The active function in my CNN has the form:

abs(X)< tou  f = 1.716tanh(0.667x)
x >= tou     f = 1.716[tanh(2tou/3)+tanh'(2tou/3)(x-tou)]
x <= tou.    f = 1.716[tanh(-2tou/3)+tanh'(-2tou/3)(x+tou)]

How can I achieve it in theano?

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