def __new__(cls, x, w, b, filter=3, stride=1, padding=0):
filter, stride, padding = (tuplize(x)
for x in (filter, stride, padding))
in_shape = x.shape[1:]
out_shape = [w.shape[0]]
out_shape.extend(out_size(x.shape[2:], filter, stride, padding))
return cls.calc_value(x, w, b, in_shape, out_shape, filter, stride,
padding)
def __new__(cls, x, filter=3, stride=1, padding=0, ceil_mode=False):
filter, stride, padding = (tuplize(x)
for x in (filter, stride, padding))
in_shape = x.shape[1:]
out_shape = [
x.shape[1],
]
out_shape.extend(
out_size(x.shape[2:], filter, stride, padding,
ceil_mode=ceil_mode))
return cls.calc_value(x, in_shape, out_shape, filter, stride, padding)