Keller Scholl Keller Scholl - 9 months ago 48
Python Question

Is it possible to invert an arbitrary lambda in Python?

I have been playing around with Python and math lately, and I ran in to something I have yet to be able to figure out. Namely, is it possible, given an arbitrary lambda, to return the inverse of that lambda for mathematical operations? That is, invertLambda such that invertLambda(lambda x:(x+2))(2) = 0. The fact that lambdas are restricted to expressions gives me hope, but so far I have not been able to make it work. I understand that any result would have problems with functions that lose information, but I am willing to restrict users and myself to lossless functions if I have to.

Answer Source

Of course not: if lambda is not an injective function, you cannot invert it. Example: you cannot invert lambda mapping x to x*x, since the sign of the original x is lost.

Leaving injectivity aside, there are functions which are computationally very complex to invert. Consider, for example, restoring the original value from its md5 hash. (For a lambda calculating md5 hash, inverted function must break md5 in cryptological sense!)

indeed, we can theoretically make lambdas invertable if we restrict the expressions which can be used there. For example, if the lambda is a linear function of 1 argument, we can easily invert it. If it's a polynomial of degree > 4, we have a problem with algebraically exact solution.

Of course, we could refrain from exact solution, and just invert the function numerically. This is possible, using, well, any method of numerical solving of the equation lambda(x) = value will do (the simplest be binary search).