The first program of Spark learning to package & submit tasks to the cluster
Keyless login settings
ssh-keygen
cd .ssh
touch authorized_keys
cat id_rsa.pub > authorized_keys
chmod 600 authorized_keys
Environmental tools
surroundings
System urbuntu jdk 1.7.0_79
scala 2.10.4
hadoop 2.6.0
spark 1.6.2
Packaging tool
IDEA + sbt
Bale
Install plugin
You need to install the scala plugin in advance, click File ->Setting ->Plugins ->input box and enter scala->install. The
IDE needs to be restarted after installation
Create project
File -> New Project ->Scala -> SBT Select the corresponding version ->finish
Write code
build.sbt adds spark related dependencies
name := "demoPro"
version := "1.0"
scalaVersion := "2.10.4"
libraryDependencies += "org.apache.spark" % "spark-core_2.10" % "1.6.2"
Create WordCount.scala and write the following code
import org.apache.spark.{
SparkContext, SparkConf}
/**
* Created by Administrator on 2018/2/20.
*/
object WordCount {
def main(args: Array[String]) {
val conf = new SparkConf().setAppName("wordcount")
val sc = new SparkContext(conf)
val input = sc.textFile("/home/dell/helloSpark.txt")
val lines = input.flatMap(line => (line.split(" ")))
val count = lines.map(word => (word, 1)).reduceByKey {
case (x, y) => x + y }
val output=count.saveAsTextFile("/home/dell/helloSparkRes")
}
}
Bale
File -> Project Structure -> Aritifacts -> click + sign ->jar -> second -> specify Module and MainClass -> JAR files from libraries select second -> click ok
Click Build -> Build Aritifacts-Build in the subject bar
Generate the corresponding jar package in the out directory of the project, and the package is successful
Submit task
Start hadoop
#进入sbin目录
cd $Hadoop_HOME/sbin
#启动hadoop集群
start-all.sh
Upload test files to hdfs
hadoop fs -put test.txt /test/test.txt
Upload the program jar package
是同filelize 或者sftp 或者 rz -y命令上传程序jar
Submit task
Start master
sudo ./start-master.sh
访问localhost:8080 获取spark://xxx:7077
Start worker
sudo ./bin/spark-class org.apache.spark.deploy.worker.Worker spark://dell:7077
submit homework
sudo ./bin/spark-submit --master spark://dell:7077 --class WordCount /home/dell/demopro.jar