使用IDEA新建maven工程,添加相關依賴:
1.8
1.8
2.11.11
2.3.0
2.7.7
utf-8
org.scala-lang
scala-library
${scala.version}
org.apache.spark
spark-core_2.11
${spark.version}
org.apache.hadoop
hadoop-client
2.7.7
給項目添加scala支持,新建Scala Object文件
編寫程序:
import org.apache.spark.rdd.RDD
import org.apache.spark.{SparkConf, SparkContext}
object WordCountDemo {
def main(args: Array[String]): Unit = {
//創建Spark配置對象SparkConf,設置應用程序名字
val conf = new SparkConf().setAppName("WordCountDemo")
//創建spark執行入口
val sc = new SparkContext(conf)
//指定以后從哪里讀取數據創建RDD(彈性分布式數據集)
val lines: RDD[String] = sc.textFile(args(0))
//切分壓平
val words: RDD[String] = lines.flatMap(_.split(" "))
//將單詞和1組合
val wordAndOne: RDD[(String, Int)] = words.map((_, 1))
//按key進行聚合
val reduced: RDD[(String, Int)] = wordAndOne.reduceByKey(_+_)
//按value進行排序
val sorted: RDD[(String, Int)] = reduced.sortBy(_._2, false)
//將結果保存到hdfs中
sorted.saveAsTextFile(args(1))
//釋放資源
sc.stop()
}
}
執行maven的打包命令
將打包上傳至服務器
開啟hdfs和spark,將輸入文本上傳至hdfs
執行任務:
/soft/spark/bin/spark-submit --class com.wby.demo.WordCountDemo /root/jars/spark-1.0-SNAPSHOT.jar hdfs://192.168.124.132:9000/test/w hdfs://192.168.124.132:9000/test/res