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走走停停, 熙熙攘攘, 忙忙碌碌, 不知何畏.

Limit on Sparksql and Hive

前一篇提到sparksql查询limit的时刻会提前返回,不需要查询所有的数据。hive是死算,sparksql递增数据量的一次次的试。sparksql可以这么做的,毕竟算好的数据在内存里面放着。

把日志记录下面:

hive1.2.1-on-spark1.3.1

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hive> select houseid,  sourceip,  destinationip,  sourceport,  destinationport,  domain,  url,  accesstime,  logid,  sourceipnum,  timedetected,  protocol,  duration from t_ods_access_log2 where hour=2016032804 and sourceip='118.112.188.17' limit 10;
Query ID = hadoop_20160329151420_25fe9497-e223-4f48-980e-e7fe859848ce
Total jobs = 1
Launching Job 1 out of 1
In order to change the average load for a reducer (in bytes):
  set hive.exec.reducers.bytes.per.reducer=<number>
In order to limit the maximum number of reducers:
  set hive.exec.reducers.max=<number>
In order to set a constant number of reducers:
  set mapreduce.job.reduces=<number>
Starting Spark Job = 9036c8d7-62b6-4b9a-b6d3-2d8b5eed6bf9

Query Hive on Spark job[2] stages:
3

Status: Running (Hive on Spark job[2])
Job Progress Format
CurrentTime StageId_StageAttemptId: SucceededTasksCount(+RunningTasksCount-FailedTasksCount)/TotalTasksCount [StageCost]
2016-03-29 15:14:22,053 Stage-3_0: 0(+160)/942
2016-03-29 15:14:23,059 Stage-3_0: 47(+160)/942
2016-03-29 15:14:24,064 Stage-3_0: 131(+160)/942
2016-03-29 15:14:25,069 Stage-3_0: 266(+160)/942
2016-03-29 15:14:26,075 Stage-3_0: 382(+160)/942
2016-03-29 15:14:27,080 Stage-3_0: 497(+152)/942
2016-03-29 15:14:28,085 Stage-3_0: 607(+142)/942
2016-03-29 15:14:29,090 Stage-3_0: 714(+125)/942
2016-03-29 15:14:30,094 Stage-3_0: 794(+91)/942
2016-03-29 15:14:31,099 Stage-3_0: 846(+61)/942
2016-03-29 15:14:32,103 Stage-3_0: 868(+47)/942
2016-03-29 15:14:33,107 Stage-3_0: 886(+35)/942
2016-03-29 15:14:34,112 Stage-3_0: 895(+26)/942
2016-03-29 15:14:35,116 Stage-3_0: 902(+21)/942
2016-03-29 15:14:36,120 Stage-3_0: 904(+19)/942
2016-03-29 15:14:37,124 Stage-3_0: 906(+17)/942
2016-03-29 15:14:38,128 Stage-3_0: 910(+15)/942
2016-03-29 15:14:39,132 Stage-3_0: 914(+13)/942
2016-03-29 15:14:40,137 Stage-3_0: 920(+9)/942
2016-03-29 15:14:41,141 Stage-3_0: 921(+8)/942
2016-03-29 15:14:44,155 Stage-3_0: 928(+14)/942
2016-03-29 15:14:45,159 Stage-3_0: 934(+8)/942
2016-03-29 15:14:46,164 Stage-3_0: 936(+6)/942
2016-03-29 15:14:47,169 Stage-3_0: 937(+5)/942
2016-03-29 15:14:50,180 Stage-3_0: 938(+4)/942
2016-03-29 15:14:52,188 Stage-3_0: 939(+3)/942
2016-03-29 15:14:54,196 Stage-3_0: 941(+1)/942
2016-03-29 15:14:57,206 Stage-3_0: 941(+1)/942
2016-03-29 15:15:00,215 Stage-3_0: 942/942 Finished
Status: Finished successfully in 39.17 seconds

sparksql1.6.0

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spark-sql> select houseid,  sourceip,  destinationip,  sourceport,  destinationport,  domain,  url,  accesstime,  logid,  sourceipnum,  timedetected,  protocol,  duration from t_ods_access_log2 where hour=2016032804 and sourceip='118.112.188.17' limit 10;
16/03/29 15:15:16 INFO parse.ParseDriver: Parsing command: select houseid,  sourceip,  destinationip,  sourceport,  destinationport,  domain,  url,  accesstime,  logid,  sourceipnum,  timedetected,  protocol,  duration from t_ods_access_log2 where hour=2016032804 and sourceip='118.112.188.17' limit 10
16/03/29 15:15:16 INFO parse.ParseDriver: Parse Completed
16/03/29 15:15:16 INFO metastore.HiveMetaStore: 0: get_table : db=default tbl=t_ods_access_log2
16/03/29 15:15:16 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr      cmd=get_table : db=default tbl=t_ods_access_log2
16/03/29 15:15:17 INFO storage.MemoryStore: Block broadcast_6 stored as values in memory (estimated size 543.3 KB, free 9.7 MB)
16/03/29 15:15:17 INFO storage.MemoryStore: Block broadcast_6_piece0 stored as bytes in memory (estimated size 44.1 KB, free 9.8 MB)
