我使用火花0.7.2在獨立模式下使用以下驅動程序來處理〜90GB:使用7-工人和1個不同的主logdata的(壓縮19GB):火花獨立模式:連接到127.0.1.1:<PORT>拒絕
System.setProperty("spark.default.parallelism", "32")
val sc = new SparkContext("spark://10.111.1.30:7077", "MRTest", System.getenv("SPARK_HOME"), Seq(System.getenv("NM_JAR_PATH")))
val logData = sc.textFile("hdfs://10.111.1.30:54310/logs/")
val dcxMap = logData.map(line => (line.split("\\|")(0),
line.split("\\|")(9)))
.reduceByKey(_ + " || " + _)
dcxMap.saveAsTextFile("hdfs://10.111.1.30:54310/out")
所有階段1的ShuffleMapTasks
完成後:
Stage 1 (reduceByKey at DcxMap.scala:31) finished in 111.312 s
它提交階段0:
Submitting Stage 0 (MappedRDD[6] at saveAsTextFile at DcxMap.scala:38), which is now runnable
有些系列化後,它打印
spark.MapOutputTrackerActor - Asked to send map output locations for shuffle 0 to host23
spark.MapOutputTracker - Size of output statuses for shuffle 0 is 2008 bytes
spark.MapOutputTrackerActor - Asked to send map output locations for shuffle 0 to host21
spark.MapOutputTrackerActor - Asked to send map output locations for shuffle 0 to host22
spark.MapOutputTrackerActor - Asked to send map output locations for shuffle 0 to host26
spark.MapOutputTrackerActor - Asked to send map output locations for shuffle 0 to host24
spark.MapOutputTrackerActor - Asked to send map output locations for shuffle 0 to host27
spark.MapOutputTrackerActor - Asked to send map output locations for shuffle 0 to host28
在此之後,什麼都不會發生了,也top
表明,現在工人都處於閒置狀態。 如果我查看日誌在工人的機器,在他們每個人的同樣的事情發生:
13/06/21 07:32:25 INFO network.SendingConnection: Initiating connection to [host27/127.0.1.1:34288]
13/06/21 07:32:25 INFO network.SendingConnection: Initiating connection to [host27/127.0.1.1:36040]
13/06/21 07:32:25 INFO network.SendingConnection: Initiating connection to [host27/127.0.1.1:50467]
13/06/21 07:32:25 INFO network.SendingConnection: Initiating connection to [host27/127.0.1.1:60833]
13/06/21 07:32:25 INFO network.SendingConnection: Initiating connection to [host27/127.0.1.1:49893]
13/06/21 07:32:25 INFO network.SendingConnection: Initiating connection to [host27/127.0.1.1:39907]
然後,這些「發起連接」嘗試每個,它在每個拋出同樣的錯誤工作人員(顯示host27的日誌爲例,只是第一次出現錯誤):
13/06/21 07:32:25 WARN network.SendingConnection: Error finishing connection to host27/127.0.1.1:49893
java.net.ConnectException: Connection refused
at sun.nio.ch.SocketChannelImpl.checkConnect(Native Method)
at sun.nio.ch.SocketChannelImpl.finishConnect(SocketChannelImpl.java:701)
at spark.network.SendingConnection.finishConnect(Connection.scala:221)
at spark.network.ConnectionManager.spark$network$ConnectionManager$$run(ConnectionManager.scala:127)
at spark.network.ConnectionManager$$anon$4.run(ConnectionManager.scala:70)
爲什麼會發生這種情況?這似乎是工作人員可以互相溝通很好,唯一的問題似乎當他們想將消息發送到自己發生;在上面的例子中,host27嘗試發送6條消息給自己,但是失敗了6次。發送消息給其他工作正常。 有人有想法嗎?
編輯:也許它有使用127.0火花做。 0.1,而不是127.0。 0.1? /etc/hosts
如下所示:
127.0.0.1 localhost
127.0.1.1 host27.<ourdomain> host27