Spark Streaming 002 统计单词的例子
1.准备
事先在hdfs上创建两个目录：
保存上传数据的目录：hdfs://alamps:9000/library/SparkStreaming/data
checkpoint的目录：hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data
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2.源码
package stream; import java.util.Arrays; import org.apache.spark.SparkConf; import org.apache.spark.api.java.function.FlatMapFunction; import org.apache.spark.api.java.function.Function2; import org.apache.spark.api.java.function.PairFunction; import org.apache.spark.streaming.Durations; import org.apache.spark.streaming.api.java.JavaDStream; import org.apache.spark.streaming.api.java.JavaPairDStream; import org.apache.spark.streaming.api.java.JavaStreamingContext; import org.apache.spark.streaming.api.java.JavaStreamingContextFactory; import scala.Tuple2; public class SparkStreamingOnHDFS { public static void main(String[] args) { /* * 第一步：配置SparkConf * 1.至少2条线程：因为Spark Streaming应用程序在运行的时候，至少有一条线程用于不断的循环接收数据， * 并且至少有一条线程用于处理接收数据（否则无法有线程用于处理数据，随着时间的推移，内存和磁盘都会不堪重负） * 2.对于集群而言，每个Executor一般肯定不止一个Thread，那对于处理spark streaming的应用程序而言，每个Executor * 一般分配多少个Core比较合适？根据经验，5个左右的Core是最佳的； */ // final SparkConf conf = new SparkConf().setMaster("spark://alamps:7077") final SparkConf conf = new SparkConf().setMaster("local[2]") .setAppName("SparkStreamingOnHDFS"); /* * 第二步：创建SparkStreamingContext,这个是SparkStreaming应用程序所有功能的起始点和程序调度核心 * 1.SparkStreamingContext的构建可以基于SparkConf参数，也可以基于持久化的SparkStreamingContext的内容 * 来恢复过来（典型的场景是Driver崩溃后重新启动，由于Spark Streaming具有连续7*24小时不间断运行的特征， * 所以需要在Driver重启后继续上一次的状态，此时的状态恢复需要基于曾经的Checkpoint）; * 2.在一个Spark Streaming应用程序中可以创建若干个SparkStreamingContext对象，使用一个SparkStream之前需要把前面 * 运行的SparkStreamingContext对象关闭掉，由此，我们获得一个重大的启发SparkStreaming也只是Spark Core上的一个应用 * 程序而已，只不过Spark Streaming框架运行的话需要Spark工程师写业务逻辑处理代码； */ final String checkpointDirectory = "hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data"; JavaStreamingContextFactory factory = new JavaStreamingContextFactory(){ @Override public JavaStreamingContext create() { return createContext(checkpointDirectory,conf); } }; // JavaStreamingContext jsc = new JavaStreamingContext(conf,Durations.seconds(5)); /** * 可以从失败中恢复Driver，不过还需要指定Driver这个进程运行在Cluster,并且提交应用程序的时候指定--supervise */ JavaStreamingContext jsc = JavaStreamingContext.getOrCreate(checkpointDirectory, factory); /* * 第三步：创建Spark Streaming输入数据来源input Stream * 1.数据输入来源可以基于File、HDFS、Flume、Kafka、Socket等; * 2.在这里我们指定数据来源于网络Socket端口，Spark Streaming连接上该端口并在运行的时候，一直监听该端口的数据 * （当然该端口服务首先必须存在），并且在后续会根据业务需要不断的有数据产生（当然对于Spark Streaming应用程序 * 的运行而言，有无数其处理流程都有一样）； * 3.如果经常在每间隔5秒钟没有数据的话，会不断的启动空的Job其实是会造成调度资源的浪费，因为并没有数据需要发生计算，所以 * 实际的企业级生产环境的代码在具体提交Job前会判断是否有数据，如果没有的话就不再提交Job； * 4.此处没有Receiver,SparkStreaming应用程序只是按照时间间隔监控目录下每个Batch新增的内容（把新增的）作为RDD的数据来源生成原始RDD */ JavaDStream<String> lines = jsc.textFileStream("hdfs://alamps:9000/library/SparkStreaming/data");//此处的是hdfs文件 /* * 第四步：接下来就像对于RDD编程一样基于DStream进行编程！！！原因是DStream是RDD产生的模板（或者说类），在Spark Streaming具体 * 发生计算前，其实质是把每个Batch的DStream的操作翻译成为对RDD的操作！！！ *对初始的DStream进行Transformation级别的处理，例如map、filter等高阶函数等的编程，来进行具体的数据计算 * 第4.1步：将每一行的字符串拆分成单个的单词 */ JavaDStream<String> words = lines.flatMap(new FlatMapFunction<String, String>() { //如果是Scala，由于SAM转换，所以可以写成val words = lines.flatMap { line => line.split(" ")} @Override public Iterable<String> call(String line) throws Exception { return Arrays.asList(line.split(" ")); } }); /* * 第四步：对初始的DStream进行Transformation级别的处理，例如map、filter等高阶函数等的编程，来进行具体的数据计算 * 第4.2步：在单词拆分的基础上对每个单词实例计数为1，也就是word => (word, 1) */ JavaPairDStream<String, Integer> pairs = words.mapToPair(new PairFunction<String, String, Integer>() { /** * */ private static final long serialVersionUID = 1L; @Override public Tuple2<String, Integer> call(String word) throws Exception { return new Tuple2<String, Integer>(word, 1); } }); /* * 第四步：对初始的DStream进行Transformation级别的处理，例如map、filter等高阶函数等的编程，来进行具体的数据计算 * 第4.3步：在每个单词实例计数为1基础之上统计每个单词在文件中出现的总次数 */ JavaPairDStream<String, Integer> wordsCount = pairs.reduceByKey(new Function2<Integer, Integer, Integer>() { //对相同的Key，进行Value的累计（包括Local和Reducer级别同时Reduce） /** * */ private static final long serialVersionUID = 1L; public Integer call(Integer v1, Integer v2) throws Exception { return v1 + v2; } }); /* * 此处的print并不会直接出发Job的执行，因为现在的一切都是在Spark Streaming框架的控制之下的，对于Spark Streaming * 而言具体是否触发真正的Job运行是基于设置的Duration时间间隔的 * * 诸位一定要注意的是Spark Streaming应用程序要想执行具体的Job，对Dtream就必须有output Stream操作， * output Stream有很多类型的函数触发，类print、saveAsTextFile、saveAsHadoopFiles等，最为重要的一个 * 方法是foraeachRDD,因为Spark Streaming处理的结果一般都会放在Redis、DB、DashBoard等上面，foreachRDD * 主要就是用来完成这些功能的，而且可以随意的自定义具体数据到底放在哪里！！！ * */ wordsCount.print(); /* * Spark Streaming执行引擎也就是Driver开始运行，Driver启动的时候是位于一条新的线程中的，当然其内部有消息循环体，用于 * 接受应用程序本身或者Executor中的消息； */ jsc.start(); jsc.awaitTermination(); jsc.close(); } /** * * @Description:工厂模式创建JavaStreamingContext * @Author: lujinyong168 * @Date: 2016年5月12日 下午10:01:40 */ private static JavaStreamingContext createContext(String checkpointDirectory,SparkConf sc){ System.out.println("Creating new context"); JavaStreamingContext ssc = new JavaStreamingContext(sc,Durations.seconds(10)); ssc.checkpoint(checkpointDirectory); return ssc; } } 3. 通过hdfs dfs -put命令上传文件到hdfs://master1:9000/library/SparkStreaming/data目录中，可以查看到隔10秒钟会处理一次。因为我设置的间隔时间是：Durations.seconds(10)
[root@alamps TestDir]# vi /usr/local/flume/tmp/TestDir/wc1.txt
hadoop hive hbase
spark stream flume
kafka spark sql
strom python[root@alamps TestDir]#
4.遇到的问题：
[root@alamps TestDir]# hadoop fs -chown hadoop:hadoop hdfs://alamps:9000/library/SparkStreaming/data/
[root@alamps TestDir]# hadoop fs -chown hadoop:hadoop hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data
// //SLF4J: Class path contains multiple SLF4J bindings. //SLF4J: Found binding in [jar:file:/home/hadoop/app/spark/lib/spark-assembly-1.2.0-hadoop2.4.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] //SLF4J: Found binding in [jar:file:/home/hadoop/app/spark/lib/spark-examples-1.2.0-hadoop2.4.0.jar!/org/slf4j/impl/StaticLoggerBinder.class] //SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. //SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory] //log4j:WARN No appenders could be found for logger (org.apache.hadoop.metrics2.lib.MutableMetricsFactory). //log4j:WARN Please initialize the log4j system properly. //log4j:WARN See http://logging.apache.org/log4j/1.2/faq.html#noconfig for more info. //Creating new context //Using Spark's default log4j profile: org/apache/spark/log4j-defaults.properties //18/01/12 23:40:44 INFO SecurityManager: Changing view acls to: hadoop //18/01/12 23:40:44 INFO SecurityManager: Changing modify acls to: hadoop //18/01/12 23:40:44 INFO SecurityManager: SecurityManager: authentication disabled; ui acls disabled; users with view permissions: Set(hadoop); users with modify permissions: Set(hadoop) //18/01/12 23:40:44 INFO Slf4jLogger: Slf4jLogger started //18/01/12 23:40:44 INFO Remoting: Starting remoting //18/01/12 23:40:44 INFO Remoting: Remoting started; listening on addresses :[akka.tcp://sparkDriver@alamps:42898] //18/01/12 23:40:44 INFO Utils: Successfully started service 'sparkDriver' on port 42898. //18/01/12 23:40:44 INFO SparkEnv: Registering MapOutputTracker //18/01/12 23:40:44 INFO SparkEnv: Registering BlockManagerMaster //18/01/12 23:40:44 INFO DiskBlockManager: Created local directory at /tmp/spark-local-20180112234044-511d //18/01/12 23:40:44 INFO MemoryStore: MemoryStore started with capacity 133.6 MB //18/01/12 23:40:44 INFO HttpFileServer: HTTP File server directory is /tmp/spark-92d5a559-6100-48c0-8a1d-bcac165fe878 //18/01/12 23:40:44 INFO HttpServer: Starting HTTP Server //18/01/12 23:40:44 INFO Utils: Successfully started service 'HTTP file server' on port 49358. //18/01/12 23:40:44 INFO Utils: Successfully started service 'SparkUI' on port 4040. //18/01/12 23:40:44 INFO SparkUI: Started SparkUI at http://alamps:4040 //18/01/12 23:40:45 INFO AkkaUtils: Connecting to HeartbeatReceiver: akka.tcp://sparkDriver@alamps:42898/user/HeartbeatReceiver //18/01/12 23:40:45 INFO NettyBlockTransferService: Server created on 54231 //18/01/12 23:40:45 INFO BlockManagerMaster: Trying to register BlockManager //18/01/12 23:40:45 INFO BlockManagerMasterActor: Registering block manager localhost:54231 with 133.6 MB RAM, BlockManagerId(<driver>, localhost, 54231) //18/01/12 23:40:45 INFO BlockManagerMaster: Registered BlockManager //18/01/12 23:40:45 INFO FileInputDStream: Duration for remembering RDDs set to 60000 ms for org.apache.spark.streaming.dstream.FileInputDStream@8ff85d //18/01/12 23:40:45 INFO ForEachDStream: metadataCleanupDelay = -1 //18/01/12 23:40:45 INFO ShuffledDStream: metadataCleanupDelay = -1 //18/01/12 23:40:45 INFO MappedDStream: metadataCleanupDelay = -1 //18/01/12 23:40:45 INFO FlatMappedDStream: metadataCleanupDelay = -1 //18/01/12 23:40:45 INFO MappedDStream: metadataCleanupDelay = -1 //18/01/12 23:40:45 INFO FileInputDStream: metadataCleanupDelay = -1 //18/01/12 23:40:45 INFO FileInputDStream: Slide time = 10000 ms //18/01/12 23:40:45 INFO FileInputDStream: Storage level = StorageLevel(false, false, false, false, 1) //18/01/12 23:40:45 INFO FileInputDStream: Checkpoint interval = null //18/01/12 23:40:45 INFO FileInputDStream: Remember duration = 60000 ms //18/01/12 23:40:45 INFO FileInputDStream: Initialized and validated org.apache.spark.streaming.dstream.FileInputDStream@8ff85d //18/01/12 23:40:45 INFO MappedDStream: Slide time = 10000 ms //18/01/12 23:40:45 INFO MappedDStream: Storage level = StorageLevel(false, false, false, false, 1) //18/01/12 23:40:45 INFO MappedDStream: Checkpoint interval = null //18/01/12 23:40:45 INFO MappedDStream: Remember duration = 10000 ms //18/01/12 23:40:45 INFO MappedDStream: Initialized and validated org.apache.spark.streaming.dstream.MappedDStream@c3bcdf //18/01/12 23:40:45 INFO FlatMappedDStream: Slide time = 10000 ms //18/01/12 23:40:45 INFO FlatMappedDStream: Storage level = StorageLevel(false, false, false, false, 1) //18/01/12 23:40:45 INFO FlatMappedDStream: Checkpoint interval = null //18/01/12 23:40:45 INFO FlatMappedDStream: Remember duration = 10000 ms //18/01/12 23:40:45 INFO FlatMappedDStream: Initialized and validated org.apache.spark.streaming.dstream.FlatMappedDStream@a4d9fe //18/01/12 23:40:45 INFO MappedDStream: Slide time = 10000 ms //18/01/12 23:40:45 INFO MappedDStream: Storage level = StorageLevel(false, false, false, false, 1) //18/01/12 23:40:45 INFO MappedDStream: Checkpoint interval = null //18/01/12 23:40:45 INFO MappedDStream: Remember duration = 10000 ms //18/01/12 23:40:45 INFO MappedDStream: Initialized and validated org.apache.spark.streaming.dstream.MappedDStream@e3cfbf //18/01/12 23:40:45 INFO ShuffledDStream: Slide time = 10000 ms //18/01/12 23:40:45 INFO ShuffledDStream: Storage level = StorageLevel(false, false, false, false, 1) //18/01/12 23:40:45 INFO ShuffledDStream: Checkpoint interval = null //18/01/12 23:40:45 INFO ShuffledDStream: Remember duration = 10000 ms //18/01/12 23:40:45 INFO ShuffledDStream: Initialized and validated org.apache.spark.streaming.dstream.ShuffledDStream@5c2d0f //18/01/12 23:40:45 INFO ForEachDStream: Slide time = 10000 ms //18/01/12 23:40:45 INFO ForEachDStream: Storage level = StorageLevel(false, false, false, false, 1) //18/01/12 23:40:45 INFO ForEachDStream: Checkpoint interval = null //18/01/12 23:40:45 INFO ForEachDStream: Remember duration = 10000 ms //18/01/12 23:40:45 INFO ForEachDStream: Initialized and validated org.apache.spark.streaming.dstream.ForEachDStream@1925bfa //18/01/12 23:40:46 INFO RecurringTimer: Started timer for JobGenerator at time 1515829250000 //18/01/12 23:40:46 INFO JobGenerator: Started JobGenerator at 1515829250000 ms //18/01/12 23:40:46 INFO JobScheduler: Started JobScheduler //18/01/12 23:40:50 INFO FileInputDStream: Finding new files took 5 ms //18/01/12 23:40:50 INFO FileInputDStream: New files at time 1515829250000 ms: // //18/01/12 23:40:50 INFO JobScheduler: Added jobs for time 1515829250000 ms //18/01/12 23:40:50 INFO JobGenerator: Checkpointing graph for time 1515829250000 ms //18/01/12 23:40:50 INFO DStreamGraph: Updating checkpoint data for time 1515829250000 ms //18/01/12 23:40:50 INFO JobScheduler: Starting job streaming job 1515829250000 ms.0 from job set of time 1515829250000 ms //18/01/12 23:40:50 INFO DStreamGraph: Updated checkpoint data for time 1515829250000 ms //18/01/12 23:40:50 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:40:50 INFO DAGScheduler: Registering RDD 3 (mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:40:50 INFO DAGScheduler: Got job 0 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:40:50 INFO DAGScheduler: Final stage: Stage 1(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:40:50 INFO DAGScheduler: Parents of final stage: List(Stage 0) //18/01/12 23:40:50 INFO DAGScheduler: Missing parents: List() //18/01/12 23:40:50 INFO DAGScheduler: Submitting Stage 1 (ShuffledRDD[4] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:40:50 INFO CheckpointWriter: Saving checkpoint for time 1515829250000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829250000' //18/01/12 23:40:50 WARN SizeEstimator: Failed to check whether UseCompressedOops is set; assuming yes //18/01/12 23:40:50 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=0, maxMem=140142182 //18/01/12 23:40:50 INFO MemoryStore: Block broadcast_0 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:40:50 INFO MemoryStore: ensureFreeSpace(1677) called with curMem=2264, maxMem=140142182 //18/01/12 23:40:50 INFO MemoryStore: Block broadcast_0_piece0 stored as bytes in memory (estimated size 1677.0 B, free 133.6 MB) //18/01/12 23:40:50 INFO BlockManagerInfo: Added broadcast_0_piece0 in memory on localhost:54231 (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:40:50 INFO BlockManagerMaster: Updated info of block broadcast_0_piece0 //18/01/12 23:40:50 INFO SparkContext: Created broadcast 0 from broadcast at DAGScheduler.scala:838 //18/01/12 23:40:50 INFO DAGScheduler: Submitting 1 missing tasks from Stage 1 (ShuffledRDD[4] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:40:50 INFO TaskSchedulerImpl: Adding task set 1.0 with 1 tasks //18/01/12 23:40:50 INFO TaskSetManager: Starting task 0.0 in stage 1.0 (TID 0, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:40:50 INFO Executor: Running task 0.0 in stage 1.0 (TID 0) //18/01/12 23:40:51 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:40:51 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 20 ms //18/01/12 23:40:51 INFO Executor: Finished task 0.0 in stage 1.0 (TID 0). 820 bytes result sent to driver //18/01/12 23:40:51 INFO DAGScheduler: Stage 1 (print at SparkStreamingOnHDFS.java:126) finished in 0.335 s //18/01/12 23:40:51 INFO TaskSetManager: Finished task 0.0 in stage 1.0 (TID 0) in 308 ms on localhost (1/1) //18/01/12 23:40:51 INFO TaskSchedulerImpl: Removed TaskSet 1.0, whose tasks have all completed, from pool //18/01/12 23:40:51 INFO DAGScheduler: Job 0 finished: print at SparkStreamingOnHDFS.java:126, took 1.096348 s //18/01/12 23:40:51 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:40:51 INFO MapOutputTrackerMaster: Size of output statuses for shuffle 0 is 82 bytes //18/01/12 23:40:51 INFO DAGScheduler: Got job 1 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:40:51 INFO DAGScheduler: Final stage: Stage 3(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:40:51 INFO DAGScheduler: Parents of final stage: List(Stage 2) //18/01/12 23:40:51 INFO DAGScheduler: Missing parents: List() //18/01/12 23:40:51 INFO DAGScheduler: Submitting Stage 3 (ShuffledRDD[4] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:40:51 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=3941, maxMem=140142182 //18/01/12 23:40:51 INFO MemoryStore: Block broadcast_1 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:40:51 INFO MemoryStore: ensureFreeSpace(1677) called with curMem=6205, maxMem=140142182 //18/01/12 23:40:51 INFO MemoryStore: Block broadcast_1_piece0 stored as bytes in memory (estimated size 1677.0 B, free 133.6 MB) //18/01/12 23:40:51 INFO BlockManagerInfo: Added broadcast_1_piece0 in memory on localhost:54231 (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:40:51 INFO BlockManagerMaster: Updated info of block broadcast_1_piece0 //18/01/12 23:40:51 INFO SparkContext: Created broadcast 1 from getCallSite at DStream.scala:294 //18/01/12 23:40:51 INFO DAGScheduler: Submitting 1 missing tasks from Stage 3 (ShuffledRDD[4] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:40:51 INFO TaskSchedulerImpl: Adding task set 3.0 with 1 tasks //18/01/12 23:40:51 INFO TaskSetManager: Starting task 0.0 in stage 3.0 (TID 1, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:40:51 INFO Executor: Running task 0.0 in stage 3.0 (TID 1) //18/01/12 23:40:51 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:40:51 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 1 ms //18/01/12 23:40:51 INFO Executor: Finished task 0.0 in stage 3.0 (TID 1). 820 bytes result sent to driver //18/01/12 23:40:51 INFO DAGScheduler: Stage 3 (print at SparkStreamingOnHDFS.java:126) finished in 0.023 s //18/01/12 23:40:51 INFO DAGScheduler: Job 1 finished: print at SparkStreamingOnHDFS.java:126, took 0.077437 s //18/01/12 23:40:51 INFO TaskSetManager: Finished task 0.0 in stage 3.0 (TID 1) in 21 ms on localhost (1/1) //18/01/12 23:40:51 INFO TaskSchedulerImpl: Removed TaskSet 3.0, whose tasks have all completed, from pool //------------------------------------------- //Time: 1515829250000 ms //------------------------------------------- // //18/01/12 23:40:51 INFO JobScheduler: Finished job streaming job 1515829250000 ms.0 from job set of time 1515829250000 ms //18/01/12 23:40:51 INFO JobScheduler: Total delay: 1.327 s for time 1515829250000 ms (execution: 1.240 s) //18/01/12 23:40:51 INFO FileInputDStream: Cleared 0 old files that were older than 1515829190000 ms: //18/01/12 23:40:51 INFO ReceivedBlockTracker: Deleting batches ArrayBuffer() //18/01/12 23:40:51 INFO JobGenerator: Checkpointing graph for time 1515829250000 ms //18/01/12 23:40:51 INFO DStreamGraph: Updating checkpoint data for time 1515829250000 ms //18/01/12 23:40:51 INFO DStreamGraph: Updated checkpoint data for time 1515829250000 ms //18/01/12 23:40:51 INFO CheckpointWriter: Checkpoint for time 1515829250000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829250000', took 5334 bytes and 1206 ms //18/01/12 23:40:51 INFO DStreamGraph: Clearing checkpoint data for time 1515829250000 ms //18/01/12 23:40:51 INFO CheckpointWriter: Saving checkpoint for time 1515829250000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829250000' //18/01/12 23:40:51 INFO DStreamGraph: Cleared checkpoint data for time 1515829250000 ms //18/01/12 23:40:51 INFO CheckpointWriter: Checkpoint for time 1515829250000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829250000', took 5330 bytes and 121 ms //18/01/12 23:40:51 INFO DStreamGraph: Clearing checkpoint data for time 1515829250000 ms //18/01/12 23:40:51 INFO DStreamGraph: Cleared checkpoint data for time 1515829250000 ms //18/01/12 23:41:00 INFO FileInputDStream: Finding new files took 1 ms //18/01/12 23:41:00 INFO FileInputDStream: New files at time 1515829260000 ms: // //18/01/12 23:41:00 INFO JobScheduler: Starting job streaming job 1515829260000 ms.0 from job set of time 1515829260000 ms //18/01/12 23:41:00 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:00 INFO DAGScheduler: Registering RDD 8 (mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:41:00 INFO DAGScheduler: Got job 2 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:00 INFO DAGScheduler: Final stage: Stage 5(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:00 INFO DAGScheduler: Parents of final stage: List(Stage 4) //18/01/12 23:41:00 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:00 INFO DAGScheduler: Submitting Stage 5 (ShuffledRDD[9] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:00 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=7882, maxMem=140142182 //18/01/12 23:41:00 INFO MemoryStore: Block broadcast_2 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:00 INFO JobScheduler: Added jobs for time 1515829260000 ms //18/01/12 23:41:00 INFO JobGenerator: Checkpointing graph for time 1515829260000 ms //18/01/12 23:41:00 INFO DStreamGraph: Updating checkpoint data for time 1515829260000 ms //18/01/12 23:41:00 INFO DStreamGraph: Updated checkpoint data for time 1515829260000 ms //18/01/12 23:41:00 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=10146, maxMem=140142182 //18/01/12 23:41:00 INFO MemoryStore: Block broadcast_2_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:00 INFO BlockManagerInfo: Added broadcast_2_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:00 INFO BlockManagerMaster: Updated info of block broadcast_2_piece0 //18/01/12 23:41:00 INFO SparkContext: Created broadcast 2 from getCallSite at DStream.scala:294 //18/01/12 23:41:00 INFO DAGScheduler: Submitting 1 missing tasks from Stage 5 (ShuffledRDD[9] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:00 INFO TaskSchedulerImpl: Adding task set 5.0 with 1 tasks //18/01/12 23:41:00 INFO CheckpointWriter: Saving checkpoint for time 1515829260000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829260000' //18/01/12 23:41:00 INFO TaskSetManager: Starting task 0.0 in stage 5.0 (TID 2, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:00 INFO Executor: Running task 0.0 in stage 5.0 (TID 2) //18/01/12 23:41:00 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:00 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 1 ms //18/01/12 23:41:00 INFO Executor: Finished task 0.0 in stage 5.0 (TID 2). 820 bytes result sent to driver //18/01/12 23:41:00 INFO DAGScheduler: Stage 5 (print at SparkStreamingOnHDFS.java:126) finished in 0.014 s //18/01/12 23:41:00 INFO DAGScheduler: Job 2 finished: print at SparkStreamingOnHDFS.java:126, took 0.059484 s //18/01/12 23:41:00 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:00 INFO MapOutputTrackerMaster: Size of output statuses for shuffle 1 is 82 bytes //18/01/12 23:41:00 INFO DAGScheduler: Got job 3 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:00 INFO DAGScheduler: Final stage: Stage 7(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:00 INFO DAGScheduler: Parents of final stage: List(Stage 6) //18/01/12 23:41:00 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:00 INFO DAGScheduler: Submitting Stage 7 (ShuffledRDD[9] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:00 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=11825, maxMem=140142182 //18/01/12 23:41:00 INFO MemoryStore: Block broadcast_3 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:00 INFO TaskSetManager: Finished task 0.0 in stage 5.0 (TID 2) in 14 ms on localhost (1/1) //18/01/12 23:41:00 INFO TaskSchedulerImpl: Removed TaskSet 5.0, whose tasks have all completed, from pool //18/01/12 23:41:00 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=14089, maxMem=140142182 //18/01/12 23:41:00 INFO MemoryStore: Block broadcast_3_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:00 INFO BlockManagerInfo: Added broadcast_3_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:00 INFO BlockManagerMaster: Updated info of block broadcast_3_piece0 //18/01/12 23:41:00 INFO SparkContext: Created broadcast 3 from getCallSite at DStream.scala:294 //18/01/12 23:41:00 INFO DAGScheduler: Submitting 1 missing tasks from Stage 7 (ShuffledRDD[9] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:00 INFO TaskSchedulerImpl: Adding task set 7.0 with 1 tasks //18/01/12 23:41:00 INFO TaskSetManager: Starting task 0.0 in stage 7.0 (TID 3, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:00 INFO Executor: Running task 0.0 in stage 7.0 (TID 3) //18/01/12 23:41:00 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:00 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 1 ms //18/01/12 23:41:00 INFO Executor: Finished task 0.0 in stage 7.0 (TID 3). 820 bytes result sent to driver //18/01/12 23:41:00 INFO DAGScheduler: Stage 7 (print at SparkStreamingOnHDFS.java:126) finished in 0.014 s //------------------------------------------- //Time: 1515829260000 ms //------------------------------------------- // //18/01/12 23:41:00 INFO DAGScheduler: Job 3 finished: print at SparkStreamingOnHDFS.java:126, took 0.078915 s //18/01/12 23:41:00 INFO JobScheduler: Finished job streaming job 1515829260000 ms.0 from job set of time 1515829260000 ms //18/01/12 23:41:00 INFO JobScheduler: Total delay: 0.160 s for time 1515829260000 ms (execution: 0.149 s) //18/01/12 23:41:00 INFO ShuffledRDD: Removing RDD 4 from persistence list //18/01/12 23:41:00 INFO BlockManager: Removing RDD 4 //18/01/12 23:41:00 INFO TaskSetManager: Finished task 0.0 in stage 7.0 (TID 3) in 26 ms on localhost (1/1) //18/01/12 23:41:00 INFO TaskSchedulerImpl: Removed TaskSet 7.0, whose tasks have all completed, from pool //18/01/12 23:41:00 INFO MappedRDD: Removing RDD 3 from persistence list //18/01/12 23:41:00 INFO FlatMappedRDD: Removing RDD 2 from persistence list //18/01/12 23:41:00 INFO MappedRDD: Removing RDD 1 from persistence list //18/01/12 23:41:00 INFO FileInputDStream: Cleared 0 old files that were older than 1515829200000 ms: //18/01/12 23:41:00 INFO BlockManager: Removing RDD 3 //18/01/12 23:41:00 INFO BlockManager: Removing RDD 2 //18/01/12 23:41:00 INFO BlockManager: Removing RDD 1 //18/01/12 23:41:00 INFO ReceivedBlockTracker: Deleting batches ArrayBuffer() //18/01/12 23:41:00 INFO JobGenerator: Checkpointing graph for time 1515829260000 ms //18/01/12 23:41:00 INFO DStreamGraph: Updating checkpoint data for time 1515829260000 ms //18/01/12 23:41:00 INFO DStreamGraph: Updated checkpoint data for time 1515829260000 ms //18/01/12 23:41:00 INFO CheckpointWriter: Checkpoint for time 1515829260000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829260000', took 5345 bytes and 234 ms //18/01/12 23:41:00 INFO DStreamGraph: Clearing checkpoint data for time 1515829260000 ms //18/01/12 23:41:00 INFO DStreamGraph: Cleared checkpoint data for time 1515829260000 ms //18/01/12 23:41:00 INFO CheckpointWriter: Saving checkpoint for time 1515829260000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829260000' //18/01/12 23:41:00 INFO CheckpointWriter: Checkpoint for time 1515829260000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829260000', took 5341 bytes and 67 ms //18/01/12 23:41:00 INFO DStreamGraph: Clearing checkpoint data for time 1515829260000 ms //18/01/12 23:41:00 INFO DStreamGraph: Cleared checkpoint data for time 1515829260000 ms //18/01/12 23:41:10 INFO FileInputDStream: Finding new files took 3 ms //18/01/12 23:41:10 INFO FileInputDStream: New files at time 1515829270000 ms: // //18/01/12 23:41:10 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:10 INFO JobScheduler: Starting job streaming job 1515829270000 ms.0 from job set of time 1515829270000 ms //18/01/12 23:41:10 INFO DAGScheduler: Registering RDD 13 (mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:41:10 INFO DAGScheduler: Got job 4 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:10 INFO DAGScheduler: Final stage: Stage 9(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:10 INFO DAGScheduler: Parents of final stage: List(Stage 8) //18/01/12 23:41:10 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:10 INFO DAGScheduler: Submitting Stage 9 (ShuffledRDD[14] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:10 INFO JobScheduler: Added jobs for time 1515829270000 ms //18/01/12 23:41:10 INFO JobGenerator: Checkpointing graph for time 1515829270000 ms //18/01/12 23:41:10 INFO DStreamGraph: Updating checkpoint data for time 1515829270000 ms //18/01/12 23:41:10 INFO DStreamGraph: Updated checkpoint data for time 1515829270000 ms //18/01/12 23:41:10 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=15768, maxMem=140142182 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_4 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:10 INFO BlockManager: Removing broadcast 3 //18/01/12 23:41:10 INFO BlockManager: Removing block broadcast_3_piece0 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_3_piece0 of size 1679 dropped from memory (free 140125829) //18/01/12 23:41:10 INFO BlockManagerInfo: Removed broadcast_3_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:10 INFO BlockManagerMaster: Updated info of block broadcast_3_piece0 //18/01/12 23:41:10 INFO BlockManager: Removing block broadcast_3 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_3 of size 2264 dropped from memory (free 140128093) //18/01/12 23:41:10 INFO MemoryStore: ensureFreeSpace(1677) called with curMem=14089, maxMem=140142182 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_4_piece0 stored as bytes in memory (estimated size 1677.0 B, free 133.6 MB) //18/01/12 23:41:10 INFO BlockManagerInfo: Added broadcast_4_piece0 in memory on localhost:54231 (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:41:10 INFO BlockManagerMaster: Updated info of block broadcast_4_piece0 //18/01/12 23:41:10 INFO SparkContext: Created broadcast 4 from getCallSite at DStream.scala:294 //18/01/12 23:41:10 INFO DAGScheduler: Submitting 1 missing tasks from Stage 9 (ShuffledRDD[14] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:10 INFO TaskSchedulerImpl: Adding task set 9.0 with 1 tasks //18/01/12 23:41:10 INFO TaskSetManager: Starting task 0.0 in stage 9.0 (TID 4, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:10 INFO Executor: Running task 0.0 in stage 9.0 (TID 4) //18/01/12 23:41:10 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:10 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 0 ms //18/01/12 23:41:10 INFO Executor: Finished task 0.0 in stage 9.0 (TID 4). 