Searching sample distribution with given parameteres

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I have a very simple question, but it is hard, at least to me, for giving a solution.

Given values of mean, variance and median, can you find a method to generate a random sample with these parameters?

For example, mean = 2, var = 20 and median = 4

I'm searching for any type of distribution: discrete or continous.

What do you think?