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Fast (uniform) random integer generation

I'm doing some largish experiments involving randomness, and I think random number generation may be the bottleneck. Is there a way to make the random number generator significantly faster without sacrificing the validity of results? I don't especially care that the RNG be cryptographically secure or anything like that.