16/03/29 15:15:17 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on 192.168.32.12:51590 (size: 44.1 KB, free: 21.3 GB)
16/03/29 15:15:17 INFO spark.SparkContext: Created broadcast 6 from processCmd at CliDriver.java:376
16/03/29 15:15:17 INFO metastore.HiveMetaStore: 0: get_partitions : db=default tbl=t_ods_access_log2
16/03/29 15:15:17 INFO HiveMetaStore.audit: ugi=hadoop  ip=unknown-ip-addr      cmd=get_partitions : db=default tbl=t_ods_access_log2
16/03/29 15:15:18 INFO mapred.FileInputFormat: Total input paths to process : 942
16/03/29 15:15:18 INFO spark.SparkContext: Starting job: processCmd at CliDriver.java:376
16/03/29 15:15:18 INFO scheduler.DAGScheduler: Got job 4 (processCmd at CliDriver.java:376) with 1 output partitions
16/03/29 15:15:18 INFO scheduler.DAGScheduler: Final stage: ResultStage 5 (processCmd at CliDriver.java:376)
16/03/29 15:15:18 INFO scheduler.DAGScheduler: Parents of final stage: List()
16/03/29 15:15:18 INFO scheduler.DAGScheduler: Missing parents: List()
16/03/29 15:15:18 INFO scheduler.DAGScheduler: Submitting ResultStage 5 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376), which has no missing parents
16/03/29 15:15:18 INFO storage.MemoryStore: Block broadcast_7 stored as values in memory (estimated size 3.9 MB, free 13.7 MB)
16/03/29 15:15:18 INFO storage.MemoryStore: Block broadcast_7_piece0 stored as bytes in memory (estimated size 318.8 KB, free 14.0 MB)
16/03/29 15:15:18 INFO storage.BlockManagerInfo: Added broadcast_7_piece0 in memory on 192.168.32.12:51590 (size: 318.8 KB, free: 21.3 GB)
16/03/29 15:15:18 INFO spark.SparkContext: Created broadcast 7 from broadcast at DAGScheduler.scala:1006
16/03/29 15:15:18 INFO scheduler.DAGScheduler: Submitting 1 missing tasks from ResultStage 5 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376)
16/03/29 15:15:18 INFO cluster.YarnScheduler: Adding task set 5.0 with 1 tasks
16/03/29 15:15:18 INFO scheduler.TaskSetManager: Starting task 0.0 in stage 5.0 (TID 1260, hadoop-slaver135, partition 0,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:19 INFO storage.BlockManagerInfo: Added broadcast_7_piece0 in memory on hadoop-slaver135:59376 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:20 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver135:59376 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:21 INFO scheduler.TaskSetManager: Finished task 0.0 in stage 5.0 (TID 1260) in 3273 ms on hadoop-slaver135 (1/1)
16/03/29 15:15:21 INFO cluster.YarnScheduler: Removed TaskSet 5.0, whose tasks have all completed, from pool 
16/03/29 15:15:21 INFO scheduler.DAGScheduler: ResultStage 5 (processCmd at CliDriver.java:376) finished in 3.276 s
16/03/29 15:15:21 INFO scheduler.DAGScheduler: Job 4 finished: processCmd at CliDriver.java:376, took 3.475462 s
16/03/29 15:15:21 INFO scheduler.StatsReportListener: Finished stage: org.apache.spark.scheduler.StageInfo@57e08525
16/03/29 15:15:21 INFO spark.SparkContext: Starting job: processCmd at CliDriver.java:376
16/03/29 15:15:21 INFO scheduler.StatsReportListener: task runtime:(count: 1, mean: 3273.000000, stdev: 0.000000, max: 3273.000000, min: 3273.000000)
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   3.3 s   3.3 s   3.3 s   3.3 s   3.3 s   3.3 s   3.3 s   3.3 s   3.3 s
16/03/29 15:15:21 INFO scheduler.DAGScheduler: Got job 5 (processCmd at CliDriver.java:376) with 2 output partitions
16/03/29 15:15:21 INFO scheduler.DAGScheduler: Final stage: ResultStage 6 (processCmd at CliDriver.java:376)
16/03/29 15:15:21 INFO scheduler.DAGScheduler: Parents of final stage: List()
16/03/29 15:15:21 INFO scheduler.StatsReportListener: task result size:(count: 1, mean: 3763.000000, stdev: 0.000000, max: 3763.000000, min: 3763.000000)
