需求：统计每日销售额
package wujiadong_sparkSQL
import org.apache.spark.sql.types._
import org.apache.spark.sql.{Row, SQLContext}
import org.apache.spark.{SparkConf, SparkContext}
import org.apache.spark.sql.functions._
/**
* Created by Administrator on 2017/3/6.
*/
object DailySale {
def main(args: Array[String]): Unit = {
val conf = new SparkConf().setAppName("dailysale").setMaster("local")
val sc = new SparkContext(conf)
val sqlContext = new SQLContext(sc)
import sqlContext.implicits._
//模拟数据
val userSalelog = Array(
"2017-02-01,55,1122",
"2017-02-01,23,1133",
"2017-02-01,15,",
"2017-02-02,56,1155",
"2017-02-01,78,1123",
"2017-02-01,113,1144"
)
val userSalelogRDD = sc.parallelize(userSalelog,2)
val filteredUserRDD = userSalelogRDD.filter(log => if(log.split(",").length == 3) true else false)
val RowRDD = filteredUserRDD.map(log => Row(log.split(",")(0),log.split(",")(1).toInt,log.split(",")(2).toInt))
val schema = StructType(
Array(
StructField("date",StringType,true),
StructField("sale_amount",IntegerType,true),
StructField("userid",IntegerType,true)
)
)
val df = sqlContext.createDataFrame(RowRDD,schema)
df.groupBy("date")
.agg('date,sum('sale_amount))
.map(row => Row(Row(row(0),row(2))))
.collect()
.foreach(println)
}
}
运行结果
hadoop@master:~/wujiadong$ spark-submit --class wujiadong_sparkSQL.DailySale --executor-memory 500m --total-executor-cores 2 /home/hadoop/wujiadong/wujiadong.spark.jar
17/03/06 20:55:20 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
17/03/06 20:55:21 WARN SparkConf:
SPARK_CLASSPATH was detected (set to ':/home/hadoop/bigdata/hive/lib/mysql-connector-java-5.1.26-bin.jar').
This is deprecated in Spark 1.0+.
Please instead use:
- ./spark-submit with --driver-class-path to augment the driver classpath
- spark.executor.extraClassPath to augment the executor classpath
17/03/06 20:55:21 WARN SparkConf: Setting 'spark.executor.extraClassPath' to ':/home/hadoop/bigdata/hive/lib/mysql-connector-java-5.1.26-bin.jar' as a work-around.
17/03/06 20:55:21 WARN SparkConf: Setting 'spark.driver.extraClassPath' to ':/home/hadoop/bigdata/hive/lib/mysql-connector-java-5.1.26-bin.jar' as a work-around.
17/03/06 20:55:23 INFO Slf4jLogger: Slf4jLogger started
17/03/06 20:55:23 INFO Remoting: Starting remoting
17/03/06 20:55:24 INFO Remoting: Remoting started; listening on addresses :[akka.tcp://sparkDriver@192.168.1.131:58765]
17/03/06 20:55:25 WARN Utils: Service 'SparkUI' could not bind on port 4040. Attempting port 4041.
17/03/06 20:55:26 WARN MetricsSystem: Using default name DAGScheduler for source because spark.app.id is not set.
[[2017-02-01,269]]
[[2017-02-02,56]]
17/03/06 20:55:51 INFO RemoteActorRefProvider$RemotingTerminator: Shutting down remote daemon.
17/03/06 20:55:51 INFO RemoteActorRefProvider$RemotingTerminator: Remote daemon shut down; proceeding with flushing remote transports.