import network | |
class ModuleTypeIa3(network.ModuleType): | |
def create_module(self, net: network.Network, weights: network.NetworkWeights): | |
if all(x in weights.w for x in ["weight"]): | |
return NetworkModuleIa3(net, weights) | |
return None | |
class NetworkModuleIa3(network.NetworkModule): | |
def __init__(self, net: network.Network, weights: network.NetworkWeights): | |
super().__init__(net, weights) | |
self.w = weights.w["weight"] | |
self.on_input = weights.w["on_input"].item() | |
def calc_updown(self, orig_weight): | |
w = self.w.to(orig_weight.device, dtype=orig_weight.dtype) | |
output_shape = [w.size(0), orig_weight.size(1)] | |
if self.on_input: | |
output_shape.reverse() | |
else: | |
w = w.reshape(-1, 1) | |
updown = orig_weight * w | |
return self.finalize_updown(updown, orig_weight, output_shape) | |