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   3.7 KB  3.7 KB  3.7 KB  3.7 KB  3.7 KB  3.7 KB  3.7 KB  3.7 KB  3.7 KB
16/03/29 15:15:21 INFO scheduler.DAGScheduler: Missing parents: List()
16/03/29 15:15:21 INFO scheduler.DAGScheduler: Submitting ResultStage 6 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376), which has no missing parents
16/03/29 15:15:21 INFO scheduler.StatsReportListener: executor (non-fetch) time pct: (count: 1, mean: 51.879010, stdev: 0.000000, max: 51.879010, min: 51.879010)
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   52 %    52 %    52 %    52 %    52 %    52 %    52 %    52 %    52 %
16/03/29 15:15:21 INFO scheduler.StatsReportListener: other time pct: (count: 1, mean: 48.120990, stdev: 0.000000, max: 48.120990, min: 48.120990)
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:21 INFO scheduler.StatsReportListener:   48 %    48 %    48 %    48 %    48 %    48 %    48 %    48 %    48 %
16/03/29 15:15:21 INFO storage.MemoryStore: Block broadcast_8 stored as values in memory (estimated size 3.9 MB, free 17.9 MB)
16/03/29 15:15:21 INFO storage.MemoryStore: Block broadcast_8_piece0 stored as bytes in memory (estimated size 318.8 KB, free 18.2 MB)
16/03/29 15:15:21 INFO storage.BlockManagerInfo: Added broadcast_8_piece0 in memory on 192.168.32.12:51590 (size: 318.8 KB, free: 21.3 GB)
16/03/29 15:15:21 INFO spark.SparkContext: Created broadcast 8 from broadcast at DAGScheduler.scala:1006
16/03/29 15:15:21 INFO scheduler.DAGScheduler: Submitting 2 missing tasks from ResultStage 6 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376)
16/03/29 15:15:21 INFO cluster.YarnScheduler: Adding task set 6.0 with 2 tasks
16/03/29 15:15:21 INFO scheduler.TaskSetManager: Starting task 0.0 in stage 6.0 (TID 1261, hadoop-slaver67, partition 1,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:21 INFO scheduler.TaskSetManager: Starting task 1.0 in stage 6.0 (TID 1262, hadoop-slaver121, partition 2,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:21 INFO storage.BlockManagerInfo: Added broadcast_8_piece0 in memory on hadoop-slaver67:49600 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:22 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver67:49600 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:22 INFO storage.BlockManagerInfo: Added broadcast_8_piece0 in memory on hadoop-slaver121:57614 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:22 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver121:57614 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:22 INFO scheduler.TaskSetManager: Finished task 0.0 in stage 6.0 (TID 1261) in 930 ms on hadoop-slaver67 (1/2)
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Finished task 1.0 in stage 6.0 (TID 1262) in 1207 ms on hadoop-slaver121 (2/2)
16/03/29 15:15:23 INFO cluster.YarnScheduler: Removed TaskSet 6.0, whose tasks have all completed, from pool 
16/03/29 15:15:23 INFO scheduler.DAGScheduler: ResultStage 6 (processCmd at CliDriver.java:376) finished in 1.210 s
16/03/29 15:15:23 INFO scheduler.DAGScheduler: Job 5 finished: processCmd at CliDriver.java:376, took 1.378783 s
16/03/29 15:15:23 INFO scheduler.StatsReportListener: Finished stage: org.apache.spark.scheduler.StageInfo@573e5329
16/03/29 15:15:23 INFO spark.SparkContext: Starting job: processCmd at CliDriver.java:376
16/03/29 15:15:23 INFO scheduler.StatsReportListener: task runtime:(count: 2, mean: 1068.500000, stdev: 138.500000, max: 1207.000000, min: 930.000000)
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   930.0 ms        930.0 ms        930.0 ms        930.0 ms        1.2 s   1.2 s   1.2 s   1.2 s   1.2 s
16/03/29 15:15:23 INFO scheduler.DAGScheduler: Got job 6 (processCmd at CliDriver.java:376) with 7 output partitions
