There is no need for apt-fast or other wrappers. apt.conf has a feature to enable parallel downloads and make your apt-get work much faster. Here is the tip!
Edit (or create) the apt.conf file:
sudo vim /etc/apt/apt.conf
Add the following line, then save.
For more check out the apt.conf man page.