火花串流应用程序没有向driver's stdout
打印简单的语句,这里我试图打印一些语句,只是在转换dstream_2之后,但它只是打印了第一批。我希望每批次执行都会打印出来。
val sparkConf = new SparkConf().setMaster("yarn-cluster")
.setAppName("SparkJob")
.set("spark.executor.memory","2G")
.set("spark.dynamicAllocation.executorIdleTimeout","5")
val streamingContext = new StreamingContext(sparkConf, Minutes(1))
var historyRdd: RDD[(String, ArrayList[String])] = streamingContext.sparkContext.emptyRDD
var historyRdd_2: RDD[(String, ArrayList[String])] = streamingContext.sparkContext.emptyRDD
val stream_1 = KafkaUtils.createDirectStream[String, GenericData.Record, StringDecoder, GenericDataRecordDecoder](streamingContext, kafkaParams , Set(inputTopic_1))
val dstream_2 = KafkaUtils.createDirectStream[String, GenericData.Record, StringDecoder, GenericDataRecordDecoder](streamingContext, kafkaParams , Set(inputTopic_2))
val dstream_2 = stream_2.map((r: Tuple2[String, GenericData.Record]) =>
{
//some mapping
}
//Not Working
print("Printing Test")
val historyDStream = dstream_1.transform(rdd => rdd.union(historyRdd))
dstream_2.foreachRDD(r => r.repartition(500))
val historyDStream_2 = dstream_2.transform(rdd => rdd.union(historyRdd_2))
val fullJoinResult = historyDStream.fullOuterJoin(historyDStream_2)
val filtered = fullJoinResult.filter(r => r._2._1.isEmpty)
filtered.foreachRDD{rdd =>
val formatted = rdd.map(r => (r._1 , r._2._2.get))
historyRdd_2.unpersist(false) // unpersist the 'old' history RDD
historyRdd_2 = formatted // assign the new history
historyRdd_2.persist(StorageLevel.MEMORY_AND_DISK) // cache the computation
}
val filteredStream = fullJoinResult.filter(r => r._2._2.isEmpty)
filteredStream.foreachRDD{rdd =>
val formatted = rdd.map(r => (r._1 , r._2._1.get))
historyRdd.unpersist(false) // unpersist the 'old' history RDD
historyRdd = formatted // assign the new history
historyRdd.persist(StorageLevel.MEMORY_AND_DISK) // cache the computation
}
streamingContext.start()
streamingContext.awaitTermination()
} }
答案 0 :(得分:1)
print("Printing Test")
仅在首次评估该程序时打印一次。
要在每个批处理间隔添加一些控制台输出,我们需要将I / O操作放在输出操作的范围内:
每次都会打印出来:
dstream2.foreachRDD{ _ -> print("Printing Test") }