820 bytes result sent to driver //18/01/12 23:41:10 INFO ContextCleaner: Cleaned broadcast 3 //18/01/12 23:41:10 INFO CheckpointWriter: Saving checkpoint for time 1515829270000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829270000' //18/01/12 23:41:10 INFO DAGScheduler: Stage 9 (print at SparkStreamingOnHDFS.java:126) finished in 0.005 s //18/01/12 23:41:10 INFO DAGScheduler: Job 4 finished: print at SparkStreamingOnHDFS.java:126, took 0.082960 s //18/01/12 23:41:10 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:10 INFO TaskSetManager: Finished task 0.0 in stage 9.0 (TID 4) in 11 ms on localhost (1/1) //18/01/12 23:41:10 INFO TaskSchedulerImpl: Removed TaskSet 9.0, whose tasks have all completed, from pool //18/01/12 23:41:10 INFO MapOutputTrackerMaster: Size of output statuses for shuffle 2 is 82 bytes //18/01/12 23:41:10 INFO DAGScheduler: Got job 5 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:10 INFO DAGScheduler: Final stage: Stage 11(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:10 INFO DAGScheduler: Parents of final stage: List(Stage 10) //18/01/12 23:41:10 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:10 INFO DAGScheduler: Submitting Stage 11 (ShuffledRDD[14] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:10 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=15766, maxMem=140142182 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_5 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:10 INFO MemoryStore: ensureFreeSpace(1677) called with curMem=18030, maxMem=140142182 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_5_piece0 stored as bytes in memory (estimated size 1677.0 B, free 133.6 MB) //18/01/12 23:41:10 INFO BlockManagerInfo: Added broadcast_5_piece0 in memory on localhost:54231 (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:41:10 INFO BlockManagerMaster: Updated info of block broadcast_5_piece0 //18/01/12 23:41:10 INFO SparkContext: Created broadcast 5 from getCallSite at DStream.scala:294 //18/01/12 23:41:10 INFO DAGScheduler: Submitting 1 missing tasks from Stage 11 (ShuffledRDD[14] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:10 INFO TaskSchedulerImpl: Adding task set 11.0 with 1 tasks //18/01/12 23:41:10 INFO TaskSetManager: Starting task 0.0 in stage 11.0 (TID 5, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:10 INFO Executor: Running task 0.0 in stage 11.0 (TID 5) //18/01/12 23:41:10 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:10 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 0 ms //18/01/12 23:41:10 INFO Executor: Finished task 0.0 in stage 11.0 (TID 5). 820 bytes result sent to driver //18/01/12 23:41:10 INFO TaskSetManager: Finished task 0.0 in stage 11.0 (TID 5) in 8 ms on localhost (1/1) //18/01/12 23:41:10 INFO TaskSchedulerImpl: Removed TaskSet 11.0, whose tasks have all completed, from pool //18/01/12 23:41:10 INFO DAGScheduler: Stage 11 (print at SparkStreamingOnHDFS.java:126) finished in 0.003 s //------------------------------------------- //Time: 1515829270000 ms //------------------------------------------- // //18/01/12 23:41:10 INFO DAGScheduler: Job 5 finished: print at SparkStreamingOnHDFS.java:126, took 0.135786 s //18/01/12 23:41:10 INFO JobScheduler: Finished job streaming job 1515829270000 ms.0 from job set of time 1515829270000 ms //18/01/12 23:41:10 INFO JobScheduler: Total delay: 0.235 s for time 1515829270000 ms (execution: 0.221 s) //18/01/12 23:41:10 INFO ShuffledRDD: Removing RDD 9 from persistence list //18/01/12 23:41:10 INFO BlockManager: Removing RDD 9 //18/01/12 23:41:10 INFO MappedRDD: Removing RDD 8 from persistence list //18/01/12 23:41:10 INFO BlockManager: Removing RDD 8 //18/01/12 23:41:10 INFO FlatMappedRDD: Removing RDD 7 from persistence list //18/01/12 23:41:10 INFO BlockManager: Removing RDD 7 //18/01/12 23:41:10 INFO BlockManager: Removing broadcast 5 //18/01/12 23:41:10 INFO BlockManager: Removing block broadcast_5_piece0 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_5_piece0 of size 1677 dropped from memory (free 140124152) //18/01/12 23:41:10 INFO BlockManagerInfo: Removed broadcast_5_piece0 on localhost:54231 in memory (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:41:10 INFO BlockManagerMaster: Updated info of block broadcast_5_piece0 //18/01/12 23:41:10 INFO BlockManager: Removing block broadcast_5 //18/01/12 23:41:10 INFO MemoryStore: Block broadcast_5 of size 2264 dropped from memory (free 140126416) //18/01/12 23:41:10 INFO MappedRDD: Removing RDD 6 from persistence list //18/01/12 23:41:10 INFO BlockManager: Removing RDD 6 //18/01/12 23:41:10 INFO ContextCleaner: Cleaned broadcast 5 //18/01/12 23:41:10 INFO FileInputDStream: Cleared 0 old files that were older than 1515829210000 ms: //18/01/12 23:41:10 INFO ReceivedBlockTracker: Deleting batches ArrayBuffer() //18/01/12 23:41:10 INFO JobGenerator: Checkpointing graph for time 1515829270000 ms //18/01/12 23:41:10 INFO DStreamGraph: Updating checkpoint data for time 1515829270000 ms //18/01/12 23:41:10 INFO DStreamGraph: Updated checkpoint data for time 1515829270000 ms //18/01/12 23:41:10 INFO CheckpointWriter: Checkpoint for time 1515829270000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829270000', took 5352 bytes and 280 ms //18/01/12 23:41:10 INFO DStreamGraph: Clearing checkpoint data for time 1515829270000 ms //18/01/12 23:41:10 INFO DStreamGraph: Cleared checkpoint data for time 1515829270000 ms //18/01/12 23:41:10 INFO CheckpointWriter: Saving checkpoint for time 1515829270000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829270000' //18/01/12 23:41:10 INFO CheckpointWriter: Checkpoint for time 1515829270000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829270000', took 5348 bytes and 69 ms //18/01/12 23:41:10 INFO DStreamGraph: Clearing checkpoint data for time 1515829270000 ms //18/01/12 23:41:10 INFO DStreamGraph: Cleared checkpoint data for time 1515829270000 ms //18/01/12 23:41:20 INFO FileInputDStream: Finding new files took 2 ms //18/01/12 23:41:20 INFO FileInputDStream: New files at time 1515829280000 ms: // //18/01/12 23:41:20 INFO JobScheduler: Starting job streaming job 1515829280000 ms.0 from job set of time 1515829280000 ms //18/01/12 23:41:20 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:20 INFO DAGScheduler: Registering RDD 18 (mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:41:20 INFO DAGScheduler: Got job 6 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:20 INFO DAGScheduler: Final stage: Stage 13(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:20 INFO DAGScheduler: Parents of final stage: List(Stage 12) //18/01/12 23:41:20 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:20 INFO JobScheduler: Added jobs for time 1515829280000 ms //18/01/12 23:41:20 INFO JobGenerator: Checkpointing graph for time 1515829280000 ms //18/01/12 23:41:20 INFO DStreamGraph: Updating checkpoint data for time 1515829280000 ms //18/01/12 23:41:20 INFO DAGScheduler: Submitting Stage 13 (ShuffledRDD[19] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:20 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=15766, maxMem=140142182 //18/01/12 23:41:20 INFO DStreamGraph: Updated checkpoint data for time 1515829280000 ms //18/01/12 23:41:20 INFO MemoryStore: Block broadcast_6 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:20 INFO CheckpointWriter: Saving checkpoint for time 1515829280000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829280000' //18/01/12 23:41:20 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=18030, maxMem=140142182 //18/01/12 23:41:20 INFO MemoryStore: Block broadcast_6_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:20 INFO BlockManagerInfo: Added broadcast_6_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:20 INFO BlockManagerMaster: Updated info of block broadcast_6_piece0 //18/01/12 23:41:20 INFO SparkContext: Created broadcast 6 from getCallSite at DStream.scala:294 //18/01/12 23:41:20 INFO DAGScheduler: Submitting 1 missing tasks from Stage 13 (ShuffledRDD[19] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:20 INFO TaskSchedulerImpl: Adding task set 13.0 with 1 tasks //18/01/12 23:41:20 INFO TaskSetManager: Starting task 0.0 in stage 13.0 (TID 6, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:20 INFO Executor: Running task 0.0 in stage 13.0 (TID 6) //18/01/12 23:41:20 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:20 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 0 ms //18/01/12 23:41:20 INFO Executor: Finished task 0.0 in stage 13.0 (TID 6). 