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Install Apache2 and PHP
 apt-get install apache2 php5 libapache2-mod-php5

Install curl support for PHP
 apt-get install curl libcurl3 libcurl3-dev php5-curl php5-mcrypt

Install memcache for PHP
 apt-get install memcached libevent-dev
 apt-get install libmemcached5 libmemcached-tools
 apt-get install php5-memcache

Restart Apache2
 /etc/init.d/apache2 restart

Install Sun java
 add-apt-repository ppa:sun-java-community-team/sun-java6
 apt-get update
 apt-get install sun-java6-jre sun-java6-jdk

If you have other versions of Java installed, after the installation of Sun Java you need to choice a default one by:
 update-alternatives --config java

Install Maven
 apt-get install maven2

Install Git
 apt-get install git-core

Install CouchDB-Lucene
Checkout the couchdb-lucene from its repository:
 cd /var/tmp/
 git clone git://github.com/rnewson/couchdb-lucene.git

Build couchdb-lucene
 cd couchdb-lucene
 mvn

Now there is a zip couchdb-lucene in the target/ directory. Decompress it and move it to /usr/local/
 tar zxvf couchdb-lucene-0.6-SNAPSHOT-dist.tar.gz
 mv couchdb-lucene-0.6-SNAPSHOT /usr/local/couchdb-lucene

Setting up CouchDB-Lucene
 vi /etc/couchdb/local.ini

With the following content:
 [couchdb]
 os_process_timeout=60000 ; increase the timeout from 5 seconds.

 [external]
 fti=/usr/bin/python /var/local/couchdb-lucene/tools/couchdb-external-hook.py

 [httpd_db_handlers]
 _fti = {couch_httpd_external, handle_external_req, <<"fti">>}

Start CouchDB-Lucene
 /usr/local/couchdb-lucene/bin/run