Before reading this post I encourage you to take a look at the previous parts :
First part : where I setup my HADOOP test lab (single hadoop node)
Second part : I demonstrated how to link HADOOP source with Delphix as an APPDATA (aka. Vfile) leveraging FUSE library.
This is the last part of "Delphix meets HADOOP" trilogy study, where I will be demonstrating how one can bring Delphix features like (storage footprint reduction, virtual copies, time travel, PIT copies, masking ...) to HADOOP.
The following schema represents the basics architecture of a Hadoop node or set of nodes, where HDFS abstracts the physical storage architecture from all data nodes, in order to manipulate the distributed file system as if it were a single hard drive.
During this part, I will be demonstrating two configuration options:
OPTION I : FULL INTEGRATION
It's called so, because HADOOP will interact directly with Delphix NFS disks as backend storage to supports all operations defined by Hadoop FileSystem interface (as represented in the schema below).
For this, I will be installing on the target server a new tool "NetApp Hadoop NFS Connector" freely available on Github https://github.com/NetApp/NetApp-Hadoop-NFS-Connector.
Download the connector from GitHub, and copy hadoop-nfs-connector-1.0.6.jar file to HADOOP shared common library directory.
Don't forget to download other dependencies if needed as specified on Github.
Create the NFS connector configuration file defined above.
Add delphix user and group json configuration files.
Start hadoop to make it use NFS as its backend storage.
Testing time ...
First, let's create a hook that takes care of updating the connector configuration file,, each time we refresh or rewind the vfile as delphix changes the exported directory name.
Provision a virtual copy to the target server based on HADOOP vfile Dsource.
It's time to validate the configuration by running some hadoop commands and mapreduce jobs on the vfile mount point.
Interesting! as per the output we verified that HADOOP used the Vfile (NFS) to list disk content that is a virtual copy of our production.
The question now is, can it be used too to run some mapreduce jobs ?
Awesome, the mapreduce job computed successfully from the (NFS) virual copy and this directory.
Recover the file to its previous start.
Notice: timeflow directory has changed and we bring back our "msa" directory. Behind the scean the hook took care of updating the connector configuration file, to make it point to the right (active) snapshot version on delphix engine.
Try the same and sync (refresh) with the production to keep up with new changes (notice the new directory inputMapReduce, its content will be used to compute a mapreduce job).
To complete the test let's mask the username field in submissions.csv file.
Create an nfs connector pointing to vfile mount point, or an ftp one pointing to fuse filesystem
[delphix@linuxtarget lib]$ pwd
/u02/hadoop/share/hadoop/common/lib
[delphix@linuxtarget hadoop]$ cd share/hadoop/common/lib
[delphix@linuxtarget lib]$ ll hadoop-nfs-connector-1.0.6.jar
-rw-r--r-- 1 delphix oinstall 105603 Nov 12 09:31 hadoop-nfs-connector-1.0.6.jar
I will just demonstrate hdfs and MapReduce, even the connector supports all HADOOP interfaces (YARN, SCOOP, MAPREDUCE, HBASE ...).
Edit and update HADOOP resource configuration file.
[delphix@linuxtarget hadoop]$ cat core-site.xml
<?xml version="1.0" encoding="UTF-8"?>
<?xml-stylesheet type="text/xsl" href="configuration.xsl"?>
<!--
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. See accompanying LICENSE file.
-->
<!-- Put site-specific property overrides in this file. -->
<configuration>
<property>
<!-- NFS defined as primary/default filesystem -->
<name>fs.defaultFS</name>
<!-- Set delphix engine nfs uri -->
<value>nfs://192.168.247.130:2049</value>
</property>
<property>
<name>fs.nfs.configuration</name>
<!-- Define the path of connector config file -->
<value>/u02/hadoop/nfs-mapping.json</value>
</property>
<property>
<!-- Add nfs specific. libs -->
<name>fs.nfs.impl</name>
<value>org.apache.hadoop.fs.nfs.NFSv3FileSystem</value>
</property>
<property>
<name>fs.AbstractFileSystem.nfs.impl</name>
<value>org.apache.hadoop.fs.nfs.NFSv3AbstractFilesystem</value>
</property>
<property>
<name>fs.nfs.prefetch</name>
<value>true</value>
</property>
</configuration>
[delphix@linuxtarget hadoop]$
[delphix@linuxtarget hadoop]$ cat /u02/hadoop/nfs-mapping.json
{
"spaces": [
{
//Configuration name
"name": "delphix_engine",
//Define delphix engine nfs uri
"uri": "nfs://192.168.247.130:2049/",
"options": {
//Define the exported FS for the current version of snapshot from delphix engine
"nfsExportPath": "/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile",
"nfsReadSizeBits": 20,
"nfsWriteSizeBits": 20,
"nfsSplitSizeBits": 28,
"nfsAuthScheme": "AUTH_SYS",
"nfsPort": 2049,
//Define hadoop username, group, id and gid
"nfsUserConfigFile":"/u02/hadoop/nfs-usr.json",
"nfsGroupConfigFile":"/u02/hadoop/nfs-grp.json",
"nfsMountPort": -1,
"nfsRpcbindPort": 111
},
"endpoints": [
{
//Define delphix engine nfs uri
"host": "nfs://192.168.247.130:2049/",
//Define the exported FS for the current version of snapshot from delphix engine
"nfsExportPath": "/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile",
//Target Vfile mount point
"path": "/mnt/provision/HADOOP_NFS"
}
]
}
]
}
[delphix@linuxtarget hadoop]$
[delphix@linuxtarget hadoop]$ cat /u02/hadoop/nfs-usr.json
{
"usernames":[
{
"userName":"delphix",
"userID":"501"
}
]
}
[delphix@linuxtarget hadoop]$ cat "/u02/hadoop/nfs-grp.json"
{
"groupnames":[
{
"groupName":"oinstall",
"groupID":"500"
}
]
}
[delphix@linuxtarget hadoop]$
Start hadoop to make it use NFS as its backend storage.
[delphix@linuxtarget hadoop]$ start-dfs.sh; start-yarn.sh
Starting namenodes on [linuxtarget.delphix.local]
Starting datanodes
Starting secondary namenodes [linuxtarget.delphix.local]
2020-11-18 10:41:40,939 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Starting resourcemanager
Starting nodemanagers
[delphix@linuxtarget hadoop]$ jps
8628 NodeManager
9015 Jps
1818 Bootstrap
8495 ResourceManager
[delphix@linuxtarget hadoop]$
Testing time ...
First, let's create a hook that takes care of updating the connector configuration file,, each time we refresh or rewind the vfile as delphix changes the exported directory name.
Provision a virtual copy to the target server based on HADOOP vfile Dsource.
Add the hook previously created to update the connector configuration in post-rewind and post-refresh options.
It's time to validate the configuration by running some hadoop commands and mapreduce jobs on the vfile mount point.
