Bytes Unserialized: Hadoop

Tuesday, December 16, 2014

Configuring Hadoop on Ubuntu in pseudo-distributed mode

Hadoop is an open-source Apache project that enables processing of extremely large datasets in a distributed computing environment. There are three different modes in which it can be run:

1. Standalone Mode
2. Pseudo-Distributed Mode
3. Fully-Distributed Mode

This post covers setting up of Hadoop 2.5.1 in a Pseudo-distributed mode on an Ubuntu machine. For setting up hadoop on OSx, refer to this post .

Prerequisites

Java: Install Java if it isn’t installed on your system.
Keyless SSH : First, ensure ssh is installed. Then generate the key pairs.

$sudo apt-get install ssh
$ssh-keygen -t dsa -P '' -f ~/.ssh/id_dsa
$cat ~/.ssh/id_dsa.pub >> ~/.ssh/authorized_keys

Now ssh into your localhost and allow authorization.
rsync utility:

$sudo apt-get install rsync

Installation

Download Hadoop from the Apache Hadoop site. Unpack the .tar to the location of your choice and assign ownership to the user setting up Hadoop. At the time of this writing, the latest version available is 2.5.2.

Configuration

Every component of Hadoop is configured using an XML file specifically located in hadoop-2.5.2/etc/hadoop.MapReduce properties go in mapred-site.xml, HDFS properties in hdfs-site.xml and common properties in core-site.xml. The general Hadoop environment properties are found in hadoop-env.sh.

hadoop-env.sh

# set to the root of your Java installation
export JAVA_HOME=/usr

# Assuming your installation directory is /user/hadoop
export HADOOP_PREFIX=/user/hadoop

For the rest of this post, we refer to /user/hadoop when we say $HADOOP_HOME.

core-site.xml

<configuration>
    <property>
        <name>fs.defaultFS</name>
        <value>hdfs://localhost:9000</value>
    </property>
</configuration>

hdfs-site.xml

The Hadoop Distributed File System properties go in this config file. Since we are only setting up one node, we set the value of dfs.replication to 1.

<configuration>
    <property>
        <name>dfs.replication</name>
        <value>1</value>
    </property>
</configuration>

Execution

Before starting the daemons we must format the newly installed HDFS.

$ cd $HADOOP_HOME
$ bin/hdfs namenode -format

Start the Daemons:

$ cd $HADOOP_HOME
$ sbin/start-dfs.sh

Monitoring
By default, the web interface for NameNode is available at http://localhost:50070

Check the output of jps

$jps
10582 SecondaryNameNode
10260 NameNode
10685 Jps
10404 DataNode

Running Examples
1. Create the HDFS directories required to execute MapReduce jobs:

$ cd $HADOOP_HOME
$ bin/hdfs dfs -mkdir /user
$ bin/hdfs dfs -mkdir /user/<username>

2. Copy the input files to the Hadoop Distributed File System

$ bin/hdfs dfs -put etc/hadoop input

3. Run the example provided

$ bin/hadoop jar share/hadoop/mapreduce/hadoop-mapreduce-examples-2.5.2.jar grep input output 'dfs[a-z.]+'

4. View the output files on HDFS

$ bin/hdfs dfs -cat output/*

Stop the Daemons:

$ cd $HADOOP_HOME
$ sbin/stop-dfs.sh

Reference : http://hadoop.apache.org/docs/current/hadoop-project-dist/hadoop-common/SingleCluster.html#Pseudo-Distributed_Operation

Friday, November 7, 2014

Configuring Hadoop on Mac OSx in pseudo-distributed cluster mode.

Hadoop is an open-source Apache project that enables processing of extremely large datasets in a distributed computing environment. There are three different modes in which it can be run:

1. Standalone Mode
2. Pseudo-Distributed Mode
3. Fully-Distributed Mode

This post covers setting up of Hadoop 2.5.1 in a Pseudo-distributed mode. A Pseudo-Distributed mode is one where each hadoop daemon runs as a separate java process.

Prerequisites

Java: Install Java if it isn’t installed on your mac.
Homebrew: Homebrew is a package manager for Mac. You can find the installation instructions here
Keyless SSH : First, ensure Remote Login under System Preferences -> Sharing is checked to enable SSH. Generate the key pairs.

$ssh-keygen -t dsa -P '' -f ~/.ssh/id_dsa
$cat ~/.ssh/id_dsa.pub >> ~/.ssh/authorized_keys

Now ssh into your localhost and allow authorization.

Installation

This is where Homebrew is used.

$brew install Hadoop

If you do not want to use homebrew or you want to install a specific version of Hadoop, you can download it from the Apache Hadoop. Unpack the .tar to the location of your choice and assign ownership to the user setting up Hadoop.

Configuration

Every component of Hadoop is configured using an XML file specifically located in /usr/local/Cellar/hadoop/2.5.1/libexec/etc/hadoop.MapReduce properties go in mapred-site.xml, HDFS properties in hdfs-site.xml and common properties in core-site.xml. The general Hadoop environment properties are found in hadoop-env.sh.

hadoop-env.sh

Replace the existing HADOOP_OPTS with following.

export HADOOP_OPTS="-Djava.security.krb5.realm=OX.AC.UK -Djava.security.krb5.kdc=kdc0.ox.ac.uk:kdc1.ox.ac.uk"

If Homebrew was not used to install Hadoop, kindly point the JAVA_HOME to your java installation.

core-site.xml

<configuration>
    <property>
        <name>fs.defaultFS</name>
        <value>hdfs://localhost:9000</value>
    </property>
</configuration>