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Setting up a Hadoop cluster on a laptop for learning purposes involves creating a small-scale, single-node cluster that mimics the distributed nature of Hadoop. Here are simplified steps to set up a Hadoop cluster on your laptop:
Prerequisites: Before you begin, ensure that you have the following prerequisites installed on your laptop:
Java Development Kit (JDK):
SSH:
Hadoop Binary:
Steps to Set Up a Single-Node Hadoop Cluster:
Extract Hadoop Tarball:
tar -zxvf hadoop-x.x.x.tar.gz
Configure Hadoop:
Navigate to the Hadoop home directory and configure Hadoop by editing the configuration files. Key configuration files include core-site.xml
, hdfs-site.xml
, and mapred-site.xml
in the etc/hadoop/
directory.
Configure core-site.xml
:
<configuration> <property> <name>fs.defaultFS</name> <value>hdfs://localhost:9000</value> </property> </configuration>
Configure hdfs-site.xml
:
<configuration> <property> <name>dfs.replication</name> <value>1</value> </property> </configuration>
Rename mapred-site.xml.template
to mapred-site.xml
and configure it:
<configuration> <property> <name>mapreduce.framework.name</name> <value>yarn</value> </property> </configuration>
Format HDFS:
bin/hdfs namenode -format
Start Hadoop Services:
sbin/start-dfs.sh sbin/start-yarn.sh
Verify Hadoop Installation:
Run a Sample MapReduce Job:
bin/hadoop jar share/hadoop/mapreduce/hadoop-mapreduce-examples-x.x.x.jar pi 10 100
This command estimates the value of pi using a MapReduce job.
Stop Hadoop Services:
sbin/stop-dfs.sh sbin/stop-yarn.sh
This setup provides a basic single-node Hadoop cluster for learning purposes. Keep in mind that this configuration is not suitable for production use, and a real distributed cluster would involve multiple nodes. Additionally, you can explore other Hadoop ecosystem components and tools as you progress in your learning journey.
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