[delphix@linuxtarget hadoop]$ tree /mnt/provision/HADOOP_NFS
/mnt/provision/HADOOP_NFS
├── msa
│ ├── pg135.txt
│ ├── pg1661.txt
│ └── pg5000.txt
├── tmp
│ └── hadoop-yarn
│ └── staging
│ ├── delphix
│ └── history
│ └── done_intermediate
│ └── delphix
│ ├── job_1597742243565_0002-1597742620305-delphix-word+count-1597742650887-3-1-SUCCEEDED-default-1597742630491.jhist
│ ├── job_1597742243565_0002_conf.xml
│ ├── job_1597742243565_0002.summary
│ ├── job_1597742243565_0003-1597742832787-delphix-QuasiMonteCarlo-1597742850486-2-1-SUCCEEDED-default-1597742838692.jhist
│ ├── job_1597742243565_0003_conf.xml
│ └── job_1597742243565_0003.summary
└── user
└── delphix
├── 1777
│ └── delphix
│ ├── job_1605608715662_0001-1605608768080-delphix-QuasiMonteCarlo-1605608804125-2-1-SUCCEEDED-default-1605608776146.jhist
│ ├── job_1605608715662_0001_conf.xml
│ ├── job_1605608715662_0001.summary
│ ├── job_1605624127021_0001-1605624167009-delphix-word+count-1605624260869-3-1-SUCCEEDED-default-1605624175112.jhist
│ ├── job_1605624127021_0001_conf.xml
│ └── job_1605624127021_0001.summary
├── books
│ ├── pg135.txt
│ ├── pg1661.txt
│ └── pg5000.txt
├── output
│ ├── part-r-00000
│ └── _SUCCESS
├── output2
│ └── _temporary
│ └── 1
├── output3
│ ├── part-r-00000
│ └── _SUCCESS
└── QuasiMonteCarlo_1605608650898_611566920
└── in
├── part0
└── part1
20 directories, 24 files
[delphix@linuxtarget hadoop]$
[delphix@linuxtarget hadoop]$ /u02/hadoop/bin/hadoop fs -ls /
2020-11-18 11:47:34,970 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-18 11:47:35,460 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 11:47:35,460 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
Found 3 items
drwxr-xr-x - delphix oinstall 5 2020-08-18 08:40 /msa
drwx------ - delphix oinstall 3 2020-08-18 05:21 /tmp
drwxr-xr-x - delphix oinstall 3 2020-08-18 05:23 /user
[delphix@linuxtarget hadoop]$ /u02/hadoop/bin/hadoop fs -ls /msa*
2020-11-18 11:49:44,428 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-18 11:49:44,831 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 11:49:44,831 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
Found 3 items
-rw-r--r-- 1 delphix oinstall 3322651 2020-08-18 08:40 /msa/pg135.txt
-rw-r--r-- 1 delphix oinstall 594933 2020-08-18 08:40 /msa/pg1661.txt
-rw-r--r-- 1 delphix oinstall 1423803 2020-08-18 08:40 /msa/pg5000.txt
[delphix@linuxtarget hadoop]$ /u02/hadoop/bin/hadoop fs -ls /user/delphix
2020-11-18 11:49:59,200 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-18 11:49:59,751 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 11:49:59,751 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
Found 6 items
drwxrwxrwt - delphix oinstall 3 2020-11-17 07:26 /user/delphix/1777
drwxrwxrwx - delphix oinstall 3 2020-11-17 07:24 /user/delphix/QuasiMonteCarlo_1605608650898_611566920
drwxr-xr-x - delphix oinstall 5 2020-08-18 05:23 /user/delphix/books
drwxr-xr-x - delphix oinstall 4 2020-08-18 05:24 /user/delphix/output
drwxrwxrwx - delphix oinstall 3 2020-11-17 07:27 /user/delphix/output2
drwxrwxrwx - delphix oinstall 4 2020-11-17 11:44 /user/delphix/output3
[delphix@linuxtarget hadoop]$ /u02/hadoop/bin/hadoop fs -ls /tmp
2020-11-18 11:50:16,673 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-18 11:50:17,106 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 11:50:17,106 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
Found 1 items
drwx------ - delphix oinstall 3 2020-08-18 05:21 /tmp/hadoop-yarn
[delphix@linuxtarget hadoop]$
Interesting! as per the output we verified that HADOOP used the Vfile (NFS) to list disk content that is a virtual copy of our production.
The question now is, can it be used too to run some mapreduce jobs ?
[delphix@linuxtarget hadoop]$ /u02/hadoop/bin/hadoop jar /u02/hadoop/share/hadoop/mapreduce/hadoop-mapreduce-examples-3.2.1.jar pi 2 1
Number of Maps = 2
Samples per Map = 1
2020-11-18 12:18:05,614 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-18 12:18:05,988 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 12:18:05,988 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
2020-11-18 12:18:06,470 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-18 12:18:06,475 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/user/delphix/QuasiMonteCarlo_1605719885286_1765607225/in/part0
STREAMSTATS streamID: 1
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 102
STREAMSTATS writeOps: 5
STREAMSTATS timeWritten: 0.001 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 212
STREAMSTATS NFSWriteOps: 2
STREAMSTATS timeNFSWritten: 0.008 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: 0.097 MB/s
STREAMSTATS NFSWrite: 0.025 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.200 ms
STREAMSTATS NFSWrite: 4.000 ms
2020-11-18 12:18:06,478 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 8 ms
Wrote input for Map #0
2020-11-18 12:18:06,510 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-18 12:18:06,518 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/user/delphix/QuasiMonteCarlo_1605719885286_1765607225/in/part1
STREAMSTATS streamID: 2
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 102
STREAMSTATS writeOps: 5
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 212
STREAMSTATS NFSWriteOps: 2
STREAMSTATS timeNFSWritten: 0.004 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 0.051 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 2.000 ms
2020-11-18 12:18:06,518 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 8 ms
Wrote input for Map #1
Starting Job
2020-11-18 12:18:06,693 INFO client.RMProxy: Connecting to ResourceManager at /192.168.247.134:8032
2020-11-18 12:18:07,219 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 12:18:07,219 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
2020-11-18 12:18:07,654 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-18 12:18:07,684 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605719636745_0001/job.jar
STREAMSTATS streamID: 3
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 316534
STREAMSTATS writeOps: 78
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 316534
STREAMSTATS NFSWriteOps: 1
STREAMSTATS timeNFSWritten: 0.027 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 11.180 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 27.000 ms
2020-11-18 12:18:07,685 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 31 ms
2020-11-18 12:18:07,792 INFO input.FileInputFormat: Total input files to process : 2
2020-11-18 12:18:07,832 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-18 12:18:07,841 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605719636745_0001/job.split
STREAMSTATS streamID: 4
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 307
STREAMSTATS writeOps: 9
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 315
STREAMSTATS NFSWriteOps: 1
STREAMSTATS timeNFSWritten: 0.002 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 0.150 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 2.000 ms
2020-11-18 12:18:07,842 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 9 ms
2020-11-18 12:18:07,875 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-18 12:18:07,878 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605719636745_0001/job.splitmetainfo
STREAMSTATS streamID: 5
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 38
STREAMSTATS writeOps: 3
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 49
STREAMSTATS NFSWriteOps: 1
STREAMSTATS timeNFSWritten: 0.002 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 0.023 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 2.000 ms
2020-11-18 12:18:07,879 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 4 ms
2020-11-18 12:18:07,879 INFO mapreduce.JobSubmitter: number of splits:2
2020-11-18 12:18:08,285 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-18 12:18:08,295 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605719636745_0001/job.xml
STREAMSTATS streamID: 6
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 193869
STREAMSTATS writeOps: 24
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 387738
STREAMSTATS NFSWriteOps: 2
STREAMSTATS timeNFSWritten: 0.012 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 30.815 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 6.000 ms
2020-11-18 12:18:08,296 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 11 ms
2020-11-18 12:18:08,296 INFO mapreduce.JobSubmitter: Submitting tokens for job: job_1605719636745_0001
2020-11-18 12:18:08,298 INFO mapreduce.JobSubmitter: Executing with tokens: []
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
2020-11-18 12:18:08,820 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 12:18:08,820 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
2020-11-18 12:18:08,841 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-18 12:18:08,841 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
2020-11-18 12:18:09,067 INFO conf.Configuration: resource-types.xml not found
2020-11-18 12:18:09,084 INFO resource.ResourceUtils: Unable to find 'resource-types.xml'.
2020-11-18 12:18:09,758 INFO impl.YarnClientImpl: Submitted application application_1605719636745_0001
2020-11-18 12:18:09,857 INFO mapreduce.Job: The url to track the job: http://linuxtarget:8088/proxy/application_1605719636745_0001/
2020-11-18 12:18:09,858 INFO mapreduce.Job: Running job: job_1605719636745_0001
2020-11-18 12:18:23,318 INFO mapreduce.Job: Job job_1605719636745_0001 running in uber mode : false
2020-11-18 12:18:23,318 INFO mapreduce.Job: map 0% reduce 0%
2020-11-18 12:18:31,459 INFO mapreduce.Job: Task Id : attempt_1605719636745_0001_m_000001_0, Status : FAILED
[2020-11-18 12:18:30.079]Exception from container-launch.
Container id: container_1605719636745_0001_01_000003
Exit code: 1
[2020-11-18 12:18:30.126]Container exited with a non-zero exit code 1. Error file: prelaunch.err.
Last 4096 bytes of prelaunch.err :
Last 4096 bytes of stderr :
OpenJDK 64-Bit Server VM warning: INFO: os::commit_memory(0x00000000ef900000, 71303168, 0) failed; error='Cannot allocate memory' (errno=12)
[2020-11-18 12:18:30.127]Container exited with a non-zero exit code 1. Error file: prelaunch.err.
