threshold [LIMIT count]] <* | id> field value [field value ...]
消费组成员读取消息 XREADGROUP GROUP group consumer [COUNT count] [BLOCK milliseconds] [NOACK] STREAMS key [key ...] id [id ...]
确认消息 XACK key group id [id ...]
删除消息 XDEL key id [id ...]
获取消费未确认消息的队列信息 XPENDING key group [[IDLE min-idle-time] start end count [consumer]]
把未消费的消息消费者转移到当前消费者名下 XAUTOCLAIM key group consumer min-idle-time start [COUNT count] [JUSTID]
代码
App.xaml.cs
public partial class App : Application{public static Logger Logger = LogManager.GetCurrentClassLogger(); public static RedisClient RedisHelper;public static MainViewModel MainViewModel;private void App_OnStartup(object sender, StartupEventArgs e){Current.DispatcherUnhandledException += Current_DispatcherUnhandledException;try{//redis6以上版本启用了ACL用户管理机制,默认用户名是default,可以忽略密码RedisHelper = new RedisClient("127.0.0.1:6379,user=defualt,defaultDatabase=13");RedisHelper.Serialize = JsonConvert.SerializeObject;//序列化RedisHelper.Deserialize = JsonConvert.DeserializeObject;//反序列化RedisHelper.Notice += (s, ee) => Console.WriteLine(ee.Log); //打印命令日志MainViewModel = new MainViewModel();}catch (Exception exception){MessageBox.Show(exception.Message);Current.Shutdown(-100);}}private void Current_DispatcherUnhandledException(object sender, System.Windows.Threading.DispatcherUnhandledExceptionEventArgs e){e.Handled = true;Logger.Error($"未捕获的错误:来源:{sender},错误:{e}");}private void App_OnExit(object sender, ExitEventArgs e){RedisHelper.Dispose();}}
MainWindow.xaml的主要内容
<StackPanel><WrapPanel ItemHeight="40" Margin="10,10,0,0" VerticalAlignment="Center"><TextBlock Text="生产数据数:" VerticalAlignment="Center"></TextBlock><TextBox Text="{Binding RecordCount}" Width="100" MaxLength="9" VerticalAlignment="Center"></TextBox><TextBlock Text="生产者数量:" Margin="10,0,0,0" VerticalAlignment="Center"></TextBlock><TextBox Text="{Binding TaskCount}" Width="100" MaxLength="6" VerticalAlignment="Center"></TextBox><TextBlock Margin="10,0,0,0" VerticalAlignment="Center"><Run Text="正在产生第:"></Run><Run Text="{Binding ProducerIndex}"></Run><Run Text="条数据"></Run></TextBlock><Button Content="生成数据" HorizontalAlignment="Left" Margin="10,0,0,0" VerticalAlignment="Center" Width="103" Command="{Binding ProducerRelayCommand}" /></WrapPanel><WrapPanel ItemHeight="40" Margin="0,10,0,0" VerticalAlignment="Center"><TextBlock Text="消费者数量:" Margin="10,0,0,0" VerticalAlignment="Center"></TextBlock><TextBox Text="{Binding ConsumerCount}" Width="100" MaxLength="6" VerticalAlignment="Center"></TextBox><TextBlock Margin="10,0,0,0" VerticalAlignment="Center"><Run Text="剩余未消费:"></Run><Run Text="{Binding ConsumeIndex}"></Run><Run Text="条数据。"></Run></TextBlock><CheckBox IsChecked="{Binding IsAutoAck,Mode=TwoWay}" Content="自动确认" VerticalAlignment="Center" ></CheckBox><Button Content="开始消费" HorizontalAlignment="Left" Margin="10,0,0,0" VerticalAlignment="Center" Width="103" Command="{Binding ConsumeRelayCommand}" /><Button Content="消费未确认消费队列" HorizontalAlignment="Left" Margin="10,0,0,0" VerticalAlignment="Center" Width="103" Command="{Binding PendingRelayCommand}" /></WrapPanel><WrapPanel><StackPanel><TextBlock Margin="10,0,0,0" Text="队列信息:" VerticalAlignment="Center"></TextBlock><TextBox Margin="10,0,0,0" VerticalAlignment="Center" Height="310" Width="250" Text="{Binding StreamInfo}" VerticalScrollBarVisibility="Auto"></TextBox></StackPanel><StackPanel><TextBlock Margin="13,0,0,0" Text="消费信息:" VerticalAlignment="Center"></TextBlock><TextBox Margin="13,0,0,0" VerticalAlignment="Center" Height="310" Width="250" Text="{Binding ConsumeInfo}" VerticalScrollBarVisibility="Auto" TextWrapping="WrapWithOverflow"></TextBox></StackPanel><StackPanel><TextBlock