spark 批量写入redis (pipeline + 分批提交)

spark 和redis交互的文章网上太多，涉及批量到写redis大都用pipline模式。总感觉美中不足，因为pipeline是将命令进行打包处理，大数据量下pipline()慢且导致内存不足。
花了一点时间实现了redis批量提交，做个笔记备忘。

package com.hooray.spark.sass2.program

import java.util.concurrent.LinkedBlockingQueue
import java.util.concurrent.atomic.AtomicInteger

import com.hooray.spark.sass2.utils.InternalRedisClient
import org.apache.spark.sql.{Row, SparkSession}

import scala.collection.mutable.ListBuffer
import scala.util.control.Breaks

/**
*
* Redis 批量提交
* @Autor: liujianjun
* @Description:
* @Date ： Created in 1:35 2017/9/28
*
*/
object RedisBathWrite extends App{

val spark = SparkSession.builder().appName(“ProgramUser”)
// .master(CommonProperties.master)
.master(“local[*]”)
.config(“spark.sql.warehouse.dir”, “file:///tmp/redis”)
.enableHiveSupport() //使用hive
.getOrCreate()

import spark.implicits._

val listBuffer: ListBuffer[Row] = new ListBuffer[Row]
val data = “1,2,3,4,5,6,7,8,9,10,11,12,13”.split(“,”).toSeq.map((_.toString)).toDF(“name”).collect()
// val queue = mutable.QueueRow

val queue = new LinkedBlockingQueue[Row]()data.par.foreach(queue.offer(_) )val batchSize = 2val break = new Breaksfor( i <- 1 to  Math.ceil( data.size / batchSize.toFloat ).toInt ){  println( "i==" + i)  break.breakable{    var count:AtomicInteger = new AtomicInteger(0)    val jedis = InternalRedisClient.getRedis()    jedis.select(1)    while ( !queue.isEmpty){      count.getAndIncrement()      println( "j==" + queue.size )      val pipeline = jedis.pipelined()      val row = queue.poll()      pipeline.lpush("liu_test5",row.getString(0))      if( count.get() == batchSize || queue.size < batchSize  ){        pipeline.sync()        InternalRedisClient.release(jedis)        count.set(0)        break.break()      }    }

}

package com.hooray.spark.sass2.utils

import org.apache.commons.pool2.impl.GenericObjectPoolConfig
import redis.clients.jedis._

/**
*
*Redis 工具类
* @Autor: liujianjun
* @Description:
* @Date ： Created in 1:41 2017/9/28
*
*/
object InternalRedisClient extends Serializable {

private val pro = PropertiUtils.init(“redis.properties”)
@transient private var pool: JedisPool = null

def release(jedis: Jedis): Unit = {
assert(pool != null)
pool.returnBrokenResource(jedis)
}

def getRedis(): Jedis = {
makePool()
assert(pool != null)
pool.getResource
}

private def makePool(): Unit = {
if (pool == null) {
val poolConfig = new GenericObjectPoolConfig()
poolConfig.setMaxTotal(pro.getProperty(“max_total”).toInt)
poolConfig.setMaxIdle(pro.getProperty(“max_idle”).toInt)
poolConfig.setMinIdle(pro.getProperty(“min_idle”).toInt)
poolConfig.setTestOnBorrow(true)
poolConfig.setTestOnReturn(false)
poolConfig.setMaxWaitMillis(pro.getProperty(“max_wait_millis”).toLong)
pool = new JedisPool(poolConfig,
pro.getProperty(“redis_host”),
pro.getProperty(“redis_port”).toInt)

  val hook = new Thread {    override def run = pool.destroy()  }  sys.addShutdownHook(hook.run)}

}

}