nn_layers.py 文件源码

def output_func(self, input):
        # P(Y|X) = softmax(W.X + b)
        q, a = input[0], input[1]
        dot = T.batched_dot(q, T.dot(a, self.W))

        self.p_y_given_x = T.nnet.softmax(dot + self.b.dimshuffle('x', 0))
        self.prob = self.p_y_given_x[:,-1]
        self.y_pred = T.argmax(self.p_y_given_x, axis=1)
        return self.y_pred