Last 4096 bytes of prelaunch.err :
Last 4096 bytes of stderr :
OpenJDK 64-Bit Server VM warning: INFO: os::commit_memory(0x00000000ef900000, 71303168, 0) failed; error='Cannot allocate memory' (errno=12)
2020-11-18 12:18:32,524 INFO mapreduce.Job: map 50% reduce 0%
2020-11-18 12:19:25,436 INFO mapreduce.Job: map 100% reduce 0%
2020-11-18 12:19:27,456 INFO mapreduce.Job: map 100% reduce 100%
2020-11-18 12:19:27,494 INFO mapreduce.Job: Job job_1605719636745_0001 completed successfully
2020-11-18 12:19:27,729 INFO mapreduce.Job: Counters: 56
File System Counters
FILE: Number of bytes read=50
FILE: Number of bytes written=682197
FILE: Number of read operations=0
FILE: Number of large read operations=0
FILE: Number of write operations=0
NFS: Number of bytes read=0
NFS: Number of bytes written=215
NFS: Number of read operations=0
NFS: Number of large read operations=0
NFS: Number of write operations=0
Job Counters
Failed map tasks=2
Failed reduce tasks=1
Launched map tasks=4
Launched reduce tasks=2
Other local map tasks=2
Rack-local map tasks=2
Total time spent by all maps in occupied slots (ms)=119102
Total time spent by all reduces in occupied slots (ms)=57284
Total time spent by all map tasks (ms)=59551
Total time spent by all reduce tasks (ms)=28642
Total vcore-milliseconds taken by all map tasks=59551
Total vcore-milliseconds taken by all reduce tasks=28642
Total megabyte-milliseconds taken by all map tasks=121960448
Total megabyte-milliseconds taken by all reduce tasks=58658816
Map-Reduce Framework
Map input records=2
Map output records=4
Map output bytes=36
Map output materialized bytes=56
Input split bytes=308
Combine input records=0
Combine output records=0
Reduce input groups=2
Reduce shuffle bytes=56
Reduce input records=4
Reduce output records=0
Spilled Records=8
Shuffled Maps =2
Failed Shuffles=0
Merged Map outputs=2
GC time elapsed (ms)=241
CPU time spent (ms)=2800
Physical memory (bytes) snapshot=636350464
Virtual memory (bytes) snapshot=9067249664
Total committed heap usage (bytes)=513277952
Peak Map Physical memory (bytes)=255586304
Peak Map Virtual memory (bytes)=3020283904
Peak Reduce Physical memory (bytes)=145166336
Peak Reduce Virtual memory (bytes)=3027767296
Shuffle Errors
BAD_ID=0
CONNECTION=0
IO_ERROR=0
WRONG_LENGTH=0
WRONG_MAP=0
WRONG_REDUCE=0
File Input Format Counters
Bytes Read=0
File Output Format Counters
Bytes Written=97
Job Finished in 81.214 seconds
2020-11-18 12:19:27,802 INFO stream.NFSBufferedInputStream: Changing prefetchBlockLimit to 0
2020-11-18 12:19:27,829 INFO stream.NFSBufferedInputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/user/delphix/QuasiMonteCarlo_1605719885286_1765607225/out/reduce-out
STREAMSTATS streamID: 1
STREAMSTATS ====InputStream Statistics====
STREAMSTATS BytesRead: 118
STREAMSTATS readOps: 1
STREAMSTATS timeRead: 0.024 s
STREAMSTATS ====NFS Read Statistics====
STREAMSTATS BytesNFSRead: 118
STREAMSTATS NFSReadOps: 1
STREAMSTATS timeNFSRead: 0.01 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Read: 0.005 MB/s
STREAMSTATS NFSRead: 0.011 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Read: 24.000 ms
STREAMSTATS NFSRead: 10.000 ms
Estimated value of Pi is 4.00000000000000000000
[delphix@linuxtarget hadoop]$
[delphix@linuxtarget hadoop]$ /u02/hadoop/bin/hadoop fs -ls /user/delphix/output3
2020-11-17 09:50:47,935 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-17 09:50:48,303 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-17 09:50:48,304 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
Found 2 items
-rw-r--r-- 1 delphix oinstall 0 2020-11-17 11:44 /user/delphix/output3/_SUCCESS
-rw-r--r-- 1 delphix oinstall 886472 2020-11-17 11:44 /user/delphix/output3/part-r-00000
[delphix@linuxtarget hadoop]$ /u02/hadoop/bin/hadoop fs -cat /user/delphix/output3/part-r-00000
2020-11-17 09:51:27,747 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-17 09:51:28,058 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-17 09:51:28,058 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
2020-11-17 09:51:28,258 INFO stream.NFSBufferedInputStream: Changing prefetchBlockLimit to 0" 27
"'A 1
"'About 1
"'Absolute 1
"'Ah!' 2
"'Ah, 2
"'Ample.' 1
"'And 10
"'Arthur!' 1
"'As 1
"'At 1
"'Because 1
"'Breckinridge, 1
"'But 1
"'But, 1
"'But,' 1
"'Certainly 2
"'Certainly,' 1
"'Come! 1
"'Come, 1
"'DEAR 1
"'Dear 2
"'Dearest 1
"'Death,' 1
"'December 1
1
"Yonder, 1
"You 340
"You!" 1
"You'll 5
"You're 9
"You've 2
"You, 2
"You? 1
"You?" 5
"Young 3
"Your 40
Armenia_ 1
Armenian 3
Armenians 1
Armitage, 1
Armitage--Percy 1
Armitage--the 1
Armour 1
Arms 2
Armuyr. 1
Army 3
Army. 1
Arnaldo)_"_, 1
Arnauld 1
Arnault 1
Arnay-Le-Duc, 1
Arno 28
Arno, 3
Arno. 2
Arno.] 1
Arno; 1
Arnoul 1
Arnould 1
Arnsworth 1
Arona 1
Arostogeiton 1
Arouet 1
Around 3
Arras 11
Arras, 7
Arras. 8
Arras." 3
Arras; 4
Arras? 2
Arras?" 2
Arrigo 3
Arrigucci,-- 1
Arrival 2
Arrive 1
Arrived 1
Arsenal 4
Arsenal, 3
Arsenal. 1
Arsenal." 1
Arsenal; 1
Art 5
Art, 1
Artaxerxes' 1
Arte 1
Artevelde 1
Artevelde, 1
Arthamis, 1
Arthur 13
Arthur's 2
Arthur's. 1
Arthur, 4
Arthur. 2
Arthurs 1
Arthurs, 1
Arti. 2
Article 2
Artillery-men 2
Artillery. 1
Artist, 1
Artistic 1
Artists) 1
Artists. 1
Artonge 1
Arts 1
Arts, 2
Arts.' 1
Arts_ 2
Arts_, 2
Arve, 1
As 467
...
As, 2
Ascend-with-Regret,"[36] 1
Ascension 2
Ascension, 1
Ascoli 2
Ash 3
Ash-Wednesday; 1
Ash. 3
Ashamed 1
Ashburnham 2
Ashburnham, 2
Asia 21
Asia. 1
Asia?' 1
Asiatic 3
| 36
àpieza; 1
è 4
è: 1
ècrit_ 1
2020-11-17 09:55:44,542 INFO stream.NFSBufferedInputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/user/delphix/output3/part-r-00000
STREAMSTATS streamID: 1
STREAMSTATS ====InputStream Statistics====
STREAMSTATS BytesRead: 886472
STREAMSTATS readOps: 217
STREAMSTATS timeRead: 0.021 s
STREAMSTATS ====NFS Read Statistics====
STREAMSTATS BytesNFSRead: 886472
STREAMSTATS NFSReadOps: 1
STREAMSTATS timeNFSRead: 0.015 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Read: 40.257 MB/s
STREAMSTATS NFSRead: 56.360 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Read: 0.097 ms
STREAMSTATS NFSRead: 15.000 ms
Awesome, the mapreduce job computed successfully from the (NFS) virual copy and this directory.
Let's simulate a destructive test (notice the time-flow version directory in bold), to experience time travel capability.