820 bytes result sent to driver //18/01/12 23:41:20 INFO TaskSetManager: Finished task 0.0 in stage 13.0 (TID 6) in 6 ms on localhost (1/1) //18/01/12 23:41:20 INFO TaskSchedulerImpl: Removed TaskSet 13.0, whose tasks have all completed, from pool //18/01/12 23:41:20 INFO DAGScheduler: Stage 13 (print at SparkStreamingOnHDFS.java:126) finished in 0.002 s //18/01/12 23:41:20 INFO DAGScheduler: Job 6 finished: print at SparkStreamingOnHDFS.java:126, took 0.040562 s //18/01/12 23:41:20 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:20 INFO BlockManager: Removing broadcast 6 //18/01/12 23:41:20 INFO BlockManager: Removing block broadcast_6_piece0 //18/01/12 23:41:20 INFO MemoryStore: Block broadcast_6_piece0 of size 1679 dropped from memory (free 140124152) //18/01/12 23:41:20 INFO BlockManagerInfo: Removed broadcast_6_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:20 INFO MapOutputTrackerMaster: Size of output statuses for shuffle 3 is 82 bytes //18/01/12 23:41:20 INFO DAGScheduler: Got job 7 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:20 INFO DAGScheduler: Final stage: Stage 15(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:20 INFO DAGScheduler: Parents of final stage: List(Stage 14) //18/01/12 23:41:20 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:20 INFO DAGScheduler: Submitting Stage 15 (ShuffledRDD[19] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:20 INFO BlockManagerMaster: Updated info of block broadcast_6_piece0 //18/01/12 23:41:20 INFO BlockManager: Removing block broadcast_6 //18/01/12 23:41:20 INFO MemoryStore: Block broadcast_6 of size 2264 dropped from memory (free 140126416) //18/01/12 23:41:20 INFO ContextCleaner: Cleaned broadcast 6 //18/01/12 23:41:20 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=15766, maxMem=140142182 //18/01/12 23:41:20 INFO MemoryStore: Block broadcast_7 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:20 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=18030, maxMem=140142182 //18/01/12 23:41:20 INFO MemoryStore: Block broadcast_7_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:20 INFO BlockManagerInfo: Added broadcast_7_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:20 INFO BlockManagerMaster: Updated info of block broadcast_7_piece0 //18/01/12 23:41:20 INFO SparkContext: Created broadcast 7 from getCallSite at DStream.scala:294 //18/01/12 23:41:20 INFO DAGScheduler: Submitting 1 missing tasks from Stage 15 (ShuffledRDD[19] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:20 INFO TaskSchedulerImpl: Adding task set 15.0 with 1 tasks //18/01/12 23:41:20 INFO TaskSetManager: Starting task 0.0 in stage 15.0 (TID 7, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:20 INFO Executor: Running task 0.0 in stage 15.0 (TID 7) //18/01/12 23:41:20 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:20 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 0 ms //18/01/12 23:41:20 INFO Executor: Finished task 0.0 in stage 15.0 (TID 7). 820 bytes result sent to driver //18/01/12 23:41:20 INFO TaskSetManager: Finished task 0.0 in stage 15.0 (TID 7) in 7 ms on localhost (1/1) //18/01/12 23:41:20 INFO TaskSchedulerImpl: Removed TaskSet 15.0, whose tasks have all completed, from pool //18/01/12 23:41:20 INFO DAGScheduler: Stage 15 (print at SparkStreamingOnHDFS.java:126) finished in 0.001 s //18/01/12 23:41:20 INFO DAGScheduler: Job 7 finished: print at SparkStreamingOnHDFS.java:126, took 0.084666 s //------------------------------------------- //Time: 1515829280000 ms //------------------------------------------- // //18/01/12 23:41:20 INFO JobScheduler: Finished job streaming job 1515829280000 ms.0 from job set of time 1515829280000 ms //18/01/12 23:41:20 INFO JobScheduler: Total delay: 0.141 s for time 1515829280000 ms (execution: 0.129 s) //18/01/12 23:41:20 INFO ShuffledRDD: Removing RDD 14 from persistence list //18/01/12 23:41:20 INFO BlockManager: Removing RDD 14 //18/01/12 23:41:20 INFO MappedRDD: Removing RDD 13 from persistence list //18/01/12 23:41:20 INFO BlockManager: Removing RDD 13 //18/01/12 23:41:20 INFO FlatMappedRDD: Removing RDD 12 from persistence list //18/01/12 23:41:20 INFO BlockManager: Removing RDD 12 //18/01/12 23:41:20 INFO MappedRDD: Removing RDD 11 from persistence list //18/01/12 23:41:20 INFO BlockManager: Removing RDD 11 //18/01/12 23:41:20 INFO FileInputDStream: Cleared 0 old files that were older than 1515829220000 ms: //18/01/12 23:41:20 INFO ReceivedBlockTracker: Deleting batches ArrayBuffer() //18/01/12 23:41:20 INFO JobGenerator: Checkpointing graph for time 1515829280000 ms //18/01/12 23:41:20 INFO DStreamGraph: Updating checkpoint data for time 1515829280000 ms //18/01/12 23:41:20 INFO DStreamGraph: Updated checkpoint data for time 1515829280000 ms //18/01/12 23:41:20 INFO CheckpointWriter: Checkpoint for time 1515829280000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829280000', took 5363 bytes and 121 ms //18/01/12 23:41:20 INFO DStreamGraph: Clearing checkpoint data for time 1515829280000 ms //18/01/12 23:41:20 INFO DStreamGraph: Cleared checkpoint data for time 1515829280000 ms //18/01/12 23:41:20 INFO CheckpointWriter: Saving checkpoint for time 1515829280000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829280000' //18/01/12 23:41:20 INFO CheckpointWriter: Checkpoint for time 1515829280000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829280000', took 5359 bytes and 80 ms //18/01/12 23:41:20 INFO DStreamGraph: Clearing checkpoint data for time 1515829280000 ms //18/01/12 23:41:20 INFO DStreamGraph: Cleared checkpoint data for time 1515829280000 ms //18/01/12 23:41:30 INFO FileInputDStream: Finding new files took 2 ms //18/01/12 23:41:30 INFO FileInputDStream: New files at time 1515829290000 ms: // //18/01/12 23:41:30 INFO JobScheduler: Starting job streaming job 1515829290000 ms.0 from job set of time 1515829290000 ms //18/01/12 23:41:30 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:30 INFO JobScheduler: Added jobs for time 1515829290000 ms //18/01/12 23:41:30 INFO JobGenerator: Checkpointing graph for time 1515829290000 ms //18/01/12 23:41:30 INFO DAGScheduler: Registering RDD 23 (mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:41:30 INFO DAGScheduler: Got job 8 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:30 INFO DAGScheduler: Final stage: Stage 17(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:30 INFO DAGScheduler: Parents of final stage: List(Stage 16) //18/01/12 23:41:30 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:30 INFO DStreamGraph: Updating checkpoint data for time 1515829290000 ms //18/01/12 23:41:30 INFO DAGScheduler: Submitting Stage 17 (ShuffledRDD[24] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:30 INFO DStreamGraph: Updated checkpoint data for time 1515829290000 ms //18/01/12 23:41:30 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=19709, maxMem=140142182 //18/01/12 23:41:30 INFO CheckpointWriter: Saving checkpoint for time 1515829290000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829290000' //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_8 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:30 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=21973, maxMem=140142182 //18/01/12 23:41:30 INFO BlockManager: Removing broadcast 7 //18/01/12 23:41:30 INFO BlockManager: Removing block broadcast_7 //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_7 of size 2264 dropped from memory (free 140122473) //18/01/12 23:41:30 INFO BlockManager: Removing block broadcast_7_piece0 //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_7_piece0 of size 1679 dropped from memory (free 140124152) //18/01/12 23:41:30 INFO BlockManagerInfo: Removed broadcast_7_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:30 INFO BlockManagerMaster: Updated info of block broadcast_7_piece0 //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_8_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:30 INFO BlockManagerInfo: Added broadcast_8_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:30 INFO BlockManagerMaster: Updated info of block broadcast_8_piece0 //18/01/12 23:41:30 INFO SparkContext: Created broadcast 8 from broadcast at DAGScheduler.scala:838 //18/01/12 23:41:30 INFO ContextCleaner: Cleaned broadcast 7 //18/01/12 23:41:30 INFO DAGScheduler: Submitting 1 missing tasks from Stage 17 (ShuffledRDD[24] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:30 INFO TaskSchedulerImpl: Adding task set 17.0 with 1 tasks //18/01/12 23:41:30 INFO TaskSetManager: Starting task 0.0 in stage 17.0 (TID 8, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:30 INFO Executor: Running task 0.0 in stage 17.0 (TID 8) //18/01/12 23:41:30 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:30 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 0 ms //18/01/12 23:41:30 INFO Executor: Finished task 0.0 in stage 17.0 (TID 8). 