def __init__(self, *args):
super(RNN, self).__init__(*args)
self.h = utils.create_shared_variable(self.default_init,
(1, self.num_hidden))
self.x_to_h = utils.create_shared_variable(
self.hidden_to_hidden_init, (self.num_input, self.num_hidden))
self.h_to_h = utils.create_shared_variable(
self.hidden_to_hidden_init, (self.num_hidden, self.num_hidden))
self.b_h = utils.create_shared_variable(self.default_init,
(self.num_hidden, ))
def __init__(self, *args):
super(RNN, self).__init__(*args)
self.h = utils.create_shared_variable(self.default_init,
(1, self.num_hidden))
self.x_to_h = utils.create_shared_variable(self.hidden_to_hidden_init,
(self.num_input,
self.num_hidden))
self.h_to_h = utils.create_shared_variable(self.hidden_to_hidden_init,
(self.num_hidden,
self.num_hidden))
self.b_h = utils.create_shared_variable(self.default_init,
(self.num_hidden,))
def __init__(self,
num_input,
num_output,
weight_init=lasagne.init.Orthogonal,
bias_init=lasagne.init.Uniform):
self.num_input = num_input
self.num_output = num_output
self.weight_init = weight_init
self.bias_init = bias_init
self.w = utils.create_shared_variable(self.weight_init,
(self.num_input,
self.num_output,))
self.b = utils.create_shared_variable(self.bias_init,
(self.num_output,))
def __init__(self, *args):
super(LSTM, self).__init__(*args)
self.h = utils.create_shared_variable(self.default_init,
(1, self.num_hidden))
self.c = utils.create_shared_variable(self.default_init,
(1, self.num_hidden))
self.x_to_inter = utils.create_shared_variable(self.hidden_to_hidden_init,
(self.num_input,
4*self.num_hidden,))
self.h_to_inter = utils.create_shared_variable(self.hidden_to_hidden_init,
(self.num_hidden,
4*self.num_hidden,))
self.b_inter = utils.create_shared_variable(self.default_init,
(4*self.num_hidden,))
def __init__(self,
num_input,
num_output,
weight_init=lasagne.init.Orthogonal,
bias_init=lasagne.init.Uniform):
self.num_input = num_input
self.num_output = num_output
self.weight_init = weight_init
self.bias_init = bias_init
self.w = utils.create_shared_variable(self.weight_init,
(self.num_input,
self.num_output,))
self.b = utils.create_shared_variable(self.bias_init,
(self.num_output,))