16/03/29 15:15:23 INFO scheduler.DAGScheduler: Final stage: ResultStage 7 (processCmd at CliDriver.java:376)
16/03/29 15:15:23 INFO scheduler.DAGScheduler: Parents of final stage: List()
16/03/29 15:15:23 INFO scheduler.StatsReportListener: task result size:(count: 2, mean: 2267.500000, stdev: 0.500000, max: 2268.000000, min: 2267.000000)
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB
16/03/29 15:15:23 INFO scheduler.DAGScheduler: Missing parents: List()
16/03/29 15:15:23 INFO scheduler.StatsReportListener: executor (non-fetch) time pct: (count: 2, mean: 73.649411, stdev: 11.511880, max: 85.161290, min: 62.137531)
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   62 %    62 %    62 %    62 %    85 %    85 %    85 %    85 %    85 %
16/03/29 15:15:23 INFO scheduler.DAGScheduler: Submitting ResultStage 7 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376), which has no missing parents
16/03/29 15:15:23 INFO scheduler.StatsReportListener: other time pct: (count: 2, mean: 26.350589, stdev: 11.511880, max: 37.862469, min: 14.838710)
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:23 INFO scheduler.StatsReportListener:   15 %    15 %    15 %    15 %    38 %    38 %    38 %    38 %    38 %
16/03/29 15:15:23 INFO storage.MemoryStore: Block broadcast_9 stored as values in memory (estimated size 3.9 MB, free 22.1 MB)
16/03/29 15:15:23 INFO storage.MemoryStore: Block broadcast_9_piece0 stored as bytes in memory (estimated size 318.8 KB, free 22.4 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on 192.168.32.12:51590 (size: 318.8 KB, free: 21.3 GB)
16/03/29 15:15:23 INFO spark.SparkContext: Created broadcast 9 from broadcast at DAGScheduler.scala:1006
16/03/29 15:15:23 INFO scheduler.DAGScheduler: Submitting 7 missing tasks from ResultStage 7 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376)
16/03/29 15:15:23 INFO cluster.YarnScheduler: Adding task set 7.0 with 7 tasks
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Starting task 6.0 in stage 7.0 (TID 1263, hadoop-slaver158, partition 9,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Starting task 0.0 in stage 7.0 (TID 1264, hadoop-slaver82, partition 3,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Starting task 5.0 in stage 7.0 (TID 1265, hadoop-slaver68, partition 8,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Starting task 1.0 in stage 7.0 (TID 1266, hadoop-slaver120, partition 4,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Starting task 2.0 in stage 7.0 (TID 1267, hadoop-slaver14, partition 5,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Starting task 4.0 in stage 7.0 (TID 1268, hadoop-slaver137, partition 7,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:23 INFO scheduler.TaskSetManager: Starting task 3.0 in stage 7.0 (TID 1269, hadoop-slaver70, partition 6,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on hadoop-slaver68:45281 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on hadoop-slaver70:34080 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on hadoop-slaver137:45760 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on hadoop-slaver82:36935 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on hadoop-slaver158:39852 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on hadoop-slaver14:40126 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_9_piece0 in memory on hadoop-slaver120:46667 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver68:45281 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver120:46667 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver70:34080 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver82:36935 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver14:40126 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver137:45760 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:23 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver158:39852 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:24 INFO scheduler.TaskSetManager: Finished task 1.0 in stage 7.0 (TID 1266) in 780 ms on hadoop-slaver120 (1/7)