[delphix@linuxtarget ~]$ df -h
Filesystem Size Used Avail Use% Mounted on
/dev/mapper/vg_linuxsource-lv_root
19G 16G 2.9G 85% /
tmpfs 2.0G 0 2.0G 0% /dev/shm
/dev/sda1 477M 110M 342M 25% /boot
/dev/sdb 30G 21G 7.9G 72% /u01
/dev/sdc 20G 7.7G 11G 41% /u02
192.168.247.130:/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile
25G 6.0M 25G 1% /mnt/provision/HADOOP_NFS
[delphix@linuxtarget ~]$
[delphix@linuxtarget ~]$ /u02/hadoop/bin/hadoop fs -ls /
2020-11-19 10:29:25,234 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-19 10:29:25,539 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-19 10:29:25,539 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
Found 3 items
drwxr-xr-x - delphix oinstall 5 2020-08-18 08:40 /msa
drwx------ - delphix oinstall 3 2020-08-18 05:21 /tmp
drwxr-xr-x - delphix oinstall 3 2020-08-18 05:23 /user
[delphix@linuxtarget ~]$ /u02/hadoop/bin/hadoop fs -rm -r /msa
2020-11-19 10:29:34,585 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-19 10:29:34,873 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-19 10:29:34,873 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
2020-11-19 10:29:35,084 INFO Configuration.deprecation: io.bytes.per.checksum is deprecated. Instead, use dfs.bytes-per-checksum
Deleted /msa
[delphix@linuxtarget ~]$ /u02/hadoop/bin/hadoop fs -ls /
2020-11-19 10:29:40,235 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-19 10:29:40,570 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-19 10:29:40,570 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-134/datafile path=/ has fsId 6383044330812034134
Found 2 items
drwx------ - delphix oinstall 3 2020-08-18 05:21 /tmp
drwxr-xr-x - delphix oinstall 3 2020-08-18 05:23 /user
Recover the file to its previous start.
Notice: timeflow directory has changed and we bring back our "msa" directory. Behind the scean the hook took care of updating the connector configuration file, to make it point to the right (active) snapshot version on delphix engine.
[delphix@linuxtarget ~]$ df -h
Filesystem Size Used Avail Use% Mounted on
/dev/mapper/vg_linuxsource-lv_root
19G 16G 2.9G 85% /
tmpfs 2.0G 0 2.0G 0% /dev/shm
/dev/sda1 477M 110M 342M 25% /boot
/dev/sdb 30G 21G 7.9G 72% /u01
/dev/sdc 20G 7.7G 11G 41% /u02
192.168.247.130:/domain0/group-16/appdata_container-50/appdata_timeflow-136/datafile
25G 7.0M 25G 1% /mnt/provision/HADOOP_NFS
[delphix@linuxtarget ~]$ /u02/hadoop/bin/hadoop fs -ls /
2020-11-19 10:40:23,505 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-19 10:40:24,017 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-19 10:40:24,017 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-136/datafile path=/ has fsId -6212462795412190200
Found 3 items
drwxr-xr-x - delphix oinstall 5 2020-08-18 08:40 /msa
drwx------ - delphix oinstall 3 2020-08-18 05:21 /tmp
drwxr-xr-x - delphix oinstall 3 2020-08-18 05:23 /user
[delphix@linuxtarget ~]$
[delphix@linuxtarget MapReduceTutorial]$ ll /mnt/provision/HADOOP_NFS/
total 2
drwxr-xr-x 2 delphix oinstall 3 Nov 19 11:36 inputMapReduce
drwxrwxrwx 2 delphix oinstall 5 Aug 18 08:40 msa
drwxrwxrwx 3 delphix oinstall 3 Aug 18 05:21 tmp
drwxrwxrwx 3 delphix oinstall 3 Aug 18 05:23 user
[delphix@linuxtarget MapReduceTutorial]$
[delphix@linuxtarget MapReduceTutorial]$HADOOP_HOME/bin/hdfs dfs -copyFromLocal submissions.csv /inputMapReduce
[delphix@linuxtarget MapReduceTutorial]$
[delphix@linuxtarget MapReduceTutorial]$ /u02/hadoop/bin/hadoop jar /u02/hadoop/share/hadoop/tools/lib/hadoop-streaming-3.2.1.jar -input /inputMapReduce/submissions.csv -output /mapred-output -mapper "python /u02/MapReduceTutorial/map.py" -reducer "python /u02/MapReduceTutorial/reduce.py"
2020-11-20 08:40:05,359 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-20 08:40:05,660 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-20 08:40:05,660 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
packageJobJar: [] [/u02/hadoop/share/hadoop/tools/lib/hadoop-streaming-3.2.1.jar] /tmp/streamjob3486654915753636437.jar tmpDir=null
2020-11-20 08:40:06,063 INFO client.RMProxy: Connecting to ResourceManager at /192.168.247.134:8032
2020-11-20 08:40:06,434 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-20 08:40:06,434 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
2020-11-20 08:40:06,460 INFO client.RMProxy: Connecting to ResourceManager at /192.168.247.134:8032
2020-11-20 08:40:06,465 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-20 08:40:06,465 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-145/datafile path=/ has fsId 4902151703787705342
2020-11-20 08:40:07,677 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-20 08:40:07,695 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605879592523_0001/job.jar
STREAMSTATS streamID: 1
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 176820
STREAMSTATS writeOps: 44
STREAMSTATS timeWritten: 0.001 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 176820
STREAMSTATS NFSWriteOps: 1
STREAMSTATS timeNFSWritten: 0.015 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: 168.629 MB/s
STREAMSTATS NFSWrite: 11.242 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.023 ms
STREAMSTATS NFSWrite: 15.000 ms
2020-11-20 08:40:07,697 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 20 ms
2020-11-20 08:40:07,769 INFO mapred.FileInputFormat: Total input files to process : 1
2020-11-20 08:40:07,812 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-20 08:40:07,816 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605879592523_0001/job.split
STREAMSTATS streamID: 2
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 217
STREAMSTATS writeOps: 9
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 225
STREAMSTATS NFSWriteOps: 1
STREAMSTATS timeNFSWritten: 0.002 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 0.107 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 2.000 ms
2020-11-20 08:40:07,817 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 5 ms
2020-11-20 08:40:07,845 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-20 08:40:07,851 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605879592523_0001/job.splitmetainfo
STREAMSTATS streamID: 3
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 38
STREAMSTATS writeOps: 3
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 54
STREAMSTATS NFSWriteOps: 1
STREAMSTATS timeNFSWritten: 0.002 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 0.026 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 2.000 ms
2020-11-20 08:40:07,851 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 6 ms
2020-11-20 08:40:07,852 INFO mapreduce.JobSubmitter: number of splits:2
2020-11-20 08:40:08,380 WARN stream.NFSBufferedOutputStream: Flushing a closed stream. Check your code.
2020-11-20 08:40:08,393 INFO stream.NFSBufferedOutputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/tmp/hadoop-yarn/staging/delphix/.staging/job_1605879592523_0001/job.xml
STREAMSTATS streamID: 4
STREAMSTATS ====OutputStream Statistics====
STREAMSTATS BytesWritten: 195416
STREAMSTATS writeOps: 24
STREAMSTATS timeWritten: 0.0 s
STREAMSTATS ====NFS Write Statistics====
STREAMSTATS BytesNFSWritten: 390832
STREAMSTATS NFSWriteOps: 2
STREAMSTATS timeNFSWritten: 0.026 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Write: Infinity MB/s
STREAMSTATS NFSWrite: 14.336 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Write: 0.000 ms
STREAMSTATS NFSWrite: 13.000 ms
2020-11-20 08:40:08,394 INFO stream.NFSBufferedOutputStream: OutputStream shutdown took 14 ms
2020-11-20 08:40:08,394 INFO mapreduce.JobSubmitter: Submitting tokens for job: job_1605879592523_0001
2020-11-20 08:40:08,395 INFO mapreduce.JobSubmitter: Executing with tokens: []
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-145/datafile path=/ has fsId 4902151703787705342
2020-11-20 08:40:08,694 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-20 08:40:08,694 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
2020-11-20 08:40:08,698 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-20 08:40:08,698 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-145/datafile path=/ has fsId 4902151703787705342
2020-11-20 08:40:08,983 INFO conf.Configuration: resource-types.xml not found
2020-11-20 08:40:08,983 INFO resource.ResourceUtils: Unable to find 'resource-types.xml'.
