def __init__(self, num_hidden, w_init=XavierUniform(), b_init=Zeros()):
super().__init__()
self.n_h = num_hidden
self.initializers = {
"W_g": w_init,
"W_c": w_init,
"b_g": b_init,
"b_c": b_init
}
def __init__(self,
kernel,
stride=(1, 1),
padding="SAME",
w_init=XavierUniform(),
b_init=Zeros()):
super().__init__(kernel, stride, padding, w_init, b_init)
self.origin_stride = stride
self.stride = (1, 1)
def __init__(self,
num_out,
w_init=XavierUniform(),
b_init=Zeros()):
super().__init__()
self.initializers = {"w": w_init, "b": b_init}
self.shapes = {"w": [None, num_out], "b": [num_out]}
self.inputs = None
def __init__(self,
num_hidden,
activation,
bptt_trunc=None,
w_init=XavierUniform(),
b_init=Zeros()):
super().__init__()
self.num_hidden = num_hidden
self.activation = activation
self.bptt_trunc = bptt_trunc
self.initializer = {"W": w_init, "V": w_init, "U": w_init,
"b": b_init, "c": b_init}
def __init__(self,
kernel,
stride=(1, 1),
padding="SAME",
w_init=XavierUniform(),
b_init=Zeros()):
super().__init__()
self.kernel_shape = kernel
self.stride = stride
self.initializers = {"w": w_init, "b": b_init}
self.shapes = {"w": self.kernel_shape, "b": self.kernel_shape[-1]}
self.padding_mode = padding
self.padding = None