Margin="13,0,0,0" Text="未确认消费信息:" VerticalAlignment="Center"></TextBlock><TextBox Margin="13,0,0,0" VerticalAlignment="Center" Height="310" Width="250" Text="{Binding PendingInfo}" VerticalScrollBarVisibility="Auto" TextWrapping="WrapWithOverflow"></TextBox></StackPanel><StackPanel><TextBlock Margin="13,0,0,0" Text="消费未确认信息:" VerticalAlignment="Center"></TextBlock><TextBox Margin="13,0,0,0" VerticalAlignment="Center" Height="310" Width="250" Text="{Binding PendingConsumeInfo}" VerticalScrollBarVisibility="Visible" HorizontalScrollBarVisibility="Auto" TextWrapping="WrapWithOverflow"></TextBox></StackPanel></WrapPanel></StackPanel>
</Grid>
MainWindow.xaml.cs
public partial class MainWindow : Window{public MainWindow(){InitializeComponent();DataContext = App.MainViewModel;}private void MainWindow_OnLoaded(object sender, RoutedEventArgs e){App.MainViewModel.RecordCount = 1000;App.MainViewModel.TaskCount = 5;App.MainViewModel.ConsumerCount = 1;App.MainViewModel.ConsumeInfo = "等待消费信息……";App.MainViewModel.PendingInfo = "加载中……";App.MainViewModel.StreamInfo = "加载中……";}}
MainViewModel的声明和变量定义
public class MainViewModel : ObservableObject{#region 变量定义private readonly string _streamKey = "redisstream";private readonly string _consumeGroupName = "counsumeGroup";private DateTime _utcTime = new DateTime(1970, 1, 1, 0, 0, 0);/// <summary>/// 生成的消息条数/// </summary>private static int _exchangeValue;/// <summary>/// 剩余未消费条数/// </summary>private static int _consumeValue;/// <summary>/// 消费信息展示队列/// </summary>private static ConcurrentQueue<string> _consumedQueue = new ConcurrentQueue<string>();/// <summary>/// 消费未确认展示队列/// </summary>private static ConcurrentQueue<string> _pendingConsumedQueue = new ConcurrentQueue<string>();/// <summary>/// 退出令牌/// </summary>private CancellationTokenSource _cancellationTokenSource;/// <summary>/// 生成消息/// </summary>public RelayCommand ProducerRelayCommand { get; }/// <summary>/// 消费消息/// </summary>public RelayCommand ConsumeRelayCommand { get; }/// <summary>/// 消费未确认信息队列消费/// </summary>public RelayCommand PendingRelayCommand { get; }private int _recordCount;/// <summary>/// 数据条数/// </summary>public int RecordCount{get => _recordCount;set => SetProperty(ref _recordCount, value);}private int _taskCount;/// <summary>/// 开启后台生产者数量/// </summary>public int TaskCount{get => _taskCount;set => SetProperty(ref _taskCount, value);}private int _consumerCount;/// <summary>/// 消费者数量/// </summary>public int ConsumerCount{get => _consumerCount;set => SetProperty(ref _consumerCount, value);}private int _producerIndex;/// <summary>/// 正在生产的序列号/// </summary>public int ProducerIndex{get => Interlocked.Exchange(ref _producerIndex, _exchangeValue);set{SetProperty(ref _producerIndex, _exchangeValue);}}private long _consumeIndex;/// <summary>/// 正在消费的序列号/// </summary>public long ConsumeIndex{get => Interlocked.Read(ref _consumeIndex);set => SetProperty(ref _consumeIndex, value);}private string _streamInfo;/// <summary>/// 队列信息展示/// </summary>public string StreamInfo{get => _streamInfo;set => SetProperty(ref _streamInfo, value);}private string _consumeInfo;/// <summary>/// 消费信息展示/// </summary>public string ConsumeInfo{get => _consumeInfo;set{value = $"暂无消费消息[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]";if (_consumedQueue.TryDequeue(out var message)){value = _consumeInfo + Environment.NewLine + message;}SetProperty(ref _consumeInfo, value);}}private string _pendingInfo;/// <summary>/// 消费未确认队列信息展示/// </summary>public string PendingInfo{get => _pendingInfo;set => SetProperty(ref _pendingInfo, value);}private string _pedingConsumeInfo;/// <summary>/// 