All Downloads are FREE. Search and download functionalities are using the official Maven repository.

spark.streaming.examples.clickstream.PageViewGenerator.scala Maven / Gradle / Ivy

package spark.streaming.examples.clickstream

import java.net.{InetAddress,ServerSocket,Socket,SocketException}
import java.io.{InputStreamReader, BufferedReader, PrintWriter}
import util.Random

/** Represents a page view on a website with associated dimension data.*/
class PageView(val url : String, val status : Int, val zipCode : Int, val userID : Int) {
  override def toString() : String = {
    "%s\t%s\t%s\t%s\n".format(url, status, zipCode, userID)
  }
}
object PageView {
  def fromString(in : String) : PageView = {
    val parts = in.split("\t")
    new PageView(parts(0), parts(1).toInt, parts(2).toInt, parts(3).toInt)
  }
}

/** Generates streaming events to simulate page views on a website.
  *
  * This should be used in tandem with PageViewStream.scala. Example:
  * $ ./run spark.streaming.examples.clickstream.PageViewGenerator 44444 10
  * $ ./run spark.streaming.examples.clickstream.PageViewStream errorRatePerZipCode localhost 44444
  * */
object PageViewGenerator {
  val pages = Map("http://foo.com/"        -> .7,
                  "http://foo.com/news"    -> 0.2,
                  "http://foo.com/contact" -> .1)
  val httpStatus = Map(200 -> .95,
                       404 -> .05)
  val userZipCode = Map(94709 -> .5,
                        94117 -> .5)
  val userID = Map((1 to 100).map(_ -> .01):_*)


  def pickFromDistribution[T](inputMap : Map[T, Double]) : T = {
    val rand = new Random().nextDouble()
    var total = 0.0
    for ((item, prob) <- inputMap) {
      total = total + prob
      if (total > rand) {
        return item
      }
    }
    return inputMap.take(1).head._1 // Shouldn't get here if probabilities add up to 1.0
  }

  def getNextClickEvent() : String = {
    val id = pickFromDistribution(userID)
    val page = pickFromDistribution(pages)
    val status = pickFromDistribution(httpStatus)
    val zipCode = pickFromDistribution(userZipCode)
    new PageView(page, status, zipCode, id).toString()
  }

  def main(args : Array[String]) {
    if (args.length != 2) {
      System.err.println("Usage: PageViewGenerator  ")
      System.exit(1)
    }
    val port = args(0).toInt
    val viewsPerSecond = args(1).toFloat
    val sleepDelayMs = (1000.0 / viewsPerSecond).toInt
    val listener = new ServerSocket(port)
    println("Listening on port: " + port)

    while (true) {
      val socket = listener.accept()
      new Thread() {
        override def run = {
          println("Got client connected from: " + socket.getInetAddress)
          val out = new PrintWriter(socket.getOutputStream(), true)

          while (true) {
            Thread.sleep(sleepDelayMs)
            out.write(getNextClickEvent())
            out.flush()
          }
          socket.close()
        }
      }.start()
    }
  }
}




© 2015 - 2025 Weber Informatics LLC | Privacy Policy