16/03/29 15:15:24 INFO scheduler.TaskSetManager: Finished task 0.0 in stage 7.0 (TID 1264) in 943 ms on hadoop-slaver82 (2/7)
16/03/29 15:15:24 INFO scheduler.TaskSetManager: Finished task 5.0 in stage 7.0 (TID 1265) in 999 ms on hadoop-slaver68 (3/7)
16/03/29 15:15:24 INFO scheduler.TaskSetManager: Finished task 3.0 in stage 7.0 (TID 1269) in 1047 ms on hadoop-slaver70 (4/7)
16/03/29 15:15:24 INFO scheduler.TaskSetManager: Finished task 4.0 in stage 7.0 (TID 1268) in 1123 ms on hadoop-slaver137 (5/7)
16/03/29 15:15:24 INFO scheduler.TaskSetManager: Finished task 2.0 in stage 7.0 (TID 1267) in 1413 ms on hadoop-slaver14 (6/7)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Finished task 6.0 in stage 7.0 (TID 1263) in 2229 ms on hadoop-slaver158 (7/7)
16/03/29 15:15:25 INFO cluster.YarnScheduler: Removed TaskSet 7.0, whose tasks have all completed, from pool 
16/03/29 15:15:25 INFO scheduler.DAGScheduler: ResultStage 7 (processCmd at CliDriver.java:376) finished in 2.231 s
16/03/29 15:15:25 INFO scheduler.DAGScheduler: Job 6 finished: processCmd at CliDriver.java:376, took 2.399044 s
16/03/29 15:15:25 INFO scheduler.StatsReportListener: Finished stage: org.apache.spark.scheduler.StageInfo@5210a024
16/03/29 15:15:25 INFO spark.SparkContext: Starting job: processCmd at CliDriver.java:376
16/03/29 15:15:25 INFO scheduler.StatsReportListener: task runtime:(count: 7, mean: 1219.142857, stdev: 449.417537, max: 2229.000000, min: 780.000000)
16/03/29 15:15:25 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:25 INFO scheduler.StatsReportListener:   780.0 ms        780.0 ms        780.0 ms        943.0 ms        1.0 s   1.4 s   2.2 s   2.2 s   2.2 s
16/03/29 15:15:25 INFO scheduler.StatsReportListener: task result size:(count: 7, mean: 2267.428571, stdev: 0.494872, max: 2268.000000, min: 2267.000000)
16/03/29 15:15:25 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:25 INFO scheduler.StatsReportListener:   2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB
16/03/29 15:15:25 INFO scheduler.DAGScheduler: Got job 7 (processCmd at CliDriver.java:376) with 25 output partitions
16/03/29 15:15:25 INFO scheduler.DAGScheduler: Final stage: ResultStage 8 (processCmd at CliDriver.java:376)
16/03/29 15:15:25 INFO scheduler.DAGScheduler: Parents of final stage: List()
16/03/29 15:15:25 INFO scheduler.StatsReportListener: executor (non-fetch) time pct: (count: 7, mean: 83.082955, stdev: 4.773503, max: 92.418125, min: 77.114871)
16/03/29 15:15:25 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:25 INFO scheduler.StatsReportListener:   77 %    77 %    77 %    78 %    83 %    86 %    92 %    92 %    92 %
16/03/29 15:15:25 INFO scheduler.DAGScheduler: Missing parents: List()
16/03/29 15:15:25 INFO scheduler.StatsReportListener: other time pct: (count: 7, mean: 16.917045, stdev: 4.773503, max: 22.885129, min: 7.581875)
16/03/29 15:15:25 INFO scheduler.DAGScheduler: Submitting ResultStage 8 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376), which has no missing parents
16/03/29 15:15:25 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:25 INFO scheduler.StatsReportListener:    8 %     8 %     8 %    14 %    17 %    22 %    23 %    23 %    23 %
16/03/29 15:15:25 INFO storage.MemoryStore: Block broadcast_10 stored as values in memory (estimated size 3.9 MB, free 26.3 MB)
16/03/29 15:15:25 INFO storage.MemoryStore: Block broadcast_10_piece0 stored as bytes in memory (estimated size 318.8 KB, free 26.6 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on 192.168.32.12:51590 (size: 318.8 KB, free: 21.3 GB)