消费未确认队列的展示/// </summary>public string PendingConsumeInfo{get => _pedingConsumeInfo;set{value = $"暂无未确认消费信息[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]";if (_pendingConsumedQueue.TryDequeue(out var message)){value = _pedingConsumeInfo + Environment.NewLine + message;}SetProperty(ref _pedingConsumeInfo, value);}}private bool _isProduceCanExec;/// <summary>/// 是否可以执行生成任务/// </summary>public bool IsProduceCanExec{get => _isProduceCanExec;set{SetProperty(ref _isProduceCanExec, value);ProducerRelayCommand.NotifyCanExecuteChanged();}}private bool _isAutoAck;/// <summary>/// 是否自动确认消费信息/// </summary>public bool IsAutoAck{get => _isAutoAck;set{SetProperty(ref _isAutoAck, value);ProducerRelayCommand.NotifyCanExecuteChanged();}}#endregionpublic MainViewModel(){ProducerRelayCommand = new RelayCommand(async () => await DoProduce(), () => !_isProduceCanExec);ConsumeRelayCommand = new RelayCommand(async () => await DoConsume());PendingRelayCommand = new RelayCommand(async () => await DoPendingConsume());_cancellationTokenSource = new CancellationTokenSource();var exist = App.RedisHelper.Exists(_streamKey);if (!exist){//创建消费组,同一个消费组可以有多个消费者,它们直接不会重复读取到同一条消息App.RedisHelper.XGroupCreate(_streamKey, _consumeGroupName, MkStream: true);}else{var groups = App.RedisHelper.XInfoGroups(_streamKey);if (groups == null || !groups.Any()){App.RedisHelper.XGroupCreate(_streamKey, _consumeGroupName);}}ConsumeIndex = App.RedisHelper.XLen(_streamKey);DoLoadStreamInfo();DoLoadPendingInfo();}}
消息生成者
private async Task DoProduce()
{if (IsProduceCanExec){return;}IsProduceCanExec = true;if (TaskCount > RecordCount){TaskCount = RecordCount;}_exchangeValue = 0;ProducerIndex = 0;if (TaskCount > 0){var pageSize = RecordCount / TaskCount;var tasks = Enumerable.Range(1, TaskCount).Select(x =>{return Task.Run(() =>{var internalPageSize = pageSize;if (TaskCount > 1 && x == TaskCount){if (x * internalPageSize < RecordCount){internalPageSize = RecordCount - (TaskCount - 1) * internalPageSize;}}for (var i = 1; i <= internalPageSize; i++){ProducerIndex = Interlocked.Increment(ref _exchangeValue);ConsumeIndex = Interlocked.Increment(ref _consumeValue);var dic = new Dictionary<string, MessageModel> { { $"user_{x}", new MessageModel { Age = 16, Description = $"描述:{ProducerIndex}", Id = 1, Name = "wang", Status = 1 } } };App.RedisHelper.XAdd(_streamKey, 0, "*", dic);}return Task.CompletedTask;});});await Task.WhenAll(tasks);}IsProduceCanExec = false;
}#endregion
消息消费者
private Task DoConsume()
{var groups = App.RedisHelper.XInfoGroups(_streamKey);if (groups == null || !groups.Any()){App.RedisHelper.XGroupCreate(_streamKey, _consumeGroupName);}//添加消费者var tasks = Enumerable.Range(1, _consumerCount).Select(c =>{var task = Task.Run(async () =>{//从消费组中读取消息,同一个组内的成员不会重复获取同一条消息。var streamRead = App.RedisHelper.XReadGroup(_consumeGroupName, $"consumer{c}", 0, _streamKey, ">");if (streamRead != null){//取得消息var id = streamRead.id;var model = new Dictionary<string, MessageModel>(1){{ streamRead.fieldValues[0].ToString(), JsonConvert.DeserializeObject<MessageModel>(streamRead.fieldValues[1].ToString()) }};_consumedQueue.Enqueue($"consumer{c}取到了消息{id},{DateTime.Now:yyyy-MM-dd HH:mm:ss}");ConsumeInfo = "";await Task.Delay(100);//模拟业务逻辑耗时if (IsAutoAck){//ACKvar success = App.RedisHelper.XAck(_streamKey, _consumeGroupName, id);if (success > 0){//xdelApp.RedisHelper.XDel(_streamKey, id);_consumedQueue.Enqueue($"consumer{c}成功消费了消息{id},{DateTime.Now:yyyy-MM-dd HH:mm:ss}");}else{_consumedQueue.Enqueue($"consumer{c}的消息{id}加入了未确认队列,{DateTime.Now:yyyy-MM-dd HH:mm:ss}");}ConsumeInfo = "";}}});return task;});Task.WhenAll(tasks);return Task.CompletedTask;
}
