Tensorflow: How to inverse model.predict()?

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Assuming I have a function: x -> y which I model with tensorflow:

I would like to inverse the model prediction going from y -> x (going back to find a probable input from the input layer)

I know that I can call something like model.predict(x) to predict y. Is there a way to do inverseModel.predictInput(y) = x ?

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