NetMQ(四): 推拉模式 Push-Pull

ZeroMQ系列 之NetMQ

一:zeromq简介

二:NetMQ 请求响应模式 Request-Reply

三:NetMQ 发布订阅模式 Publisher-Subscriber

四:NetMQ 推拉模式 Push-Pull

NetMQ 推拉模式 Push-Pull

1:简介

推拉模式,也叫 管道模式”Parallel Pipeline”。想象一下这样的场景,如果需要统计各个机器的日志,我们需要将统计任务分发到各个节点机器上,最后收集统计结果,做一个汇总。PipeLine比较适合于这种场景,他的结构图,如图1所示

图1 官方图

Ventilator,在管道中生产任务;
Worker ,处理任务;
Sink,收集Worker处理的结果。

2:案例

下面有三个对象Ventilator 消息分发者,Worker 消息处理者,Sink 接受Worker处理消息后返回的结果,耗时的计算处理工作是交给Worker的,如果开多个Worker.exe,可以提升处理速度,Worker的最终目的是分布式计算,部署到多台PC上面,把计算工作交给他们去做(在分布式爬虫上面,每个Worker相当于一个爬虫)。
下面案例结构,如图2所示:


图2

源码:

Ventilator

static void Main(string[] args)
{
// Task Ventilator
// Binds PUSH socket to tcp://localhost:5557
// Sends batch of tasks to workers via that socket
Console.WriteLine("====== VENTILATOR ======");

//socket to send messages on
using (NetMQSocket sender = new DealerSocket())
{
sender.Bind("tcp://*:5557");

using (var sink = new DealerSocket())
{
sink.Connect("tcp://localhost:5558");

Console.WriteLine("Press enter when worker are ready");
Console.ReadLine();

//the first message it "0" and signals start of batch
//see the Sink.csproj Program.cs file for where this is used
Console.WriteLine("Sending start of batch to Sink");
sink.SendFrame("0");

Console.WriteLine("Sending tasks to workers");

//initialise random number generator
Random rand = new Random(0);

//expected costs in Ms
int totalMs = 0;

//send 100 tasks (workload for tasks, is just some random sleep time that
//the workers can perform, in real life each work would do more than sleep
for (int taskNumber = 0; taskNumber < 100; taskNumber++)
{
//Random workload from 1 to 100 msec
int workload = rand.Next(0, 100);
totalMs += workload;
Console.WriteLine("Workload : {0}", workload);
sender.SendFrame(workload.ToString());
}
Console.WriteLine("Total expected cost : {0} msec", totalMs);
Console.WriteLine("Press Enter to quit");
Console.ReadLine();
}
}
}

Worker

static void Main(string[] args)
{
// Task Worker
// Connects PULL socket to tcp://localhost:5557
// collects workload for socket from Ventilator via that socket
// Connects PUSH socket to tcp://localhost:5558
// Sends results to Sink via that socket
Console.WriteLine("====== WORKER ======");

//socket to receive messages on
using (var receiver = new DealerSocket())
{
receiver.Connect("tcp://localhost:5557");

//socket to send messages on
using (var sender = new DealerSocket())
{
sender.Connect("tcp://localhost:5558");

//process tasks forever
while (true)
{
//workload from the vetilator is a simple delay
//to simulate some work being done, see
//Ventilator.csproj Proram.cs for the workload sent
//In real life some more meaningful work would be done
string workload = receiver.ReceiveString();

//simulate some work being done
Thread.Sleep(int.Parse(workload));

//send results to sink, sink just needs to know worker
//is done, message content is not important, just the precence of
//a message means worker is done.
//See Sink.csproj Proram.cs
Console.WriteLine("Sending to Sink");
sender.SendFrame(string.Empty);
}
}
}
}

Sink

static void Main(string[] args)
{
// Task Sink
// Bindd PULL socket to tcp://localhost:5558
// Collects results from workers via that socket
Console.WriteLine("====== SINK ======");

//socket to receive messages on
using (var receiver = new DealerSocket())
{
receiver.Bind("tcp://localhost:5558");

//wait for start of batch (see Ventilator.csproj Program.cs)
var startOfBatchTrigger = receiver.ReceiveString();
Console.WriteLine("Seen start of batch");

//Start our clock now
Stopwatch watch = new Stopwatch();
watch.Start();

for (int taskNumber = 0; taskNumber < 100; taskNumber++)
{
var workerDoneTrigger = receiver.ReceiveString();
if (taskNumber % 10 == 0)
{
Console.Write("😊;
}
else
{
Console.Write(".");
}
}
watch.Stop();
//Calculate and report duration of batch
Console.WriteLine();
Console.WriteLine("Total elapsed time {0} msec", watch.ElapsedMilliseconds);
Console.ReadLine();
}
}

效果图:

处理一个Ventilator任务,可以使用数量不同的worker:

一个worker:
在我本地计算机上,耗时 5566 mesc

二个worker:
在我本地计算机上,耗时2917 mesc

三个worker:
在我本地计算机上,耗时2031 msec

3:总结

  1. 使用的NetMQ版本是3.3.3.1,实例化DealerSocket,来创建socket。
  2. Ventilator分发工作到不同的Worker,实现负载均衡。
  3. Ventilator和Sink是静态部分,Worker是动态的。开启更多的Worker,理论上完成工作更快。
  4. Sink收集Worker处理的结果.

4:下载

NetMQ3.3.3.1例子
NetMQ3.3.2.2例子

posted @ 2016-05-14 11:33  weiqinl  阅读(4947)  评论(7)    收藏  举报