2020-11-20 08:40:09,925 INFO impl.YarnClientImpl: Submitted application application_1605879592523_0001
2020-11-20 08:40:10,010 INFO mapreduce.Job: The url to track the job: http://linuxtarget:8088/proxy/application_1605879592523_0001/
2020-11-20 08:40:10,026 INFO mapreduce.Job: Running job: job_1605879592523_0001
2020-11-20 08:40:20,326 INFO mapreduce.Job: Job job_1605879592523_0001 running in uber mode : false
2020-11-20 08:40:20,327 INFO mapreduce.Job: map 0% reduce 0%
2020-11-20 08:40:34,729 INFO mapreduce.Job: Task Id : attempt_1605879592523_0001_m_000001_0, Status : FAILED
[2020-11-20 08:40:33.166]Container killed on request. Exit code is 137
[2020-11-20 08:40:33.181]Container exited with a non-zero exit code 137.
[2020-11-20 08:40:33.347]Killed by external signal
2020-11-20 08:40:35,778 INFO mapreduce.Job: map 50% reduce 0%
2020-11-20 08:40:43,833 INFO mapreduce.Job: map 100% reduce 0%
2020-11-20 08:40:45,851 INFO mapreduce.Job: map 100% reduce 100%
2020-11-20 08:40:46,867 INFO mapreduce.Job: Job job_1605879592523_0001 completed successfully
2020-11-20 08:40:47,075 INFO mapreduce.Job: Counters: 55
File System Counters
FILE: Number of bytes read=151081
FILE: Number of bytes written=989668
FILE: Number of read operations=0
FILE: Number of large read operations=0
FILE: Number of write operations=0
NFS: Number of bytes read=0
NFS: Number of bytes written=4192
NFS: Number of read operations=0
NFS: Number of large read operations=0
NFS: Number of write operations=0
Job Counters
Failed map tasks=1
Launched map tasks=3
Launched reduce tasks=1
Other local map tasks=1
Rack-local map tasks=2
Total time spent by all maps in occupied slots (ms)=59494
Total time spent by all reduces in occupied slots (ms)=14646
Total time spent by all map tasks (ms)=29747
Total time spent by all reduce tasks (ms)=7323
Total vcore-milliseconds taken by all map tasks=29747
Total vcore-milliseconds taken by all reduce tasks=7323
Total megabyte-milliseconds taken by all map tasks=60921856
Total megabyte-milliseconds taken by all reduce tasks=14997504
Map-Reduce Framework
Map input records=132309
Map output records=13500
Map output bytes=124075
Map output materialized bytes=151087
Input split bytes=218
Combine input records=0
Combine output records=0
Reduce input groups=282
Reduce shuffle bytes=151087
Reduce input records=13500
Reduce output records=282
Spilled Records=27000
Shuffled Maps =2
Failed Shuffles=0
Merged Map outputs=2
GC time elapsed (ms)=1334
CPU time spent (ms)=6100
Physical memory (bytes) snapshot=742555648
Virtual memory (bytes) snapshot=9064607744
Total committed heap usage (bytes)=626524160
Peak Map Physical memory (bytes)=308588544
Peak Map Virtual memory (bytes)=3025346560
Peak Reduce Physical memory (bytes)=142086144
Peak Reduce Virtual memory (bytes)=3020419072
Shuffle Errors
BAD_ID=0
CONNECTION=0
IO_ERROR=0
WRONG_LENGTH=0
WRONG_MAP=0
WRONG_REDUCE=0
File Input Format Counters
Bytes Read=0
File Output Format Counters
Bytes Written=4192
2020-11-20 08:40:47,076 INFO streaming.StreamJob: Output directory: /mapred-output
[delphix@linuxtarget MapReduceTutorial]$ /u02/hadoop/bin/hadoop fs -ls /mapred-output
2020-11-20 08:52:53,844 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-20 08:52:54,170 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-20 08:52:54,170 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-145/datafile path=/ has fsId 4902151703787705342
Found 2 items
-rw-r--r-- 1 delphix oinstall 0 2020-11-20 10:40 /mapred-output/_SUCCESS
-rw-r--r-- 1 delphix oinstall 4192 2020-11-20 10:40 /mapred-output/part-00000
[delphix@linuxtarget MapReduceTutorial]$ /u02/hadoop/bin/hadoop fs -cat /mapred-output/part-00000
2020-11-20 08:53:08,923 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
2020-11-20 08:53:09,228 INFO nfs.NFSv3FileSystem: User config file: /u02/hadoop/nfs-usr.json
2020-11-20 08:53:09,228 INFO nfs.NFSv3FileSystem: Group config file: /u02/hadoop/nfs-grp.json
Store with ep Endpoint: host=nfs://192.168.247.130:2049/ export=/domain0/group-16/appdata_container-50/appdata_timeflow-145/datafile path=/ has fsId 4902151703787705342
2020-11-20 08:53:09,431 INFO stream.NFSBufferedInputStream: Changing prefetchBlockLimit to 0
4chan 17108
AbandonedPorn 3132
AdPorn 478
AdrenalinePorn 745
AdviceAnimals 210387
AinsleyHarriott 26
Alex 16
Anarchism 635
AnimalPorn 1148
Anticonsumption 174
AnythingGoesPics 5
ArcherFX 1866
ArchitecturePorn 152
Art 1347
Bad_Cop_No_Donut 56
Borderlands2 271
Braveryjerk 230
Buddhism 411
Chargers 47
Cinemagraphs 327
Cyberpunk 4
DIY 1918
Dallas 121
Demotivational 823
Design 5498
DestructionPorn 671
DrugStashes 43
Drugs 1567
DunderMifflin 349
EarthPorn 38623
EmmaStone 325
EnterShikari 15
Eve 230
ExposurePorn 67
Fallout 943
FancyFollicles 2326
FearMe 91
ForeverAlone 40
Frat 137
FreeKarma 422
Frisson 1142
Fun 6
GetMotivated 7202
GifSound 10029
HIFW 1339
HIMYM 661
HistoryPorn 16992
HumanPorn 594
IASIP 272
INTP 74
Images 871
InfrastructurePorn 153
Justrolledintotheshop 111
KarmaConspiracy 10371
KingOfTheHill 511
LadyBoners 1418
LawSchool 79
LeagueOfMemes 927
Libertarian 3113
LongDistance 132
MMA 800
MURICA 2443
MensRights 532
Military 755
MilitaryPorn 636
Minecraft 1780
MinecraftInspiration 11
MonsterHunter 44
Monstercat 1
Music 554
NoFap 656
NotaMethAddict 89
Offensive_Wallpapers 95
OldSchoolCool 2242
PandR 630
Pareidolia 482
PenmanshipPorn 7
PerfectTiming 7306
Pictures 113
Pizza 82
PocketWhales 199
PrettyGirlsUglyFaces 156
Punny 393
Rainmeter 25
RedditDayOf 147
RedditLaqueristas 756
RedditThroughHistory 545
RoomPorn 1061
SkyPorn 455
Slender_Man 991
SquaredCircle 142
StarcraftCirclejerk 59
Stargate 126
Steam 722
StencilTemplates 76
StonerProTips 469
SuicideWatch 338
TalesFromRetail 209
Terraria 24
ThanksObama 363
That70sshow 198
TheLastAirbender 367
TheSimpsons 4924
TheStopGirl 713
TopGear 470
Torchlight 7
TrollXChromosomes 690
TwoXChromosomes 303
VillagePorn 488
WTF 1227869
alternativeart 385
analogygifs 63
animation 8
antibaw 92
arresteddevelopment 3808
atheism 403535
australia 304
aww 593373
awwwtf 1026
baseball 163
batman 4161
battlefield3 210
battlestations 1194
beatles 286
beermoney 2
bicycling 1150
bigbangtheory 326
biology 729
bitchimabus 626
bleach 70
breakingbad 8894
brokengifs 94
calvinandhobbes 1573
canada 1214
canucks 14
cars 150
cats 2391
chemicalreactiongifs 3210
chicago 227
cincinnati 112
classic4chan 1200
comics 21223
