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Accumulo has a simple test suite that verifies that data is not lost at scale. | ||
This test suite is called continuous ingest. This test runs many ingest | ||
clients that continually create linked lists containing 25 million nodes. At | ||
some point the clients are stopped and a map reduce job is run to ensure no | ||
linked list has a hole. A hole indicates data was lost. | ||
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This project is a version of the test suite written using Gora. Theoretically | ||
it could run against other column stores. Currently I have only tested it at | ||
scale using Accumulo. | ||
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Below is rough sketch of how data is written. For specific details look at the | ||
Generator code. | ||
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1 Write out 1 million nodes | ||
2 Flush | ||
3 Write out 1 million that reference previous million | ||
4 If this is the 25th set of 1 million nodes, then update 1st set of million | ||
to point to last | ||
5 goto 1 | ||
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The key is that nodes only reference flushed nodes. Therefore a node should | ||
never reference a missing node, even if the ingest client is killed at any | ||
point in time. | ||
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When running this test suite w/ Accumulo we also run a script called the | ||
Agitator that randomly and continuously kills server processes. We found many | ||
data loss bugs in Accumulo by doing this. This test suite can also help find | ||
bugs that impact uptime and stability when run for day or weeks. | ||
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This test suite consist of a few Java programs, a little helper script to run | ||
the java programs, and a maven script to build it. To build the code, you may | ||
need to edit the maven script to point to the gora data store that you want to | ||
use. Or just use the maven script to build this java code, and copy whatever | ||
dependencies you need into lib. To compile, do "mvn compile package". The | ||
current maven build script depends on an unreleased version of Accumulo and an | ||
un released version of gora-accumulo. Both of these can be downloaded and | ||
installed in your local maven repo using mvn install. | ||
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Below is a description of the Java programs | ||
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* goraci.Generator - A map only job that generates data. | ||
* goraci.Verify - A map reduce job that looks for holes. Look at the | ||
counts after running. REFERENCED and UNREFERENCED are | ||
ok, any UNDEFINED counts are bad. Do not run at the | ||
same time as the Generator. | ||
* goraci.Walker - A standalong program that start following a linked list | ||
and emits timing info. | ||
* goraci.Print - A standalone program that prints nodes in the linked list | ||
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goraci.sh is a helper script that you can use to run the above programs. It | ||
assumes all needed jars are in the lib dir. It does not need the package name. | ||
You can just run "./goraci.sh Generator", below is an example. | ||
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$ ./goraci.sh Generator | ||
Usage : Generator <num mappers> <num nodes> | ||
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This test suite does not do everything that the Accumulo test suite does, | ||
mainly it does not collect statistics and generate reports. | ||
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{ | ||
"type": "record", | ||
"name": "CINode", | ||
"namespace": "goraci.generated", | ||
"fields" : [ | ||
{"name": "prev", "type": "long"}, | ||
{"name": "client", "type": "string"}, | ||
{"name": "count", "type": "long"} | ||
] | ||
} |
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#!/bin/sh | ||
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GORACI_HOME=`dirname "$0"` | ||
export HADOOP_CLASSPATH=$(JARS=("$GORACI_HOME/lib"/*.jar); IFS=:; echo "${JARS[*]}") | ||
LIBJARS=`echo $HADOOP_CLASSPATH | tr : ,` | ||
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PACKAGE="goraci" | ||
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CMD=$1 | ||
shift | ||
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hadoop jar "$GORACI_HOME/lib/goraci-0.0.1-SNAPSHOT.jar" "$PACKAGE.$CMD" -libjars $LIBJARS $@ | ||
