Sigmoid函數的替代：overflow encountered in exp in computing the logistic function

RuntimeWarning: overflow encountered in exp in computing the logistic function

以下是sigmoid函數的標准寫法，但是如果x很大或導致函數exp(-x)溢出

def logistic_function(x):
#     x = np.float64(x)
    return 1.0 / (1.0 + np.exp(-x))

安全的替代寫法如下：

def logistic_function(x):
    return .5 * (1 + np.tanh(.5 * x))