16/03/29 15:15:25 INFO spark.SparkContext: Created broadcast 10 from broadcast at DAGScheduler.scala:1006
16/03/29 15:15:25 INFO scheduler.DAGScheduler: Submitting 25 missing tasks from ResultStage 8 (MapPartitionsRDD[18] at processCmd at CliDriver.java:376)
16/03/29 15:15:25 INFO cluster.YarnScheduler: Adding task set 8.0 with 25 tasks
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 19.0 in stage 8.0 (TID 1270, hadoop-slaver61, partition 29,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 2.0 in stage 8.0 (TID 1271, hadoop-slaver100, partition 12,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 9.0 in stage 8.0 (TID 1272, hadoop-slaver34, partition 19,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 10.0 in stage 8.0 (TID 1273, hadoop-slaver76, partition 20,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 14.0 in stage 8.0 (TID 1274, hadoop-slaver84, partition 24,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 17.0 in stage 8.0 (TID 1275, hadoop-slaver96, partition 27,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 4.0 in stage 8.0 (TID 1276, hadoop-slaver38, partition 14,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 13.0 in stage 8.0 (TID 1277, hadoop-slaver11, partition 23,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 15.0 in stage 8.0 (TID 1278, hadoop-slaver98, partition 25,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 1.0 in stage 8.0 (TID 1279, hadoop-slaver136, partition 11,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 7.0 in stage 8.0 (TID 1280, hadoop-slaver44, partition 17,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 20.0 in stage 8.0 (TID 1281, hadoop-slaver120, partition 30,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 11.0 in stage 8.0 (TID 1282, hadoop-slaver141, partition 21,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 23.0 in stage 8.0 (TID 1283, hadoop-slaver82, partition 33,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 24.0 in stage 8.0 (TID 1284, hadoop-slaver159, partition 34,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 18.0 in stage 8.0 (TID 1285, hadoop-slaver15, partition 28,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 6.0 in stage 8.0 (TID 1286, hadoop-slaver1, partition 16,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 8.0 in stage 8.0 (TID 1287, hadoop-slaver145, partition 18,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 22.0 in stage 8.0 (TID 1288, hadoop-slaver142, partition 32,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 16.0 in stage 8.0 (TID 1289, hadoop-slaver31, partition 26,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 5.0 in stage 8.0 (TID 1290, hadoop-slaver75, partition 15,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 12.0 in stage 8.0 (TID 1291, hadoop-slaver97, partition 22,NODE_LOCAL, 2354 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 21.0 in stage 8.0 (TID 1292, hadoop-slaver149, partition 31,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 0.0 in stage 8.0 (TID 1293, hadoop-slaver163, partition 10,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO scheduler.TaskSetManager: Starting task 3.0 in stage 8.0 (TID 1294, hadoop-slaver91, partition 13,NODE_LOCAL, 2355 bytes)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver34:54432 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver120:46667 (size: 318.8 KB, free: 510.0 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver15:58396 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver82:36935 (size: 318.8 KB, free: 510.0 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver31:37685 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver1:38813 