community 2336
conspiracy 8266
corgi 1076
creepy 6772
cringe 241
cringepics 4421
cripplingalcoholism 312
darksouls 381
dayz 279
dbz 942
depression 857
diablo3 1417
disney 670
doctorwho 795
dogpictures 1792
drunk 763
dwarffortress 202
facepalm 3473
fffffffuuuuuuuuuuuu 21701
firstworldanarchists 6871
firstworldproblems 148
fitnesscirclejerk 18
forwardsfromgrandma 460
funny 7529130
futurama 6849
gameofthrones 159
gaming 433217
gaybros 525
gaygeek 45
gaymers 790
geek 21629
gentlemanboners 3152
germany 252
ggggg 116
gif 9581
gifs 641628
google 468
guns 474
happy 157
hcfactions 54
hiphopheads 6481
hockey 1157
horror 231
ifiwonthelottery 317
illusionporn 492
iphone 972
itookapicture 1112
katyperry 146
leagueoflegends 1017
led_zeppelin 100
lgbt 156
lol 386
lolcats 2008
lotr 513
magicTCG 309
malehairadvice 92
mathematics 28
mfw 256
mildlyinteresting 32651
misc 92
mlb 190
moosedongs 18
motorcitykitties 7
motorcycles 8
movies 29467
musicgifstation 15
mylittleandysonic1 4
mylittlepony 1774
nasa 106
nba 4160
nope 128
nostalgia 179
nyc 1018
occupywallstreet 57
offbeat 11168
onetruegod 2081
pantheism 27
philadelphia 198
photoshopbattles 3728
pics 3445794
pokemon 13763
politics 14080
pooplikethis 85
proper 1092
ps3bf3 57
radiohead 176
rage 162
ragefaces 18
reactiongifs 92680
reddit.com 126546
rit 92
sandy 7516
sanfrancisco 447
science 18
secretsanta 528
see 1295
sex 2500
shazbot 30
shittyaskscience 23
shittyreactiongifs 295
skateboarding 476
skyrim 6406
sloths 27
southpark 73
space 19185
spaceporn 1762
spongebob 276
sports 2581
starcraft 91
startrek 1167
steampunk 452
steelers 136
sweden 186
synchronizedswimWTF 161
tall 858
technology 4124
teenagers 424
terriblefacebookmemes 254
tf2 207
thewalkingdead 1245
todayilearned 2706
toronto 134
trees 101598
trippy 32
twincitiessocial 27
ukpolitics 294
unitedkingdom 10624
upvote 60
upvotegifs 201
vertical 2043
wallpaper 1365
wallpapers 7154
waterporn 1303
wheredidthesodago 3472
whoselineisitanyway 63
woahdude 15109
wordplay 3
workaholics 417
zelda 475
zombies 1687
2020-11-20 08:53:09,437 INFO stream.NFSBufferedInputStream: STREAMSTATSstreamStatistics:
STREAMSTATS name: class org.apache.hadoop.fs.nfs.stream.NFSBufferedInputStream/mapred-output/part-00000
STREAMSTATS streamID: 1
STREAMSTATS ====InputStream Statistics====
STREAMSTATS BytesRead: 4192
STREAMSTATS readOps: 2
STREAMSTATS timeRead: 0.005 s
STREAMSTATS ====NFS Read Statistics====
STREAMSTATS BytesNFSRead: 4192
STREAMSTATS NFSReadOps: 1
STREAMSTATS timeNFSRead: 0.002 s
STREAMSTATS ====Bandwidth====
STREAMSTATS Read: 0.800 MB/s
STREAMSTATS NFSRead: 1.999 MB/s
STREAMSTATS ====Average Latency====
STREAMSTATS Read: 2.500 ms
STREAMSTATS NFSRead: 2.000 ms
[delphix@linuxtarget MapReduceTutorial]$
Define first the format file, and import it to the masking engine
For test purpose, I will apply FIRST_NAME algorithm to mask the username column.
At this point, just called the job as Vfile hook using the masking API.
And voilà.
Let's compare both files from the source (unmasked) and the one in the target (masked per the job).
#image_id,unixtime,rawtime,title,total_votes,reddit_id,number_of_upvotes,subreddit,number_of_downvotes,localtime,score,number_of_comments,username 0,1333172439,2012-03-31T12:40:39.590113-07:00,And here's a downvote.,63470,rmqjs,32657,funny,30813,1333197639,1844,622,Animates_Everything 0,1333178161,2012-03-31T14:16:01.093638-07:00,Expectation,35,rmun4,29,GifSound,6,1333203361,23,3,Gangsta_Raper 0,1333199913,2012-03-31T20:18:33.192906-07:00,Downvote,41,rna86,32,GifSound,9,1333225113,23,0,Gangsta_Raper 0,1333252330,2012-04-01T10:52:10-07:00,Every time I downvote something,10,ro7e4,6,GifSound,4,1333277530,2,0,Gangsta_Raper 0,1333272954,2012-04-01T16:35:54.393381-07:00,Downvote "Dies Irae",65,rooof,57,GifSound,8,1333298154,49,0,Gangsta_Raper 0,1333761060,2012-04-07T08:11:00-07:00,"Demolished, every time you downvote someone",40,rxwjg,17,gifs,23,1333786260,-6,3,Hellothereawesome 0,1335503834,2012-04-27T12:17:14.103167-07:00,how i feel whenever i submit here,104,svpq7,67,fffffffuuuuuuuuuuuu,37,1335529034,30,12, 0,1339160075,2012-06-08T19:54:35.421944-07:00,getting that first downvote on a new post,13,usmxn,5,funny,8,1339185275,-3,0, 0,1339407879,2012-06-11T16:44:39.947798-07:00,How reddit seems to reacts whenever I share a milestone that I passed,14,uwzrd,6,funny,8,1339433079,-2,0, 0,1339425291,2012-06-11T21:34:51.692933-07:00,Every LastAirBender post with a NSFW tag,20,uxf5q,9,pics,11,1339450491,-2,0,HadManySons 0,1340008115,2012-06-18T15:28:35.800140-07:00,How I felt when i forgot to put "spoiler" in a comment,21,v8vl7,10,gifs,11,1340033315,-1,0,TraumaticASH 0,1340020566,2012-06-18T18:56:06.440319-07:00,What r/AskReddit did to me when I asked something about 9gag.,271,v970d,210,gifs,61,1340045766,149,5,MidgetDance1337 0,1340084902,2012-06-19T12:48:22.539790-07:00,My brother when he found my reddit account.,8494,vah9p,4612,funny,3882,1340110102,730,64,Pazzaz 0,1341036761,2012-06-30T13:12:41.517254-07:00,The reaction i face when i express a view for religion.,23,vuqcr,15,atheism,8,1341061961,7,4, 0,1341408717,2012-07-04T20:31:57.182234-07:00,How I feel on r/atheism,21,w27bp,8,funny,13,1341433917,-5,3,koolkows 0,1341779603,2012-07-09T03:33:23.514877-07:00,When I see a rage comic out of its sub Reddit.,24,w9k12,14,funny,10,1341804803,4,0,Moncole 0,1342782548,2012-07-20T18:09:08.903673-07:00,Sitting as a /new knight of /r/gaming seeing all the insanely twisted shadow planet flash sale posts.,21,wwjak,8,gaming,13,1342807748,-5,4,shortguy014 0,1343172264,2012-07-25T06:24:24.535558-07:00,How I act when I see a "How I feel when.." post in /r/funny,14,x4ogv,6,funny,8,1343197464,-2,0,Killer2000 0,1343626962,2012-07-30T12:42:42.262869-07:00,"Ohhh, that's a lovely picture of your country.",14,xenyw,7,pics,7,1343652162,0,0,todaysuckstomorrow 0,1344874478,2012-08-13T23:14:38-07:00,Pretty much what happened to my pixel art post on /r/minecraft.,1,y6v1k,1,gifs,0,1344899678,1,0, 0,1344923101,2012-08-14T12:45:01-07:00,Anatomy of a downvote,167,y7wwi,97,gifs,70,1344948301,27,6,LazyBurnbaby 0,1347339289,2012-09-11T04:54:49+00:00,Whenever I See a Post Complaining About Downvotes,10,zp04o,6,funny,4,1347339289,2,0, 0,1347771382,2012-09-16T04:56:22+00:00,Seeing the same thing posted multiple times by the same person in 'new',56,zyk4s,39,funny,17,1347771382,22,0,azcomputerguru 0,1347806800,2012-09-16T21:46:40-07:00,"Seeing