hi zakariya saidi..
A nice discussion so far indeed. Well the amplifiers differ in their operating principle and gain limits as well.
you can go through the following link to understand better. :
http://www.fiber-optic-tutorial.com/comparison-of-different-optical-amplifiers.html
I hope you get benefitted. All the best.
Regards
Naazira