【发布时间】:2016-03-24 00:42:35
【问题描述】:
我有以下代码来启动流式 SQL 查询。我的问题是,在其中一个结果显示 ArrayIndexOutOfBoundsException 之后。为什么会这样?
import org.apache.spark._
import org.apache.spark.streaming.{Seconds, StreamingContext}
import org.apache.spark.streaming.StreamingContext._
import org.apache.spark.sql.SQLContext
import org.apache.spark.streaming.Duration
import org.apache.spark.sql.functions.udf
object StreamingSQL {
case class Persons(name: String, age: Int)
def main(args: Array[String]) {
val sparkConf = new SparkConf().setMaster("local").setAppName("HdfsWordCount")
val sc = new SparkContext(sparkConf)
// Create the context
val ssc = new StreamingContext(sc, Seconds(2))
val lines = ssc.textFileStream("/home/cloudera/Smartcare/stream/")
lines.foreachRDD(rdd=>rdd.foreach(println))
val sqc = new SQLContext(sc);
//import sqc.createSchemaRDD
import sqc.implicits._
// Create the FileInputDStream on the directory and use the
// stream to count words in new files created
lines.foreachRDD{rdd=>
val persons = rdd.map(_.split(",")).map(p => Persons(p(0), p(1).trim.toInt)).toDF()
persons.registerTempTable("data")
val teenagers = sqc.sql("SELECT name FROM data WHERE age >= 13 AND age <= 19")
teenagers.foreach(println)
}
ssc.start()
ssc.awaitTermination()
}
}
这是我得到的输出。结果正确后,我跳过错误:
16/03/23 16:58:56 INFO GenerateUnsafeProjection: Code generated in 131.828141 ms
[Edgar]
16/03/23 16:58:56 ERROR Executor: Exception in task 0.0 in stage 1.0 (TID 1)
java.lang.ArrayIndexOutOfBoundsException: 1
我的txt是:
Ana,31
Edgar,16
Luis,22
Noelia,26
Isabel50
Pablo,34
Laura,18
Paco,17
【问题讨论】:
-
我会首先检查 RDD 中的实际数据是否有两个字段。
-
我检查了RDD有两个字段..
-
我现在无法测试它,但您至少提供了一个输入数据样本,这很好。如果您将它作为一个完整的 RDD 读取并执行转换,您能否尝试检查它是否会给您同样的错误?
标签: apache-spark apache-spark-sql spark-streaming spark-dataframe