当失去任务节点时,EMR hadoop任务会痛苦几个小时

时间:2014-05-21 14:51:33

标签: hadoop elastic-map-reduce emr

我已经设置了一个Amazon EMR作业流,其中包含1个按需核心节点和4个带有出价的任务节点。当我仅在核心节点上运行任务时,每个步骤在1小时内完成。当我很幸运并拥有1个核心+4个任务节点时,步骤通常会在10分钟内完成。

我的问题是,当任务节点被亚马逊带走时,剩下的任务尝试开始痛苦,他们可以痛苦7-10个小时。

从下面的日志中可以看出,从08:56(0%) - 09:01(43%)一切正常,但随后任务尝试开始失败。现在根据我的计算基于以下事实:仅在1个核心节点上运行步骤将花费不到一个小时,我预计步骤将在不到1小时内完成43%-100%。然而,它至少还有5个多小时的痛苦:09:01-14:30。这对我来说并不正常(不要谈论浪费的时间和金钱)。我怎么能解决这个问题?是什么导致这种情况?

2014-05-21 08:55:39,317 INFO com.amazon.ws.emr.hadoop.fs.EmrFileSystem (main): Opening 's3://test/log-parser/code/hadoop-script.sh' for reading
2014-05-21 08:55:45,555 INFO com.amazon.ws.emr.hadoop.fs.EmrFileSystem (main): Opening 's3://test/log-parser/code/hadoop-upload-script.sh' for reading
2014-05-21 08:55:52,990 INFO com.amazon.ws.emr.hadoop.fs.EmrFileSystem (main): Opening 's3://test/log-parser/code/log-parser.jar' for reading
2014-05-21 08:55:59,840 INFO com.innovid.logParser.LogParserMapReduce (main): LogParserMapReduce: waitingForCompletion
2014-05-21 08:56:00,190 INFO org.apache.hadoop.yarn.client.RMProxy (main): Connecting to ResourceManager at /1.1.1.1:9022
2014-05-21 08:56:05,397 INFO org.apache.hadoop.mapreduce.lib.input.FileInputFormat (main): Total input paths to process : 31
2014-05-21 08:56:05,426 INFO com.hadoop.compression.lzo.GPLNativeCodeLoader (main): Loaded native gpl library
2014-05-21 08:56:05,434 INFO com.hadoop.compression.lzo.LzoCodec (main): Successfully loaded & initialized native-lzo library [hadoop-lzo rev c7d54fffe5a853c437ee23413ba71fc6af23c91d]
2014-05-21 08:56:05,669 INFO org.apache.hadoop.mapreduce.JobSubmitter (main): number of splits:135
2014-05-21 08:56:05,697 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.job.classpath.files is deprecated. Instead, use mapreduce.job.classpath.files
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): user.name is deprecated. Instead, use mapreduce.job.user.name
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.output.compress is deprecated. Instead, use mapreduce.output.fileoutputformat.compress
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.jar is deprecated. Instead, use mapreduce.job.jar
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.output.compression.codec is deprecated. Instead, use mapreduce.output.fileoutputformat.compress.codec
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.cache.files.filesizes is deprecated. Instead, use mapreduce.job.cache.files.filesizes
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.cache.files is deprecated. Instead, use mapreduce.job.cache.files
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.map.tasks.speculative.execution is deprecated. Instead, use mapreduce.map.speculative
2014-05-21 08:56:05,698 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.reduce.tasks is deprecated. Instead, use mapreduce.job.reduces
2014-05-21 08:56:05,699 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.min.split.size is deprecated. Instead, use mapreduce.input.fileinputformat.split.minsize
2014-05-21 08:56:05,699 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.output.value.class is deprecated. Instead, use mapreduce.job.output.value.class
2014-05-21 08:56:05,699 INFO org.apache.hadoop.conf.Configuration.deprecation (main): keep.failed.task.files is deprecated. Instead, use mapreduce.task.files.preserve.failedtasks
2014-05-21 08:56:05,699 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.used.genericoptionsparser is deprecated. Instead, use mapreduce.client.genericoptionsparser.used
2014-05-21 08:56:05,700 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapreduce.map.class is deprecated. Instead, use mapreduce.job.map.class
2014-05-21 08:56:05,700 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.job.name is deprecated. Instead, use mapreduce.job.name
2014-05-21 08:56:05,700 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.input.dir is deprecated. Instead, use mapreduce.input.fileinputformat.inputdir
2014-05-21 08:56:05,700 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.output.dir is deprecated. Instead, use mapreduce.output.fileoutputformat.outputdir
2014-05-21 08:56:05,700 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.max.split.size is deprecated. Instead, use mapreduce.input.fileinputformat.split.maxsize
2014-05-21 08:56:05,700 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.map.tasks is deprecated. Instead, use mapreduce.job.maps
2014-05-21 08:56:05,700 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.cache.files.timestamps is deprecated. Instead, use mapreduce.job.cache.files.timestamps
2014-05-21 08:56:05,701 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.output.key.class is deprecated. Instead, use mapreduce.job.output.key.class
2014-05-21 08:56:05,701 INFO org.apache.hadoop.conf.Configuration.deprecation (main): mapred.working.dir is deprecated. Instead, use mapreduce.job.working.dir
2014-05-21 08:56:06,123 INFO org.apache.hadoop.mapreduce.JobSubmitter (main): Submitting tokens for job: job_1400094353_0186
2014-05-21 08:56:06,779 INFO org.apache.hadoop.yarn.client.api.impl.YarnClientImpl (main): Submitted application application_1400094353_0186 to ResourceManager at /10.42.102.163:9022
