def __init__(self, n_in, n_out, init_func, acti_func, W=None, b=None):
super(DenseLayer, self).__init__()
if W is None:
W = init_func((n_in, n_out))
if b is None:
b = shared_zeros((n_out,))
self.W = W
self.b = b
self.acti_func = acti_func
def __init__(self, filter_shape, init_func, acti_func, W=None, b=None, border_mode="valid"):
'''
border_mode is either valid or full.
'''
if W is None:
W = init_func(filter_shape)
if b is None:
b = shared_zeros((filter_shape[0],))
self.W = W
self.b = b
self.acti_func = acti_func
self.filter_shape = filter_shape
self.border_mode = border_mode