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver100:56851 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver61:37705 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver98:60144 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver38:57228 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver76:40021 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver44:37682 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver149:59628 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver159:40160 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver11:44070 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver91:47206 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver75:50788 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver97:54552 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver34:54432 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver75:50788 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver38:57228 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver100:56851 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver98:60144 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver149:59628 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver44:37682 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver97:54552 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver1:38813 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver91:47206 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver76:40021 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver31:37685 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver159:40160 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver15:58396 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver145:37716 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver61:37705 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver141:60941 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver136:33234 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:25 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver96:53017 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver96:53017 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver141:60941 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver163:50662 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver145:37716 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver84:34548 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 20.0 in stage 8.0 (TID 1281) in 762 ms on hadoop-slaver120 (1/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 15.0 in stage 8.0 (TID 1278) in 873 ms on hadoop-slaver98 (2/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 2.0 in stage 8.0 (TID 1271) in 892 ms on hadoop-slaver100 (3/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 12.0 in stage 8.0 (TID 1291) in 911 ms on hadoop-slaver97 (4/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 5.0 in stage 8.0 (TID 1290) in 914 ms on hadoop-slaver75 (5/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 4.0 in stage 8.0 (TID 1276) in 938 ms on hadoop-slaver38 (6/25)
16/03/29 15:15:26 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver163:50662 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 7.0 in stage 8.0 (TID 1280) in 955 ms on hadoop-slaver44 (7/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 10.0 in stage 8.0 (TID 1273) in 963 ms on hadoop-slaver76 (8/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 6.0 in stage 8.0 (TID 1286) in 974 ms on hadoop-slaver1 (9/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 9.0 in stage 8.0 (TID 1272) in 1019 ms on hadoop-slaver34 (10/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 11.0 in stage 8.0 (TID 1282) in 1186 ms on hadoop-slaver141 (11/25)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 23.0 in stage 8.0 (TID 1283) in 1187 ms on hadoop-slaver82 (12/25)