820 bytes result sent to driver //18/01/12 23:41:30 INFO TaskSetManager: Finished task 0.0 in stage 17.0 (TID 8) in 6 ms on localhost (1/1) //18/01/12 23:41:30 INFO TaskSchedulerImpl: Removed TaskSet 17.0, whose tasks have all completed, from pool //18/01/12 23:41:30 INFO DAGScheduler: Stage 17 (print at SparkStreamingOnHDFS.java:126) finished in 0.007 s //18/01/12 23:41:30 INFO DAGScheduler: Job 8 finished: print at SparkStreamingOnHDFS.java:126, took 0.047397 s //18/01/12 23:41:30 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:30 INFO MapOutputTrackerMaster: Size of output statuses for shuffle 4 is 82 bytes //18/01/12 23:41:30 INFO DAGScheduler: Got job 9 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:30 INFO DAGScheduler: Final stage: Stage 19(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:30 INFO DAGScheduler: Parents of final stage: List(Stage 18) //18/01/12 23:41:30 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:30 INFO DAGScheduler: Submitting Stage 19 (ShuffledRDD[24] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:30 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=19709, maxMem=140142182 //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_9 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:30 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=21973, maxMem=140142182 //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_9_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:30 INFO BlockManagerInfo: Added broadcast_9_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:30 INFO BlockManagerMaster: Updated info of block broadcast_9_piece0 //18/01/12 23:41:30 INFO SparkContext: Created broadcast 9 from getCallSite at DStream.scala:294 //18/01/12 23:41:30 INFO DAGScheduler: Submitting 1 missing tasks from Stage 19 (ShuffledRDD[24] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:30 INFO TaskSchedulerImpl: Adding task set 19.0 with 1 tasks //18/01/12 23:41:30 INFO TaskSetManager: Starting task 0.0 in stage 19.0 (TID 9, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:30 INFO Executor: Running task 0.0 in stage 19.0 (TID 9) //18/01/12 23:41:30 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:30 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 3 ms //18/01/12 23:41:30 INFO BlockManager: Removing broadcast 8 //18/01/12 23:41:30 INFO BlockManager: Removing block broadcast_8 //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_8 of size 2264 dropped from memory (free 140120794) //18/01/12 23:41:30 INFO BlockManager: Removing block broadcast_8_piece0 //18/01/12 23:41:30 INFO MemoryStore: Block broadcast_8_piece0 of size 1679 dropped from memory (free 140122473) //18/01/12 23:41:30 INFO BlockManagerInfo: Removed broadcast_8_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:30 INFO BlockManagerMaster: Updated info of block broadcast_8_piece0 //18/01/12 23:41:30 INFO ContextCleaner: Cleaned broadcast 8 //18/01/12 23:41:30 INFO Executor: Finished task 0.0 in stage 19.0 (TID 9). 820 bytes result sent to driver //18/01/12 23:41:30 INFO TaskSetManager: Finished task 0.0 in stage 19.0 (TID 9) in 9 ms on localhost (1/1) //18/01/12 23:41:30 INFO TaskSchedulerImpl: Removed TaskSet 19.0, whose tasks have all completed, from pool //18/01/12 23:41:30 INFO DAGScheduler: Stage 19 (print at SparkStreamingOnHDFS.java:126) finished in 0.000 s //------------------------------------------- //Time: 1515829290000 ms //------------------------------------------- // //18/01/12 23:41:30 INFO DAGScheduler: Job 9 finished: print at SparkStreamingOnHDFS.java:126, took 0.044747 s //18/01/12 23:41:30 INFO JobScheduler: Finished job streaming job 1515829290000 ms.0 from job set of time 1515829290000 ms //18/01/12 23:41:30 INFO ShuffledRDD: Removing RDD 19 from persistence list //18/01/12 23:41:30 INFO BlockManager: Removing RDD 19 //18/01/12 23:41:30 INFO JobScheduler: Total delay: 0.114 s for time 1515829290000 ms (execution: 0.098 s) //18/01/12 23:41:30 INFO MappedRDD: Removing RDD 18 from persistence list //18/01/12 23:41:30 INFO BlockManager: Removing RDD 18 //18/01/12 23:41:30 INFO FlatMappedRDD: Removing RDD 17 from persistence list //18/01/12 23:41:30 INFO BlockManager: Removing RDD 17 //18/01/12 23:41:30 INFO MappedRDD: Removing RDD 16 from persistence list //18/01/12 23:41:30 INFO BlockManager: Removing RDD 16 //18/01/12 23:41:30 INFO FileInputDStream: Cleared 0 old files that were older than 1515829230000 ms: //18/01/12 23:41:30 INFO ReceivedBlockTracker: Deleting batches ArrayBuffer() //18/01/12 23:41:30 INFO JobGenerator: Checkpointing graph for time 1515829290000 ms //18/01/12 23:41:30 INFO DStreamGraph: Updating checkpoint data for time 1515829290000 ms //18/01/12 23:41:30 INFO DStreamGraph: Updated checkpoint data for time 1515829290000 ms //18/01/12 23:41:30 INFO CheckpointWriter: Checkpoint for time 1515829290000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829290000', took 5372 bytes and 503 ms //18/01/12 23:41:30 INFO DStreamGraph: Clearing checkpoint data for time 1515829290000 ms //18/01/12 23:41:30 INFO DStreamGraph: Cleared checkpoint data for time 1515829290000 ms //18/01/12 23:41:30 INFO CheckpointWriter: Saving checkpoint for time 1515829290000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829290000' //18/01/12 23:41:30 INFO CheckpointWriter: Checkpoint for time 1515829290000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829290000', took 5368 bytes and 115 ms //18/01/12 23:41:30 INFO DStreamGraph: Clearing checkpoint data for time 1515829290000 ms //18/01/12 23:41:30 INFO DStreamGraph: Cleared checkpoint data for time 1515829290000 ms //18/01/12 23:41:40 INFO FileInputDStream: Finding new files took 2 ms //18/01/12 23:41:40 INFO FileInputDStream: New files at time 1515829300000 ms: // //18/01/12 23:41:40 INFO JobScheduler: Starting job streaming job 1515829300000 ms.0 from job set of time 1515829300000 ms //18/01/12 23:41:40 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:40 INFO DAGScheduler: Registering RDD 28 (mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:41:40 INFO DAGScheduler: Got job 10 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:40 INFO DAGScheduler: Final stage: Stage 21(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:40 INFO DAGScheduler: Parents of final stage: List(Stage 20) //18/01/12 23:41:40 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:40 INFO JobScheduler: Added jobs for time 1515829300000 ms //18/01/12 23:41:40 INFO JobGenerator: Checkpointing graph for time 1515829300000 ms //18/01/12 23:41:40 INFO DStreamGraph: Updating checkpoint data for time 1515829300000 ms //18/01/12 23:41:40 INFO DStreamGraph: Updated checkpoint data for time 1515829300000 ms //18/01/12 23:41:40 INFO DAGScheduler: Submitting Stage 21 (ShuffledRDD[29] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:40 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=19709, maxMem=140142182 //18/01/12 23:41:40 INFO CheckpointWriter: Saving checkpoint for time 1515829300000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829300000' //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_10 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:40 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=21973, maxMem=140142182 //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_10_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:40 INFO BlockManagerInfo: Added broadcast_10_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:40 INFO ContextCleaner: Cleaned shuffle 3 //18/01/12 23:41:40 INFO BlockManager: Removing broadcast 9 //18/01/12 23:41:40 INFO BlockManager: Removing block broadcast_9 //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_9 of size 2264 dropped from memory (free 140120794) //18/01/12 23:41:40 INFO BlockManager: Removing block broadcast_9_piece0 //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_9_piece0 of size 1679 dropped from memory (free 140122473) //18/01/12 23:41:40 INFO BlockManagerInfo: Removed broadcast_9_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:40 INFO BlockManagerMaster: Updated info of block broadcast_9_piece0 //18/01/12 23:41:40 INFO BlockManagerMaster: Updated info of block broadcast_10_piece0 //18/01/12 23:41:40 INFO SparkContext: Created broadcast 10 from broadcast at DAGScheduler.scala:838 //18/01/12 23:41:40 INFO DAGScheduler: Submitting 1 missing tasks from Stage 21 (ShuffledRDD[29] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:40 INFO TaskSchedulerImpl: Adding task set 21.0 with 1 tasks //18/01/12 23:41:40 INFO TaskSetManager: Starting task 0.0 in stage 21.0 (TID 10, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:40 INFO Executor: Running task 0.0 in stage 21.0 (TID 10) //18/01/12 23:41:40 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:40 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 1 ms //18/01/12 23:41:40 INFO Executor: Finished task 0.0 in stage 21.0 (TID 10). 820 bytes result sent to driver //18/01/12 23:41:40 INFO ContextCleaner: Cleaned broadcast 9 //18/01/12 23:41:40 INFO TaskSetManager: Finished task 0.0 in stage 21.0 (TID 10) in 12 ms on localhost (1/1) //18/01/12 23:41:40 INFO TaskSchedulerImpl: Removed TaskSet 21.0, whose tasks have all completed, from pool //18/01/12 23:41:40 INFO DAGScheduler: Stage 21 (print at SparkStreamingOnHDFS.java:126) finished in 0.008 s //18/01/12 23:41:40 INFO DAGScheduler: Job 10 finished: print at SparkStreamingOnHDFS.java:126, took 0.053828 s //18/01/12 23:41:40 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:40 INFO MapOutputTrackerMaster: Size of output statuses for shuffle 5 is 82 bytes //18/01/12 23:41:40 INFO DAGScheduler: Got job 11 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:40 INFO DAGScheduler: Final stage: Stage 23(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:40 INFO DAGScheduler: Parents of final stage: List(Stage 22) //18/01/12 23:41:40 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:40 INFO DAGScheduler: Submitting Stage 23 (ShuffledRDD[29] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:40 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=19709, maxMem=140142182 //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_11 stored as values in memory (estimated size 2.2 KB, free 133.6 MB) //18/01/12 23:41:40 INFO MemoryStore: ensureFreeSpace(1679) called with curMem=21973, maxMem=140142182 //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_11_piece0 stored as bytes in memory (estimated size 1679.0 B, free 133.6 MB) //18/01/12 23:41:40 INFO BlockManagerInfo: Added broadcast_11_piece0 in memory on localhost:54231 (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:40 INFO BlockManagerMaster: Updated info of block broadcast_11_piece0 //18/01/12 23:41:40 INFO SparkContext: Created broadcast 11 from getCallSite at DStream.scala:294 //18/01/12 23:41:40 INFO DAGScheduler: Submitting 1 missing tasks from Stage 23 (ShuffledRDD[29] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:40 INFO TaskSchedulerImpl: Adding task set 23.0 with 1 tasks //18/01/12 23:41:40 INFO TaskSetManager: Starting task 0.0 in stage 23.0 (TID 11, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:40 INFO Executor: Running task 0.0 in stage 23.0 (TID 11) //18/01/12 23:41:40 INFO BlockManager: Removing broadcast 10 //18/01/12 23:41:40 INFO BlockManager: Removing block broadcast_10 //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_10 of size 2264 dropped from memory (free 140120794) //18/01/12 23:41:40 INFO BlockManager: Removing block broadcast_10_piece0 //18/01/12 23:41:40 INFO MemoryStore: Block broadcast_10_piece0 of size 1679 dropped from memory (free 140122473) //18/01/12 23:41:40 INFO BlockManagerInfo: Removed broadcast_10_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:40 INFO ShuffleBlockFetcherIterator: Getting 0 non-empty blocks out of 0 blocks //18/01/12 23:41:40 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 5 ms //18/01/12 23:41:40 INFO Executor: Finished task 0.0 in stage 23.0 (TID 11). 