2017-08-30 75 views
0

语境为什么spark会抛出一个ArrayIndexOutOfBoundsException异常的空属性?

我使用星火1.5

我有一个文件records.txt这是ctrl A分隔,并在该文件中第31个索引是为subscriber_id。对于某些记录,subscriber_id是空的。用subscriber_id记录不是空的。

这里subscriber_id(UK8jikahasjp23)位于一个最后的属性之前:

99^A2013-12-11^A23421421412^qweqweqw2222^A34232432432^A365633049^A1^A6yudgfdhaf9923^AAC^APrimary DTV^AKKKR DATA+ PVR3^AGrundig^AKKKR PVR3^AKKKR DATA+ PVR3^A127b146^APVR3^AYes^ANo^ANo^ANo^AYes^AYes^ANo^A2017-08-07 21:27:30.000000^AYes^ANo^ANo^A6yudgfdhaf9923^A7290921396551747605^A2013-12-11 16:00:03.000000^A7022497306379992936^AUK8jikahasjp23^A 

记录与subscriber_id是空的:

23^A2013-12-11^A23421421412^qweqweqw2222^A34232432432^A365633049^A1^A6yudgfdhaf9923^AAC^APrimary DTV^AKKKR DATA+ PVR3^AGrundig^AKKKR PVR3^AKKKR DATA+ PVR3^A127b146^APVR3^AYes^ANo^ANo^ANo^AYes^AYes^ANo^A2017-08-07 21:27:30.000000^AYes^ANo^ANo^A6yudgfdhaf9923^A7290921396551747605^A2013-12-11 16:00:03.000000^A7022497306379992936^A^A 

问题

我得到的java .lang.ArrayIndexOutOfBoundsException for rec具有空的subscriber_id的ords。

为什么字符串抛出java.lang.ArrayIndexOutOfBoundsException对于字段subscriber_id的空值?

16/08/20 10点22分18秒WARN scheduler.TaskSetManager:失落的任务31.0舞台8.0:java.lang.ArrayIndexOutOfBoundsException:31

case class CustomerCard(accountNumber:String, subscriber_id:String,subscriptionStatus:String) 

    object CustomerCardProcess { 
    val log = LoggerFactory.getLogger(this.getClass.getName) 


    def doPerform(sc: SparkContext, sqlContext: HiveContext, custCardRDD: RDD[String]): DataFrame = { 

    import sqlContext.implicits._ 
    log.info("doCustomerCardProcess method started") 
    val splitRDD  = custCardRDD.map(elem => elem.split("\\u0001")) 
    val schemaRDD  = splitRDD.map(arr => new CustomerCard(arr(3).trim, arr(31).trim,arr(8).trim)) 

schemaRDD.toDF().registerTempTable("customer_card") 
val custCardDF = sqlContext.sql(
    """ 
    |SELECT 
    |accountNumber, 
    |subscriber_id 
    |FROM 
    |customer_card 
    |WHERE 
    |subscriptionStatus IN('AB', 'AC', 'PC') 
    |AND accountNumber IS NOT NULL AND LENGTH(accountNumber) > 0 
    """.stripMargin) 

log.info("doCustomerCardProcess method ended") 
custCardDF 
    } 

} 

错误

13/09/12 23:22:18 WARN scheduler.TaskSetManager:Lost task 3 1.0 in stage 8.0(TID 595,:java.lang.ArrayIndexOutOfBoundsException:31 at com.org.CustomerCardProcess $$ anonfun $ 2.apply(CustomerCardProcess.scala:23) at com.org.CustomerCardProcess $$ anonfun $ 2。应用(CustomerCardProcess.scala:23) at scala.collection.Iterator $$ anon $ 11.next(Iterator.scala:328)at scala.collection.Iterator $$ anon $ 11.next(Iterator.scala:328)at scala.collection.Iterator $$ anon $ 14.hasNext(Iterator.scala:389)at scala.collection.Iterator $$ anon $ 11.hasNext(Iterator.scala:327)at scala.collection.Iterator $$ anon $ 11。 hasNext(Iterator.scala:327)at org.apache.spark.shuffle.sort.BypassMergeSortShuffleWriter.insertAll(BypassMergeSortShuffleWriter.java:118) 在 org.apache.spark.shuffle.sort.SortShuffleWriter.write(SortShuffleWriter.scala:73) 在 org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:73) 在 org.apache .spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:41) at org.apache.spark.scheduler.Task.run(Task.scala:88)at org.apache.spark.executor.Executor $ TaskRunner.run (Executor.scala:214) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145) at java.util。concurrent.ThreadPoolExecutor $ Worker.run(ThreadPoolExecutor.java:615) 在java.lang.Thread.run(Thread.java:745)

谁能帮我解决这个问题?

回答

3

split函数忽略分割线结束处的所有空字段。所以,

你的下面一行

val splitRDD = custCardRDD.map(elem => elem.split("\\u0001")) 

更改为

val splitRDD = custCardRDD.map(elem => elem.split("\\u0001", -1)) 

-1告诉考虑所有的空字段。

+0

很好的回答,它是否适用于其他分隔符,如逗号,管道还是仅适用于ctrl A? –

+0

这适用于您在分割函数中使用的所有分隔符。它的一个参数来分割功能。 :)感谢您的接受和upvote –

+0

嗨Ramesh我看到,分裂功能是忽略所有空字段只有当该字段位于我们分裂的行的最后位置。如果在第3位或第8位有空字段,则分离功能可以正常工作。我的理解是否正确? –

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