16/03/29 15:15:26 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver11:44070 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:26 INFO scheduler.TaskSetManager: Finished task 8.0 in stage 8.0 (TID 1287) in 1260 ms on hadoop-slaver145 (13/25)
16/03/29 15:15:27 INFO scheduler.TaskSetManager: Finished task 21.0 in stage 8.0 (TID 1292) in 1349 ms on hadoop-slaver149 (14/25)
16/03/29 15:15:27 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver136:33234 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:27 INFO storage.BlockManagerInfo: Added broadcast_10_piece0 in memory on hadoop-slaver142:59911 (size: 318.8 KB, free: 510.3 MB)
16/03/29 15:15:27 INFO scheduler.TaskSetManager: Finished task 19.0 in stage 8.0 (TID 1270) in 1569 ms on hadoop-slaver61 (15/25)
16/03/29 15:15:27 INFO scheduler.TaskSetManager: Finished task 0.0 in stage 8.0 (TID 1293) in 1598 ms on hadoop-slaver163 (16/25)
16/03/29 15:15:27 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver84:34548 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:27 INFO storage.BlockManagerInfo: Added broadcast_6_piece0 in memory on hadoop-slaver142:59911 (size: 44.1 KB, free: 510.3 MB)
16/03/29 15:15:27 INFO scheduler.TaskSetManager: Finished task 13.0 in stage 8.0 (TID 1277) in 1958 ms on hadoop-slaver11 (17/25)
16/03/29 15:15:27 INFO scheduler.TaskSetManager: Finished task 3.0 in stage 8.0 (TID 1294) in 2018 ms on hadoop-slaver91 (18/25)
16/03/29 15:15:27 INFO scheduler.TaskSetManager: Finished task 14.0 in stage 8.0 (TID 1274) in 2267 ms on hadoop-slaver84 (19/25)
16/03/29 15:15:28 INFO scheduler.TaskSetManager: Finished task 17.0 in stage 8.0 (TID 1275) in 2717 ms on hadoop-slaver96 (20/25)
16/03/29 15:15:28 INFO scheduler.TaskSetManager: Finished task 16.0 in stage 8.0 (TID 1289) in 2733 ms on hadoop-slaver31 (21/25)
16/03/29 15:15:28 INFO scheduler.TaskSetManager: Finished task 18.0 in stage 8.0 (TID 1285) in 2864 ms on hadoop-slaver15 (22/25)
16/03/29 15:15:28 INFO scheduler.TaskSetManager: Finished task 1.0 in stage 8.0 (TID 1279) in 3129 ms on hadoop-slaver136 (23/25)
16/03/29 15:15:29 INFO scheduler.TaskSetManager: Finished task 22.0 in stage 8.0 (TID 1288) in 3308 ms on hadoop-slaver142 (24/25)
16/03/29 15:15:31 INFO scheduler.TaskSetManager: Finished task 24.0 in stage 8.0 (TID 1284) in 5445 ms on hadoop-slaver159 (25/25)
16/03/29 15:15:31 INFO cluster.YarnScheduler: Removed TaskSet 8.0, whose tasks have all completed, from pool 
16/03/29 15:15:31 INFO scheduler.DAGScheduler: ResultStage 8 (processCmd at CliDriver.java:376) finished in 5.448 s
16/03/29 15:15:31 INFO scheduler.DAGScheduler: Job 7 finished: processCmd at CliDriver.java:376, took 5.621305 s
16/03/29 15:15:31 INFO scheduler.StatsReportListener: Finished stage: org.apache.spark.scheduler.StageInfo@1251c1a
16/03/29 15:15:31 INFO scheduler.StatsReportListener: task runtime:(count: 25, mean: 1751.560000, stdev: 1086.831729, max: 5445.000000, min: 762.000000)
16/03/29 15:15:31 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:31 INFO scheduler.StatsReportListener:   762.0 ms        873.0 ms        892.0 ms        955.0 ms        1.3 s   2.3 s   3.1 s   3.3 s   5.4 s
16/03/29 15:15:31 INFO scheduler.StatsReportListener: task result size:(count: 25, mean: 2501.840000, stdev: 410.074401, max: 3304.000000, min: 2266.000000)
16/03/29 15:15:31 INFO scheduler.StatsReportListener:   0%      5%      10%     25%     50%     75%     90%     95%     100%
16/03/29 15:15:31 INFO scheduler.StatsReportListener:   2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.2 KB  2.6 KB  3.2 KB  3.2 KB  3.2 KB

一共弄了4次: 1 -> 2 -> 7 -> 25

–END

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