820 bytes result sent to driver //18/01/12 23:41:40 INFO TaskSetManager: Finished task 0.0 in stage 23.0 (TID 11) in 16 ms on localhost (1/1) //18/01/12 23:41:40 INFO TaskSchedulerImpl: Removed TaskSet 23.0, whose tasks have all completed, from pool //18/01/12 23:41:40 INFO BlockManagerMaster: Updated info of block broadcast_10_piece0 //18/01/12 23:41:40 INFO ContextCleaner: Cleaned broadcast 10 //18/01/12 23:41:40 INFO CheckpointWriter: Deleting hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829250000.bk //------------------------------------------- //Time: 1515829300000 ms //------------------------------------------- // //18/01/12 23:41:40 INFO DAGScheduler: Stage 23 (print at SparkStreamingOnHDFS.java:126) finished in 0.011 s //18/01/12 23:41:40 INFO DAGScheduler: Job 11 finished: print at SparkStreamingOnHDFS.java:126, took 0.054029 s //18/01/12 23:41:40 INFO JobScheduler: Finished job streaming job 1515829300000 ms.0 from job set of time 1515829300000 ms //18/01/12 23:41:40 INFO ShuffledRDD: Removing RDD 24 from persistence list //18/01/12 23:41:40 INFO BlockManager: Removing RDD 24 //18/01/12 23:41:40 INFO JobScheduler: Total delay: 0.121 s for time 1515829300000 ms (execution: 0.112 s) //18/01/12 23:41:40 INFO MappedRDD: Removing RDD 23 from persistence list //18/01/12 23:41:40 INFO BlockManager: Removing RDD 23 //18/01/12 23:41:40 INFO FlatMappedRDD: Removing RDD 22 from persistence list //18/01/12 23:41:40 INFO BlockManager: Removing RDD 22 //18/01/12 23:41:40 INFO MappedRDD: Removing RDD 21 from persistence list //18/01/12 23:41:40 INFO BlockManager: Removing RDD 21 //18/01/12 23:41:40 INFO FileInputDStream: Cleared 0 old files that were older than 1515829240000 ms: //18/01/12 23:41:40 INFO ReceivedBlockTracker: Deleting batches ArrayBuffer() //18/01/12 23:41:40 INFO JobGenerator: Checkpointing graph for time 1515829300000 ms //18/01/12 23:41:40 INFO DStreamGraph: Updating checkpoint data for time 1515829300000 ms //18/01/12 23:41:40 INFO DStreamGraph: Updated checkpoint data for time 1515829300000 ms //18/01/12 23:41:40 INFO CheckpointWriter: Checkpoint for time 1515829300000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829300000', took 5374 bytes and 109 ms //18/01/12 23:41:40 INFO CheckpointWriter: Saving checkpoint for time 1515829300000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829300000' //18/01/12 23:41:40 INFO DStreamGraph: Clearing checkpoint data for time 1515829300000 ms //18/01/12 23:41:40 INFO DStreamGraph: Cleared checkpoint data for time 1515829300000 ms //18/01/12 23:41:40 INFO CheckpointWriter: Deleting hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829250000 //18/01/12 23:41:40 INFO CheckpointWriter: Checkpoint for time 1515829300000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829300000', took 5370 bytes and 114 ms //18/01/12 23:41:40 INFO DStreamGraph: Clearing checkpoint data for time 1515829300000 ms //18/01/12 23:41:40 INFO DStreamGraph: Cleared checkpoint data for time 1515829300000 ms //18/01/12 23:41:50 INFO FileInputDStream: Finding new files took 6 ms //18/01/12 23:41:50 INFO FileInputDStream: New files at time 1515829310000 ms: //hdfs://alamps:9000/library/SparkStreaming/data/wc1.txt //18/01/12 23:41:50 INFO BlockManager: Removing broadcast 11 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_11 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_11 of size 2264 dropped from memory (free 140124737) //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_11_piece0 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_11_piece0 of size 1679 dropped from memory (free 140126416) //18/01/12 23:41:50 INFO BlockManagerInfo: Removed broadcast_11_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_11_piece0 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned broadcast 11 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned shuffle 4 //18/01/12 23:41:50 INFO BlockManager: Removing broadcast 4 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_4 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_4 of size 2264 dropped from memory (free 140128680) //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_4_piece0 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_4_piece0 of size 1677 dropped from memory (free 140130357) //18/01/12 23:41:50 INFO BlockManagerInfo: Removed broadcast_4_piece0 on localhost:54231 in memory (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_4_piece0 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned broadcast 4 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned shuffle 2 //18/01/12 23:41:50 INFO BlockManager: Removing broadcast 2 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_2 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_2 of size 2264 dropped from memory (free 140132621) //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_2_piece0 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_2_piece0 of size 1679 dropped from memory (free 140134300) //18/01/12 23:41:50 INFO BlockManagerInfo: Removed broadcast_2_piece0 on localhost:54231 in memory (size: 1679.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_2_piece0 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned broadcast 2 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned shuffle 1 //18/01/12 23:41:50 INFO BlockManager: Removing broadcast 1 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_1_piece0 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_1_piece0 of size 1677 dropped from memory (free 140135977) //18/01/12 23:41:50 INFO BlockManagerInfo: Removed broadcast_1_piece0 on localhost:54231 in memory (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_1_piece0 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_1 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_1 of size 2264 dropped from memory (free 140138241) //18/01/12 23:41:50 INFO ContextCleaner: Cleaned broadcast 1 //18/01/12 23:41:50 INFO BlockManager: Removing broadcast 0 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_0 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_0 of size 2264 dropped from memory (free 140140505) //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_0_piece0 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_0_piece0 of size 1677 dropped from memory (free 140142182) //18/01/12 23:41:50 INFO BlockManagerInfo: Removed broadcast_0_piece0 on localhost:54231 in memory (size: 1677.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_0_piece0 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned broadcast 0 //18/01/12 23:41:50 INFO ContextCleaner: Cleaned shuffle 0 //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(206436) called with curMem=0, maxMem=140142182 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_12 stored as values in memory (estimated size 201.6 KB, free 133.5 MB) //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(31473) called with curMem=206436, maxMem=140142182 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_12_piece0 stored as bytes in memory (estimated size 30.7 KB, free 133.4 MB) //18/01/12 23:41:50 INFO BlockManagerInfo: Added broadcast_12_piece0 in memory on localhost:54231 (size: 30.7 KB, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_12_piece0 //18/01/12 23:41:50 INFO SparkContext: Created broadcast 12 from textFileStream at SparkStreamingOnHDFS.java:67 //18/01/12 23:41:50 INFO FileInputFormat: Total input paths to process : 1 //18/01/12 23:41:50 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:50 INFO JobScheduler: Starting job streaming job 1515829310000 ms.0 from job set of time 1515829310000 ms //18/01/12 23:41:50 INFO DAGScheduler: Registering RDD 34 (mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:41:50 INFO DAGScheduler: Got job 12 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:50 INFO DAGScheduler: Final stage: Stage 25(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:50 INFO DAGScheduler: Parents of final stage: List(Stage 24) //18/01/12 23:41:50 INFO JobScheduler: Added jobs for time 1515829310000 ms //18/01/12 23:41:50 INFO JobGenerator: Checkpointing graph for time 1515829310000 ms //18/01/12 23:41:50 INFO DStreamGraph: Updating checkpoint data for time 1515829310000 ms //18/01/12 23:41:50 INFO DStreamGraph: Updated checkpoint data for time 1515829310000 ms //18/01/12 23:41:50 INFO DAGScheduler: Missing parents: List(Stage 24) //18/01/12 23:41:50 INFO CheckpointWriter: Saving checkpoint for time 1515829310000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829310000' //18/01/12 23:41:50 INFO DAGScheduler: Submitting Stage 24 (MappedRDD[34] at mapToPair at SparkStreamingOnHDFS.java:87), which has no missing parents //18/01/12 23:41:50 INFO CheckpointWriter: Deleting hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829260000.bk //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(4488) called with curMem=237909, maxMem=140142182 //18/01/12 