something you posted yesterday on the front page, posted by someone else",14,100bfe,9,funny,5,1347832000,4,0,IronOxide42 0,1347923765,2012-09-17T23:16:05+00:00,When I remember it's Monday...,3,101rif,1,funny,2,1347923765,-1,0, 0,1348431656,2012-09-23T20:20:56+00:00,Destructive downvote,257,10ctqr,219,GifSound,38,1348431656,181,14,Gangsta_Raper 0,1348800190,2012-09-28T02:43:10+00:00,How I Reddit when drinking bourbon whiskey. Sorry everyone. (gif.),21,10llkg,10,funny,11,1348800190,-1,4,CrowKaneII 1,1347043558,2012-09-07T18:45:58+00:00,This is incredible; note how the faces look before you stare at the center of the image,78,zio2h,60,gifs,18,1347043558,42,12,Hysteriia 1,1347164191,2012-09-09T04:16:31+00:00,What the...,4,zl7eu,2,gif,2,1347164191,0,0,IronicIvan 1,1351825236,2012-11-02T03:00:36+00:00,The faces...,122,12huw6,92,WTF,30,1351825236,62,23,CeruleanThunder 1,1351934419,2012-11-03T09:20:19+00:00,"Definitely one of the weirder GIFs I've come across. Look at the text in the centre, the faces in your peripheral vision will become increasingly fucked up, but the s econd you look directly at the faces they'll become normal.",13121,12k4kx,7452,WTF,5669,1351934419,1783,294,The_Bhuda_Palm 1,1352759302,2012-11-12T22:28:22+00:00,Look in the middle,14,1335av,1,WTF,13,1352759302,-12,3,LOUD_DUCK 100,1358858328,2013-01-22T12:38:48+00:00,Included in the informational packet given to performing artists before a sporting event.,8,171vu0,5,funny,3,1358858328,2,0,Sarbanes_Foxy 100,1358871815,2013-01-22T16:23:35+00:00,how people tend to sing the national anthem at sporting events these days,10,17272u,7,pics,3,1358871815,4,3,awcreative 100,1358873901,2013-01-22T16:58:21+00:00,Star Spangled Banner - Sporting Event Version,5,1729gb,4,funny,1,1358873901,3,0,potato1 100,1358874067,2013-01-22T17:01:07+00:00,How to sing the national anthem at a sporting event.,15104,1729nd,8548,funny,6556,1358874067,1992,352,watcher_of_the_skies 100,1358880415,2013-01-22T18:46:55+00:00,Star Spangled Banner - Sporting Event Edition,13,172htq,8,funny,5,1358880415,3,0,tianan 100,1358882437,2013-01-22T19:20:37+00:00,Star Spangled Banner: Sporting Event Version,19,172ki8,11,funny,8,1358882437,3,2, 100,1358893345,2013-01-22T22:22:25+00:00,Star Spangled Banner - Sporting Event Version,13,172zeg,8,funny,5,1358893345,3,0,Spam4119 100,1358895795,2013-01-22T23:03:15+00:00,How the American national anthem is generally performed in public.,6,1732pc,3,pics,3,1358895795,0,2, 100,1358898147,2013-01-22T23:42:27+00:00,As painfully slow as possible.,12,1735pk,5,funny,7,1358898147,-2,0, 100,1358899057,2013-01-22T23:57:37+00:00,How to sing the Star Spangled Banner,9,1736um,2,funny,7,1358899057,-5,0,beardface909 100,1358950344,2013-01-23T14:12:24+00:00,Sheet Music for the Star Spangled Banner (Sporting Event Version),12,174egv,4,funny,8,1358950344,-4,3,Rockytriton 100,1359024481,2013-01-24T10:48:01+00:00,So I hear Alicia Keys will be opening the Super Bowl...,8,176mtx,2,funny,6,1359024481,-4,2, 100,1359071452,2013-01-24T23:50:52+00:00,In honor of the upcoming super bowl...,17,1780h3,6,funny,11,1359071452,-5,3, 1000,1312325091,2011-08-03T05:44:51-07:00,Joker's Boner,65,j7of5,37,funny,28,1312350291,9,6,MrBlockOfCheese 1000,1352602528,2012-11-11T02:55:28+00:00,When boner meant mistake . . .,15665,12zr9n,8835,funny,6830,1352602528,2005,126,Athejew 1000,1352604659,2012-11-11T10:30:59-07:00,The Joker Gangbangs His Way Into the Hearts of Gotham! [FIXED] (read the fine print),6,130lci,3,funny,3,1352629859,0,0, 1000,1352647211,2012-11-11T15:20:11+00:00,Joker's Boners... [FIXED],10,130f73,3,funny,7,1352647211,-4,0, 1000,1352649045,2012-11-11T15:50:45+00:00,"Wait, what? WTF Joker? That's not ok, man...",17,130gel,5,WTF,12,1352649045,-7,4, 10001,1305876174,2011-05-20T14:22:54-07:00,"Obama Sushi, I feel damaged.",41,hg7mq,31,pics,10,1305901374,21,4,RIAEvangelist 10001,1321442569,2011-11-16T18:22:49-07:00,"i'll have the obama roll, with extra wasabi",60,mf41l,45,pics,15,1321467769,30,6,herpichj 10001,1330303529,2012-02-27T07:45:29-07:00,Google search for "American Sushi",106,q84mz,81,WTF,25,1330328729,56,5,JGDC 10001,1349729096,2012-10-08T20:44:56+00:00,I saw your Hello Kitty Sushi and Raise you OBama Sushi,157,115n39,119,pics,38,1349729096,81,6,charles1er 10001,1349731973,2012-10-08T21:32:53+00:00,Obama Sushi,20,115qnt,11,pics,9,1349731973,2,3,imaznumkay 10001,1350867228,2012-10-22T00:53:48+00:00,Obamaki,12,11vd24,8,pics,4,1350867228,4,0,AMightySandwich #image_id,unixtime,rawtime,title,total_votes,reddit_id,number_of_upvotes,subreddit,number_of_downvotes,localtime,score,number_of_comments,Angle 0,1333172439,2012-03-31T12:40:39.590113-07:00,And here's a downvote.,63470,rmqjs,32657,funny,30813,1333197639,1844,622,Verdie 0,1333178161,2012-03-31T14:16:01.093638-07:00,Expectation,35,rmun4,29,GifSound,6,1333203361,23,3,Delmar 0,1333199913,2012-03-31T20:18:33.192906-07:00,Downvote,41,rna86,32,GifSound,9,1333225113,23,0,Delmar 0,1333252330,2012-04-01T10:52:10-07:00,Every time I downvote something,10,ro7e4,6,GifSound,4,1333277530,2,0,Delmar 0,1333272954,2012-04-01T16:35:54.393381-07:00,Downvote "Dies Irae",65,rooof,57,GifSound,8,1333298154,49,0,Delmar 0,1333761060,2012-04-07T08:11:00-07:00,"Demolished, every time you downvote someone",40,rxwjg,17,gifs,23,1333786260,-6,Lucile 0,1335503834,2012-04-27T12:17:14.103167-07:00,how i feel whenever i submit here,104,svpq7,67,fffffffuuuuuuuuuuuu,37,1335529034,30,12, 0,1339160075,2012-06-08T19:54:35.421944-07:00,getting that first downvote on a new post,13,usmxn,5,funny,8,1339185275,-3,0, 0,1339407879,2012-06-11T16:44:39.947798-07:00,How reddit seems to reacts whenever I share a milestone that I passed,14,uwzrd,6,funny,8,1339433079,-2,0, 0,1339425291,2012-06-11T21:34:51.692933-07:00,Every LastAirBender post with a NSFW tag,20,uxf5q,9,pics,11,1339450491,-2,0,Palmira 0,1340008115,2012-06-18T15:28:35.800140-07:00,How I felt when i forgot to put "spoiler" in a comment,21,v8vl7,10,gifs,11,1340033315,-1,0,Magda 0,1340020566,2012-06-18T18:56:06.440319-07:00,What r/AskReddit did to me when I asked something about 9gag.,271,v970d,210,gifs,61,1340045766,149,5,Forrest 0,1340084902,2012-06-19T12:48:22.539790-07:00,My brother when he found my reddit account.,8494,vah9p,4612,funny,3882,1340110102,730,64,Lachelle 0,1341036761,2012-06-30T13:12:41.517254-07:00,The reaction i face when i express a