Trying to build a distributed crawler with ZeroMQ

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感动是毒
感动是毒 2021-02-06 18:18

I just started to learn ZeroMQ and want to build a distributed webcrawler as an example while learing.

My idea is to have a \"server\", written in PHP, which accepts a u

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  •  粉色の甜心
    2021-02-06 18:28

    I'm building a job/task distributor that works the same as your crawler, in principal, at least. Here's a few things I've learned:

    Define All Events

    Communication between server and crawlers will be based on different things happening in your system, such as dispatching work from server to crawler, or a crawler sending a heartbeat message to the server. Define the system's event types; they are the use cases:

    DISPATCH_WORK_TO_CRAWLER_EVENT
    CRAWLER_NODE_STATUS_EVENT
    ...
    

    Define a Message Standard

    All communication between server and crawlers should be done using ZMsg's, so define a standard that organizes your frames, something like this:

    Frame1: "Crawler v1.0"             //this is a static header
    Frame2:                //ex: "CRAWLER_NODE_STATUS_EVENT"
    Frame3:   //content that applies to this event (if any)
    

    Now you can create message validators to validate ZMsgs received between peers since you have a standard convention all messages must follow.

    Server

    Use a single ROUTER on the server for asynchrounous and bidirectional communication with the crawlers. Also, use a PUB socket for broadcasting heartbeat messages.

    Don't block on the ROUTER socket, use a POLLER to loop every 5s or whatever, this allows the server to do other things periodically, like broadcast heartbeat events to the crawlers; something like this:

    Socket rtr = .. //ZMQ.ROUTER
    Socket pub = .. //ZMQ.PUB  
    ZMQ.Poller poller = new ZMQ.Poller(2)
    poller.register( rtr, ZMQ.Poller.POLLIN)                               
    poller.register( pub, ZMQ.Poller.POLLIN)
    
      while (true) {
         ZMsg msg = null            
         poller.poll(5000)
    
         if( poller.pollin(0)){
            //messages from crawlers                         
            msg = ZMsg.recvMsg(rtr)
         }
    
         //send heartbeat messages
         ZMsg hearbeatMsg = ...
         //create message content here,
         //publish to all crawlers
         heartbeatMsg.send(pub)
      }
    

    To address your question about worker awareness, a simple and effective method uses a FIFO stack along with the heartbeat messages; something like this:

    • server maintains a simple FIFO stack in memory
    • server sends out heartbeats; crawlers respond with their node name; the ROUTER automatically puts the address of the node in the message as well (read up on message enveloping)
    • push 1 object onto the stack containing the node name and node address
    • when the server wants to dispatch work to a crawler, just pop the next object from the stack, create the message and address is properly (using the node address), and off it goes to that worker
    • dispatch more work to other crawlers the same way; when a crawler responds back to the server, just push another object with node name/address back on the stack; the other workers won't be available until they respond, so we don't bother them.

    This is a simple but effective method of distributing work based on worker availability instead of blindly sending out work. Check lbbroker.php example, the concept is the same.

    Crawler (Worker)

    The worker should use a single DEALER socket along with a SUB. The DEALER is the main socket for async communication, and the SUB subscribes to heartbeat messages from the server. When the worker receives a heartbeat messages, it responds to the server on the DEALER socket.

    Socket dlr = .. //ZMQ.DEALER
    Socket sub = .. //ZMQ.SUB
    ZMQ.Poller poller = new ZMQ.Poller(2)
    poller.register( dlr, ZMQ.Poller.POLLIN)                               
    poller.register( sub, ZMQ.Poller.POLLIN)
    
      while (true) {
         ZMsg msg = null            
         poller.poll(5000)
    
         if( poller.pollin(0)){
            //message from server                         
            msg = ZMsg.recvMsg(dlr)
         }
    
         if( poller.pollin(1)){
          //heartbeat message from server
           msg = ZMsg.recvMsg(sub)
           //reply back with status
           ZMsg statusMsg = ...
           statusMsg.send(dlr)
      }
    

    The rest you can figure out on your own. Work through the PHP examples, build stuff, break it, build more, it's the only way you'll learn!

    Have fun, hope it helps!

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