2014-05-21 08:56:06,871 INFO org.apache.hadoop.mapreduce.Job (main): The url to track the job: http://1.1.1.1:9046/proxy/application_1400094353_0186/
2014-05-21 08:56:06,872 INFO org.apache.hadoop.mapreduce.Job (main): Running job: job_1400094353_0186
2014-05-21 08:56:15,441 INFO org.apache.hadoop.mapreduce.Job (main): Job job_1400094353_0186 running in uber mode : false
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2014-05-21 13:38:50,829 INFO org.apache.hadoop.mapreduce.Job (main):  map 100% reduce 0%
2014-05-21 13:42:58,603 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000086_0, Status : FAILED
2014-05-21 13:42:59,606 INFO org.apache.hadoop.mapreduce.Job (main):  map 99% reduce 0%
2014-05-21 13:43:08,636 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000077_0, Status : FAILED
2014-05-21 13:55:30,006 INFO org.apache.hadoop.mapreduce.Job (main):  map 100% reduce 0%
2014-05-21 13:58:19,532 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000098_0, Status : FAILED
2014-05-21 13:58:20,535 INFO org.apache.hadoop.mapreduce.Job (main):  map 99% reduce 0%
2014-05-21 14:08:49,521 INFO org.apache.hadoop.mapreduce.Job (main):  map 100% reduce 0%
2014-05-21 14:13:40,429 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000101_0, Status : FAILED
2014-05-21 14:13:41,433 INFO org.apache.hadoop.mapreduce.Job (main):  map 99% reduce 0%
2014-05-21 14:13:50,462 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000059_0, Status : FAILED
2014-05-21 14:25:29,656 INFO org.apache.hadoop.mapreduce.Job (main):  map 100% reduce 0%
2014-05-21 14:29:01,327 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000103_0, Status : FAILED
2014-05-21 14:29:02,330 INFO org.apache.hadoop.mapreduce.Job (main):  map 99% reduce 0%
2014-05-21 14:29:11,361 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000067_0, Status : FAILED
2014-05-21 14:29:21,394 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000075_0, Status : FAILED
2014-05-21 14:29:22,397 INFO org.apache.hadoop.mapreduce.Job (main):  map 98% reduce 0%
2014-05-21 14:29:31,427 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000046_0, Status : FAILED
2014-05-21 14:29:32,430 INFO org.apache.hadoop.mapreduce.Job (main):  map 97% reduce 0%
2014-05-21 14:29:41,458 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000047_0, Status : FAILED
2014-05-21 14:29:42,461 INFO org.apache.hadoop.mapreduce.Job (main):  map 96% reduce 0%
2014-05-21 14:29:51,491 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000054_0, Status : FAILED
2014-05-21 14:30:01,550 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000068_0, Status : FAILED
2014-05-21 14:30:02,554 INFO org.apache.hadoop.mapreduce.Job (main):  map 95% reduce 0%
2014-05-21 14:30:11,591 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000048_0, Status : FAILED
2014-05-21 14:30:12,594 INFO org.apache.hadoop.mapreduce.Job (main):  map 94% reduce 0%
2014-05-21 14:30:21,626 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000038_0, Status : FAILED
2014-05-21 14:30:22,632 INFO org.apache.hadoop.mapreduce.Job (main):  map 93% reduce 0%
2014-05-21 14:30:31,660 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000052_0, Status : FAILED
2014-05-21 14:30:41,691 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000043_0, Status : FAILED
2014-05-21 14:30:42,694 INFO org.apache.hadoop.mapreduce.Job (main):  map 92% reduce 0%
2014-05-21 14:30:51,724 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000065_0, Status : FAILED
2014-05-21 14:30:52,727 INFO org.apache.hadoop.mapreduce.Job (main):  map 91% reduce 0%
2014-05-21 14:42:09,877 INFO org.apache.hadoop.mapreduce.Job (main):  map 100% reduce 0%
2014-05-21 14:44:22,301 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000082_0, Status : FAILED
2014-05-21 14:44:22,302 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000080_0, Status : FAILED
2014-05-21 14:44:22,303 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000102_0, Status : FAILED
2014-05-21 14:44:22,304 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000096_0, Status : FAILED
2014-05-21 14:44:23,307 INFO org.apache.hadoop.mapreduce.Job (main):  map 97% reduce 0%
2014-05-21 14:44:32,338 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000055_0, Status : FAILED
2014-05-21 14:44:33,341 INFO org.apache.hadoop.mapreduce.Job (main):  map 96% reduce 0%
2014-05-21 14:44:42,371 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000073_0, Status : FAILED
2014-05-21 14:44:52,405 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000074_0, Status : FAILED
2014-05-21 14:44:53,408 INFO org.apache.hadoop.mapreduce.Job (main):  map 95% reduce 0%
2014-05-21 14:45:02,441 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000064_0, Status : FAILED
2014-05-21 14:45:03,446 INFO org.apache.hadoop.mapreduce.Job (main):  map 88% reduce 0%
2014-05-21 14:45:12,480 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000066_0, Status : FAILED
2014-05-21 14:45:13,486 INFO org.apache.hadoop.mapreduce.Job (main):  map 87% reduce 0%
2014-05-21 14:45:22,520 INFO org.apache.hadoop.mapreduce.Job (main): Task Id : attempt_1400503094353_0186_m_000040_0, Status : FAILED

0 个答案:

没有答案