How (re)sampling from my custom probability mass function with Edward or TensorFlow?

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I collected some data, draw a histogram and did statical estimation using kernel density estimation, so I got my custom probability mass function. But I cannot resample from the function.

So, it is estimable P(X=x) but cannot resample x ~ P(x).

How (re)sampling from my custom probability mass function with Edward or TensorFlow?

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