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<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
<modelVersion>4.0.0</modelVersion> | ||
<groupId>goraci</groupId> | ||
<artifactId>goraci</artifactId> | ||
<version>0.0.1-SNAPSHOT</version> | ||
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<dependencies> | ||
<dependency> | ||
<groupId>org.apache.gora</groupId> | ||
<artifactId>gora-core</artifactId> | ||
<version>0.2-SNAPSHOT</version> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.apache.hadoop</groupId> | ||
<artifactId>avro</artifactId> | ||
<version>1.3.3</version> | ||
</dependency> | ||
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<!-- begin dependencies for accumulo.... all needed runtime deps are specified | ||
because enabling transitive deps brings in too much junk. Comment out if not | ||
using accumulo --> | ||
<!-- see https://issues.apache.org/jira/browse/GORA-65 to obtain source | ||
for gora-accumulo --> | ||
<dependency> | ||
<groupId>org.apache.gora</groupId> | ||
<artifactId>gora-accumulo</artifactId> | ||
<version>0.2-SNAPSHOT</version> | ||
<scope>runtime</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.accumulo</groupId> | ||
<artifactId>accumulo-core</artifactId> | ||
<version>1.4.0-incubating-SNAPSHOT</version> | ||
<scope>runtime</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.accumulo</groupId> | ||
<artifactId>cloudtrace</artifactId> | ||
<version>1.4.0-incubating-SNAPSHOT</version> | ||
<scope>runtime</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.thrift</groupId> | ||
<artifactId>libthrift</artifactId> | ||
<version>0.6.1</version> | ||
<scope>runtime</scope> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.hadoop</groupId> | ||
<artifactId>zookeeper</artifactId> | ||
<version>3.3.1</version> | ||
<scope>runtime</scope> | ||
</dependency> | ||
<!-- end accumulo deps --> | ||
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</dependencies> | ||
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<build> | ||
<plugins> | ||
<plugin> | ||
<artifactId>maven-dependency-plugin</artifactId> | ||
<version>2.4</version> | ||
<executions> | ||
<execution> | ||
<id>copy-dependencies</id> | ||
<phase>package</phase> | ||
<goals> | ||
<goal>copy-dependencies</goal> | ||
</goals> | ||
<configuration> | ||
<outputDirectory>lib</outputDirectory> | ||
<overWriteReleases>false</overWriteReleases> | ||
<overWriteSnapshots>true</overWriteSnapshots> | ||
<overWriteIfNewer>true</overWriteIfNewer> | ||
<excludeTransitive>true</excludeTransitive> | ||
</configuration> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
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<plugin> | ||
<artifactId>maven-jar-plugin</artifactId> | ||
<version>2.3</version> | ||
<configuration> | ||
<outputDirectory>lib</outputDirectory> | ||
</configuration> | ||
</plugin> | ||
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<plugin> | ||
<artifactId>maven-clean-plugin</artifactId> | ||
<version>2.4.1</version> | ||
<configuration> | ||
<filesets> | ||
<fileset> | ||
<directory>lib</directory> | ||
<includes> | ||
<include>**/*.jar</include> | ||
</includes> | ||
<followSymlinks>false</followSymlinks> | ||
</fileset> | ||
</filesets> | ||
</configuration> | ||
</plugin> | ||
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</plugins> | ||
</build> | ||
</project> |
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/** | ||
* Licensed to the Apache Software Foundation (ASF) under one or more | ||
* contributor license agreements. See the NOTICE file distributed with | ||
* this work for additional information regarding copyright ownership. | ||
* The ASF licenses this file to You 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. | ||
*/ | ||
package goraci; | ||
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import goraci.generated.CINode; | ||
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import java.io.IOException; | ||
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import org.apache.gora.store.DataStore; | ||
import org.apache.gora.store.DataStoreFactory; | ||
import org.apache.hadoop.conf.Configuration; | ||
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/** | ||
* | ||
*/ | ||
public class Clear { | ||
public static void main(String[] args) throws IOException { | ||
DataStore<Long,CINode> store = DataStoreFactory.getDataStore(Long.class, CINode.class, new Configuration()); | ||
store.truncateSchema(); | ||
store.close(); | ||
} | ||
} |
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