I use "Fedora".
I have installed ruby, rubygems, rails, sqlite-devel
Ruby 1.8.7
Rails 3.0.4
gem 1.5.2

#gem install sqlite3
Building native extensions.  This could take a while...
ERROR:  Error installing sqlite3:
  ERROR: Failed to build gem native extension.

        /usr/bin/ruby extconf.rb
checking for sqlite3.h... no
sqlite3.h is missing. Try 'port install sqlite3 +universal'
or 'yum install sqlite3-devel' and check your shared library search path
(the
location where your sqlite3 shared library is located).
*** extconf.rb failed ***
Could not create Makefile due to some reason, probably lack of
necessary libraries and/or headers.  Check the mkmf.log file for more
details.  You may need configuration options.

Provided configuration options:
  --with-opt-dir
  --without-opt-dir
  --with-opt-include
  --without-opt-include=${opt-dir}/include
  --with-opt-lib
  --without-opt-lib=${opt-dir}/lib
  --with-make-prog
  --without-make-prog
  --srcdir=.
  --curdir
  --ruby=/usr/bin/ruby
  --with-sqlite3-dir
  --without-sqlite3-dir
  --with-sqlite3-include
  --without-sqlite3-include=${sqlite3-dir}/include
  --with-sqlite3-lib
  --without-sqlite3-lib=${sqlite3-dir}/lib


Gem files will remain installed in
/usr/lib/ruby/gems/1.8/gems/sqlite3-1.3.3 for inspection.
Results logged to
/usr/lib/ruby/gems/1.8/gems/sqlite3-1.3.3/ext/sqlite3/gem_make.out

I surfed the net and found many similar posts. But couldnt find a proper
solution for it.
Awaiting good response.. Thank you..

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