Lightweight, and Efficient FTP server

vsftpd is probably the most secure and fastest FTP server for UNIX-like systems (from what its website says).

Howto: Easy FTP with vsftpd
http://ubuntuforums.org/showthread.php?t=518293

Ref: http://vsftpd.beasts.org