I managed to find a post on Physics StackExchange :
http://physics.stackexchange.com/questions/179393/any-tips-on-evaluating-riemann-tensor
which details what I feared. The process it self is too tedious. The best solution is to use a symbolic package which can do all these calculations, like for example the python package SymPy.