Why not save a library of random numbers instead of generating them

Why do we have to generate a uniformly distributed random number in [0,1) and use it to get a random number from a target distribution f(x)? Why not just build a library for the common distributions say binomial, geometric distribution and as such, so we could just look up and get as many random numbers as we want from the library?