#endregion
未消费信息队列监控
private Task DoLoadStreamInfo()
{Task.Factory.StartNew(async () =>{while (!_cancellationTokenSource.IsCancellationRequested){StreamInfo = "正在查询队列信息……";try{if (!App.RedisHelper.Exists(_streamKey)){StreamInfo = "队列尚未创建";await Task.Delay(3000);continue;}var info = App.RedisHelper.XInfoStream(_streamKey);StreamInfo = info?.first_entry == null ? "队列数据为空。" : $"队列长度:{info.length}{Environment.NewLine}第一个编号:{info.first_entry.id}{Environment.NewLine}最后一个编号:{info.last_entry.id}{Environment.NewLine}更新时间:{DateTime.Now:yyyy-MM-dd HH:mm:ss}";ConsumeIndex = info?.first_entry == null ? 0 : (int)info.length;}catch (Exception e){StreamInfo = $"获取队列信息失败:{e.Message}";}await Task.Delay(3000);}}, _cancellationTokenSource.Token, TaskCreationOptions.LongRunning, TaskScheduler.Default);return Task.CompletedTask;
}
#endregion
未消费成功(超时或业务逻辑执行失败)的消息队列消息展示
private Task DoLoadPendingInfo()
{Task.Run(async () =>{while (!_cancellationTokenSource.IsCancellationRequested){PendingInfo = "正在查询未确认队列……";if (!App.RedisHelper.Exists(_streamKey)){PendingInfo = "队列尚未创建";await Task.Delay(3000);continue;}try{var info = App.RedisHelper.XPending(_streamKey, _consumeGroupName);if (info == null || info.count == 0){PendingInfo = $"暂无未确认信息。[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]";await Task.Delay(3000);continue;}var infoTxt = $"未消费数量:{info.count}{Environment.NewLine}涉及{info.consumers.Length}个消费者{Environment.NewLine}最小编号:{info.minId}{Environment.NewLine}最大编号:{info.maxId}{Environment.NewLine}更新时间:[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]";PendingInfo = infoTxt;}catch (Exception e){PendingInfo = $"获取队列信息失败:{e.Message}";}await Task.Delay(3000);}}, _cancellationTokenSource.Token);return Task.CompletedTask;
}
#endregion
未消费成功的消息重新消费
private Task DoPendingConsume()
{Task.Run(async () =>{while (!_cancellationTokenSource.IsCancellationRequested){_pendingConsumedQueue.Enqueue($"正在查询未确认队列……[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]");PendingConsumeInfo = "";if (!App.RedisHelper.Exists(_streamKey)){_pendingConsumedQueue.Enqueue($"队列尚未创建……[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]");PendingConsumeInfo = "";await Task.Delay(3000);continue;}try{//从stream队列的头部(0-0的位置)获取2条已读取时间超过2分钟且未确认的消息,修改所有者为pendingUser重新消费并确认。var info = App.RedisHelper.XAutoClaim(_streamKey, _consumeGroupName, "pendingUser", 120000, "0-0", 2);if (info == null || info.entries == null || info.entries.Length == 0){_pendingConsumedQueue.Enqueue("未确认队列中暂无信息。[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]");await Task.Delay(3000);continue;}foreach (var entry in info.entries){if (entry == null) continue;_pendingConsumedQueue.Enqueue($"未确认消费信息:{entry.id}[{DateTime.Now:yyyy-MM-dd HH:mm:ss}]");Debug.WriteLine(JsonConvert.DeserializeObject<MessageModel>(entry.fieldValues[1].ToString()));PendingConsumeInfo = "";//ACKawait Task.Delay(100);//模拟业务逻辑执行时间var success = App.RedisHelper.XAck(_streamKey, _consumeGroupName, entry.id);if (success > 0){//xdelif (App.RedisHelper.XDel(_streamKey, entry.id) > 0){_pendingConsumedQueue.Enqueue($"consumer[pendingUser]成功消费了消息{entry.id},{DateTime.Now:yyyy-MM-dd HH:mm:ss}");}else{_pendingConsumedQueue.Enqueue($"[pendingUser]删除{entry.id}[失败],{DateTime.Now:yyyy-MM-dd HH:mm:ss}");}}else{_pendingConsumedQueue.Enqueue($"[pendingUser]消费{entry.id}[失败],{DateTime.Now:yyyy-MM-dd HH:mm:ss}");}}}catch (Exception e){PendingConsumeInfo = $"获取队列信息失败:{e.Message}";}PendingConsumeInfo = "";await Task.Delay(3000);}}, _cancellationTokenSource.Token);return Task.CompletedTask;
}#endregion
总结
本次我们通过Redis的Stream数据类型实现了部署简单、高性能、高可用性的消息队列,在中小型项目上可适用于需要处理数据流转的场景。
参考资料
① Redis Streams
②Redis Commands