23:41:50 INFO CheckpointWriter: Checkpoint for time 1515829310000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829310000', took 5415 bytes and 36 ms //18/01/12 23:41:50 INFO DStreamGraph: Clearing checkpoint data for time 1515829310000 ms //18/01/12 23:41:50 INFO DStreamGraph: Cleared checkpoint data for time 1515829310000 ms //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_13 stored as values in memory (estimated size 4.4 KB, free 133.4 MB) //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(3075) called with curMem=242397, maxMem=140142182 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_13_piece0 stored as bytes in memory (estimated size 3.0 KB, free 133.4 MB) //18/01/12 23:41:50 INFO BlockManagerInfo: Added broadcast_13_piece0 in memory on localhost:54231 (size: 3.0 KB, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_13_piece0 //18/01/12 23:41:50 INFO SparkContext: Created broadcast 13 from getCallSite at DStream.scala:294 //18/01/12 23:41:50 INFO DAGScheduler: Submitting 1 missing tasks from Stage 24 (MappedRDD[34] at mapToPair at SparkStreamingOnHDFS.java:87) //18/01/12 23:41:50 INFO TaskSchedulerImpl: Adding task set 24.0 with 1 tasks //18/01/12 23:41:50 INFO TaskSetManager: Starting task 0.0 in stage 24.0 (TID 12, localhost, ANY, 1448 bytes) //18/01/12 23:41:50 INFO Executor: Running task 0.0 in stage 24.0 (TID 12) //18/01/12 23:41:50 INFO NewHadoopRDD: Input split: hdfs://alamps:9000/library/SparkStreaming/data/wc1.txt:0+65 //18/01/12 23:41:50 INFO Executor: Finished task 0.0 in stage 24.0 (TID 12). 1896 bytes result sent to driver //18/01/12 23:41:50 INFO DAGScheduler: Stage 24 (mapToPair at SparkStreamingOnHDFS.java:87) finished in 0.318 s //18/01/12 23:41:50 INFO DAGScheduler: looking for newly runnable stages //18/01/12 23:41:50 INFO DAGScheduler: running: Set() //18/01/12 23:41:50 INFO DAGScheduler: waiting: Set(Stage 25) //18/01/12 23:41:50 INFO DAGScheduler: failed: Set() //18/01/12 23:41:50 INFO TaskSetManager: Finished task 0.0 in stage 24.0 (TID 12) in 322 ms on localhost (1/1) //18/01/12 23:41:50 INFO TaskSchedulerImpl: Removed TaskSet 24.0, whose tasks have all completed, from pool //18/01/12 23:41:50 INFO DAGScheduler: Missing parents for Stage 25: List() //18/01/12 23:41:50 INFO DAGScheduler: Submitting Stage 25 (ShuffledRDD[35] at reduceByKey at SparkStreamingOnHDFS.java:104), which is now runnable //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=245472, maxMem=140142182 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_14 stored as values in memory (estimated size 2.2 KB, free 133.4 MB) //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(1680) called with curMem=247736, maxMem=140142182 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_14_piece0 stored as bytes in memory (estimated size 1680.0 B, free 133.4 MB) //18/01/12 23:41:50 INFO BlockManagerInfo: Added broadcast_14_piece0 in memory on localhost:54231 (size: 1680.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_14_piece0 //18/01/12 23:41:50 INFO SparkContext: Created broadcast 14 from getCallSite at DStream.scala:294 //18/01/12 23:41:50 INFO DAGScheduler: Submitting 1 missing tasks from Stage 25 (ShuffledRDD[35] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:50 INFO TaskSchedulerImpl: Adding task set 25.0 with 1 tasks //18/01/12 23:41:50 INFO TaskSetManager: Starting task 0.0 in stage 25.0 (TID 13, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:50 INFO Executor: Running task 0.0 in stage 25.0 (TID 13) //18/01/12 23:41:50 INFO ShuffleBlockFetcherIterator: Getting 1 non-empty blocks out of 1 blocks //18/01/12 23:41:50 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 1 ms //18/01/12 23:41:50 INFO Executor: Finished task 0.0 in stage 25.0 (TID 13). 1048 bytes result sent to driver //18/01/12 23:41:50 INFO TaskSetManager: Finished task 0.0 in stage 25.0 (TID 13) in 34 ms on localhost (1/1) //18/01/12 23:41:50 INFO TaskSchedulerImpl: Removed TaskSet 25.0, whose tasks have all completed, from pool //18/01/12 23:41:50 INFO DAGScheduler: Stage 25 (print at SparkStreamingOnHDFS.java:126) finished in 0.029 s //18/01/12 23:41:50 INFO DAGScheduler: Job 12 finished: print at SparkStreamingOnHDFS.java:126, took 0.442777 s //18/01/12 23:41:50 INFO SparkContext: Starting job: print at SparkStreamingOnHDFS.java:126 //18/01/12 23:41:50 INFO MapOutputTrackerMaster: Size of output statuses for shuffle 6 is 147 bytes //18/01/12 23:41:50 INFO DAGScheduler: Got job 13 (print at SparkStreamingOnHDFS.java:126) with 1 output partitions (allowLocal=true) //18/01/12 23:41:50 INFO DAGScheduler: Final stage: Stage 27(print at SparkStreamingOnHDFS.java:126) //18/01/12 23:41:50 INFO DAGScheduler: Parents of final stage: List(Stage 26) //18/01/12 23:41:50 INFO DAGScheduler: Missing parents: List() //18/01/12 23:41:50 INFO DAGScheduler: Submitting Stage 27 (ShuffledRDD[35] at reduceByKey at SparkStreamingOnHDFS.java:104), which has no missing parents //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(2264) called with curMem=249416, maxMem=140142182 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_15 stored as values in memory (estimated size 2.2 KB, free 133.4 MB) //18/01/12 23:41:50 INFO MemoryStore: ensureFreeSpace(1680) called with curMem=251680, maxMem=140142182 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_15_piece0 stored as bytes in memory (estimated size 1680.0 B, free 133.4 MB) //18/01/12 23:41:50 INFO BlockManagerInfo: Added broadcast_15_piece0 in memory on localhost:54231 (size: 1680.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_15_piece0 //18/01/12 23:41:50 INFO SparkContext: Created broadcast 15 from getCallSite at DStream.scala:294 //18/01/12 23:41:50 INFO DAGScheduler: Submitting 1 missing tasks from Stage 27 (ShuffledRDD[35] at reduceByKey at SparkStreamingOnHDFS.java:104) //18/01/12 23:41:50 INFO TaskSchedulerImpl: Adding task set 27.0 with 1 tasks //18/01/12 23:41:50 INFO TaskSetManager: Starting task 0.0 in stage 27.0 (TID 14, localhost, PROCESS_LOCAL, 1056 bytes) //18/01/12 23:41:50 INFO Executor: Running task 0.0 in stage 27.0 (TID 14) //18/01/12 23:41:50 INFO ShuffleBlockFetcherIterator: Getting 1 non-empty blocks out of 1 blocks //18/01/12 23:41:50 INFO ShuffleBlockFetcherIterator: Started 0 remote fetches in 1 ms //18/01/12 23:41:50 INFO Executor: Finished task 0.0 in stage 27.0 (TID 14). 1055 bytes result sent to driver //18/01/12 23:41:50 INFO TaskSetManager: Finished task 0.0 in stage 27.0 (TID 14) in 8 ms on localhost (1/1) //18/01/12 23:41:50 INFO TaskSchedulerImpl: Removed TaskSet 27.0, whose tasks have all completed, from pool //18/01/12 23:41:50 INFO DAGScheduler: Stage 27 (print at SparkStreamingOnHDFS.java:126) finished in 0.004 s //------------------------------------------- //Time: 1515829310000 ms //------------------------------------------- //(stream,1) //(hive,1) //(python,1) //(kafka,1) //(sql,1) //(spark,2) //(hadoop,1) //(flume,1) //(strom,1) //(hbase,1) // //18/01/12 23:41:50 INFO DAGScheduler: Job 13 finished: print at SparkStreamingOnHDFS.java:126, took 0.019272 s //18/01/12 23:41:50 INFO JobScheduler: Finished job streaming job 1515829310000 ms.0 from job set of time 1515829310000 ms //18/01/12 23:41:50 INFO JobScheduler: Total delay: 0.929 s for time 1515829310000 ms (execution: 0.464 s) //18/01/12 23:41:50 INFO ShuffledRDD: Removing RDD 29 from persistence list //18/01/12 23:41:50 INFO BlockManager: Removing RDD 29 //18/01/12 23:41:50 INFO MappedRDD: Removing RDD 28 from persistence list //18/01/12 23:41:50 INFO BlockManager: Removing RDD 28 //18/01/12 23:41:50 INFO FlatMappedRDD: Removing RDD 27 from persistence list //18/01/12 23:41:50 INFO BlockManager: Removing RDD 27 //18/01/12 23:41:50 INFO MappedRDD: Removing RDD 26 from persistence list //18/01/12 23:41:50 INFO BlockManager: Removing RDD 26 //18/01/12 23:41:50 INFO UnionRDD: Removing RDD 0 from persistence list //18/01/12 23:41:50 INFO BlockManager: Removing RDD 0 //18/01/12 23:41:50 INFO FileInputDStream: Cleared 0 old files that were older than 1515829250000 ms: //18/01/12 23:41:50 INFO ReceivedBlockTracker: Deleting batches ArrayBuffer() //18/01/12 23:41:50 INFO JobGenerator: Checkpointing graph for time 1515829310000 ms //18/01/12 23:41:50 INFO DStreamGraph: Updating checkpoint data for time 1515829310000 ms //18/01/12 23:41:50 INFO DStreamGraph: Updated checkpoint data for time 1515829310000 ms //18/01/12 23:41:50 INFO CheckpointWriter: Saving checkpoint for time 1515829310000 ms to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829310000' //18/01/12 23:41:50 INFO BlockManager: Removing broadcast 15 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_15_piece0 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_15_piece0 of size 1680 dropped from memory (free 139890502) //18/01/12 23:41:50 INFO BlockManagerInfo: Removed broadcast_15_piece0 on localhost:54231 in memory (size: 1680.0 B, free: 133.6 MB) //18/01/12 23:41:50 INFO BlockManagerMaster: Updated info of block broadcast_15_piece0 //18/01/12 23:41:50 INFO BlockManager: Removing block broadcast_15 //18/01/12 23:41:50 INFO MemoryStore: Block broadcast_15 of size 2264 dropped from memory (free 139892766) //18/01/12 23:41:50 INFO ContextCleaner: Cleaned broadcast 15 //18/01/12 23:41:50 INFO CheckpointWriter: Deleting hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829260000 //18/01/12 23:41:50 INFO CheckpointWriter: Checkpoint for time 1515829310000 ms saved to file 'hdfs://alamps:9000/library/SparkStreaming/CheckPoint_data/checkpoint-1515829310000', took 5404 bytes and 39 ms //18/01/12 23:41:50 INFO DStreamGraph: Clearing checkpoint data for time 1515829310000 ms //18/01/12 23:41:50 INFO DStreamGraph: Cleared checkpoint data for time 1515829310000 ms