view for religion.,23,vuqcr,15,atheism,8,1341061961,7,4, 0,1341408717,2012-07-04T20:31:57.182234-07:00,How I feel on r/atheism,21,w27bp,8,funny,13,1341433917,-5,3,Marlin 0,1341779603,2012-07-09T03:33:23.514877-07:00,When I see a rage comic out of its sub Reddit.,24,w9k12,14,funny,10,1341804803,4,0,Beryl 0,1342782548,2012-07-20T18:09:08.903673-07:00,Sitting as a /new knight of /r/gaming seeing all the insanely twisted shadow planet flash sale posts.,21,wwjak,8,gaming,13,1342807748,-5,4,Ma 0,1343172264,2012-07-25T06:24:24.535558-07:00,How I act when I see a "How I feel when.." post in /r/funny,14,x4ogv,6,funny,8,1343197464,-2,0,Pat 0,1343626962,2012-07-30T12:42:42.262869-07:00,"Ohhh, that's a lovely picture of your country.",14,xenyw,7,pics,7,1343652162,0,Magan 0,1344874478,2012-08-13T23:14:38-07:00,Pretty much what happened to my pixel art post on /r/minecraft.,1,y6v1k,1,gifs,0,1344899678,1,0, 0,1344923101,2012-08-14T12:45:01-07:00,Anatomy of a downvote,167,y7wwi,97,gifs,70,1344948301,27,6,Reina 0,1347339289,2012-09-11T04:54:49+00:00,Whenever I See a Post Complaining About Downvotes,10,zp04o,6,funny,4,1347339289,2,0, 0,1347771382,2012-09-16T04:56:22+00:00,Seeing the same thing posted multiple times by the same person in 'new',56,zyk4s,39,funny,17,1347771382,22,0,Marita 0,1347806800,2012-09-16T21:46:40-07:00,"Seeing something you posted yesterday on the front page, posted by someone else",14,100bfe,9,funny,5,1347832000,4,Magan 0,1347923765,2012-09-17T23:16:05+00:00,When I remember it's Monday...,3,101rif,1,funny,2,1347923765,-1,0, 0,1348431656,2012-09-23T20:20:56+00:00,Destructive downvote,257,10ctqr,219,GifSound,38,1348431656,181,14,Delmar 0,1348800190,2012-09-28T02:43:10+00:00,How I Reddit when drinking bourbon whiskey. Sorry everyone. (gif.),21,10llkg,10,funny,11,1348800190,-1,4,Pearline 1,1347043558,2012-09-07T18:45:58+00:00,This is incredible; note how the faces look before you stare at the center of the image,78,zio2h,60,gifs,18,1347043558,42,12,Christin 1,1347164191,2012-09-09T04:16:31+00:00,What the...,4,zl7eu,2,gif,2,1347164191,0,0,Jayna 1,1351825236,2012-11-02T03:00:36+00:00,The faces...,122,12huw6,92,WTF,30,1351825236,62,23,Ismael 1,1351934419,2012-11-03T09:20:19+00:00,"Definitely one of the weirder GIFs I've come across. Look at the text in the centre, the faces in your peripheral vision will become increasingly fucked up, but the s econd you look directly at the faces they'll become normal.",13121,12k4kx,7452,WTF,5669,1351934419,Mathew 1,1352759302,2012-11-12T22:28:22+00:00,Look in the middle,14,1335av,1,WTF,13,1352759302,-12,3,Indira 100,1358858328,2013-01-22T12:38:48+00:00,Included in the informational packet given to performing artists before a sporting event.,8,171vu0,5,funny,3,1358858328,2,0,Stevie 100,1358871815,2013-01-22T16:23:35+00:00,how people tend to sing the national anthem at sporting events these days,10,17272u,7,pics,3,1358871815,4,3,Jeanne 100,1358873901,2013-01-22T16:58:21+00:00,Star Spangled Banner - Sporting Event Version,5,1729gb,4,funny,1,1358873901,3,0,Wendolyn 100,1358874067,2013-01-22T17:01:07+00:00,How to sing the national anthem at a sporting event.,15104,1729nd,8548,funny,6556,1358874067,1992,352,Niki 100,1358880415,2013-01-22T18:46:55+00:00,Star Spangled Banner - Sporting Event Edition,13,172htq,8,funny,5,1358880415,3,0,Chris 100,1358882437,2013-01-22T19:20:37+00:00,Star Spangled Banner: Sporting Event Version,19,172ki8,11,funny,8,1358882437,3,2, 100,1358893345,2013-01-22T22:22:25+00:00,Star Spangled Banner - Sporting Event Version,13,172zeg,8,funny,5,1358893345,3,0,Ernestine 100,1358895795,2013-01-22T23:03:15+00:00,How the American national anthem is generally performed in public.,6,1732pc,3,pics,3,1358895795,0,2, 100,1358898147,2013-01-22T23:42:27+00:00,As painfully slow as possible.,12,1735pk,5,funny,7,1358898147,-2,0, 100,1358899057,2013-01-22T23:57:37+00:00,How to sing the Star Spangled Banner,9,1736um,2,funny,7,1358899057,-5,0,Thanh 100,1358950344,2013-01-23T14:12:24+00:00,Sheet Music for the Star Spangled Banner (Sporting Event Version),12,174egv,4,funny,8,1358950344,-4,3,Kara 100,1359024481,2013-01-24T10:48:01+00:00,So I hear Alicia Keys will be opening the Super Bowl...,8,176mtx,2,funny,6,1359024481,-4,2, 100,1359071452,2013-01-24T23:50:52+00:00,In honor of the upcoming super bowl...,17,1780h3,6,funny,11,1359071452,-5,3, 1000,1312325091,2011-08-03T05:44:51-07:00,Joker's Boner,65,j7of5,37,funny,28,1312350291,9,6,Marissa 1000,1352602528,2012-11-11T02:55:28+00:00,When boner meant mistake . . .,15665,12zr9n,8835,funny,6830,1352602528,2005,126,Boris 1000,1352604659,2012-11-11T10:30:59-07:00,The Joker Gangbangs His Way Into the Hearts of Gotham! [FIXED] (read the fine print),6,130lci,3,funny,3,1352629859,0,0, 1000,1352647211,2012-11-11T15:20:11+00:00,Joker's Boners... [FIXED],10,130f73,3,funny,7,1352647211,-4,0, 1000,1352649045,2012-11-11T15:50:45+00:00,"Wait, what? WTF Joker? That's not ok, man...",17,130gel,5,WTF,12,1352649045,Charlesetta 10001,1305876174,2011-05-20T14:22:54-07:00,"Obama Sushi, I feel damaged.",41,hg7mq,31,pics,10,1305901374,21,Shea 10001,1321442569,2011-11-16T18:22:49-07:00,"i'll have the obama roll, with extra wasabi",60,mf41l,45,pics,15,1321467769,30,Victoria 10001,1330303529,2012-02-27T07:45:29-07:00,Google search for "American Sushi",106,q84mz,81,WTF,25,1330328729,56,5,Kellye 10001,1349729096,2012-10-08T20:44:56+00:00,I saw your Hello Kitty Sushi and Raise you OBama Sushi,157,115n39,119,pics,38,1349729096,81,6,Deedee 10001,1349731973,2012-10-08T21:32:53+00:00,Obama Sushi,20,115qnt,11,pics,9,1349731973,2,3,Iva 10001,1350867228,2012-10-22T00:53:48+00:00,Obamaki,12,11vd24,8,pics,4,1350867228,4,0,Jocelyn
Great, the job applied the defined masking algorithm to csv file. Also, notice that it's possible to mask any supported sources located on the HADOOP Vfile.
This demonstrates how it's possible to bring HADOOP's non-production environments to the next level, by combining Delphix capabilities with NFS CONNECTOR.
Next post, I will be demonstrating the second option "SEMI INTEGRATION"
![HOW DELPHIX HELPS ANSWER COMPLIANCE REGELATORY [Part-I]](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgs8fiyxWTbh7XbbB9cz8Fg6e7jUj2bgZofl4X29Lz4ykzIKGDHm9vzBjxRq-SO7pYdzBshpbPjaM0nfHLXIsJlRa3_bOde6estlgoYGXVrVE4xcqApZlaAzUjP0_k6XPqurd9nrJXRZfxX/s72-c/pic1.png)
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