I need continuously run multiple calculations concurrently on a cluster. They
are not sharing RDDs.
Each of the calculations needs different number of cores and memory. Also,
some of them are long running calculation and others are short running
calculation.They all need be run on regular basis and finish in time. The
short ones cannot wait until long ones to finish. They cannot run too slow
either since the short ones' running interval is short as well. 

It looks like the sharing inside a sparkContext cannot guarantee that the
short ones will get enough resources to finish in time if long ones already
running. Or am I wrong about that?

 I tried to create a sparkContext for each of the calculations but only the
first one is alive. The rest dies. I am getting the error below. Is it
possible to create multiple sparkContext from inside one application jvm?

ERROR 2014-11-14 14:59:46 akka.actor.OneForOneStrategy:
spark.httpBroadcast.uri 
java.util.NoSuchElementException: spark.httpBroadcast.uri 
at org.apache.spark.SparkConf$$anonfun$get$1.apply(SparkConf.scala:151) 
at org.apache.spark.SparkConf$$anonfun$get$1.apply(SparkConf.scala:151) 
at scala.collection.MapLike$class.getOrElse(MapLike.scala:128) 
at scala.collection.AbstractMap.getOrElse(Map.scala:58) 
at org.apache.spark.SparkConf.get(SparkConf.scala:151) 
at
org.apache.spark.broadcast.HttpBroadcast$.initialize(HttpBroadcast.scala:104) 
at
org.apache.spark.broadcast.HttpBroadcastFactory.initialize(HttpBroadcast.scala:70)
 
at
org.apache.spark.broadcast.BroadcastManager.initialize(Broadcast.scala:81) 
at org.apache.spark.broadcast.BroadcastManager.<init>(Broadcast.scala:68) 
at org.apache.spark.SparkEnv$.create(SparkEnv.scala:175) 
at org.apache.spark.executor.Executor.<init>(Executor.scala:110) 
at
org.apache.spark.executor.CoarseGrainedExecutorBackend$$anonfun$receive$1.applyOrElse(CoarseGrainedExecutorBackend.scala:56)
 
at akka.actor.ActorCell.receiveMessage(ActorCell.scala:498) 
at akka.actor.ActorCell.invoke(ActorCell.scala:456) 
at akka.dispatch.Mailbox.processMailbox(Mailbox.scala:237) 
at akka.dispatch.Mailbox.run(Mailbox.scala:219) 
at
akka.dispatch.ForkJoinExecutorConfigurator$AkkaForkJoinTask.exec(AbstractDispatcher.scala:386)
 
at scala.concurrent.forkjoin.ForkJoinTask.doExec(ForkJoinTask.java:260) 
at
scala.concurrent.forkjoin.ForkJoinPool$WorkQueue.runTask(ForkJoinPool.java:1339)
 
at scala.concurrent.forkjoin.ForkJoinPool.runWorker(ForkJoinPool.java:1979) 
at
scala.concurrent.forkjoin.ForkJoinWorkerThread.run(ForkJoinWorkerThread.java:107)
 
INFO 2014-11-14 14:59:46
org.apache.spark.executor.CoarseGrainedExecutorBackend: Connecting to
driver: akka.tcp://spark@172.32.1.12:51590/user/CoarseGrainedScheduler 
ERROR 2014-11-14 14:59:46
org.apache.spark.executor.CoarseGrainedExecutorBackend: Slave registration
failed: Duplicate executor ID: 1



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