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import network
class ModuleTypeGLora(network.ModuleType):
def create_module(self, net: network.Network, weights: network.NetworkWeights):
if all(x in weights.w for x in ["a1.weight", "a2.weight", "alpha", "b1.weight", "b2.weight"]):
return NetworkModuleGLora(net, weights)
return None
# adapted from https://github.com/KohakuBlueleaf/LyCORIS
class NetworkModuleGLora(network.NetworkModule): # pylint: disable=abstract-method
def __init__(self, net: network.Network, weights: network.NetworkWeights):
super().__init__(net, weights)
if hasattr(self.sd_module, 'weight'):
self.shape = self.sd_module.weight.shape
self.w1a = weights.w["a1.weight"]
self.w1b = weights.w["b1.weight"]
self.w2a = weights.w["a2.weight"]
self.w2b = weights.w["b2.weight"]
def calc_updown(self, target): # pylint: disable=arguments-differ
w1a = self.w1a.to(target.device, dtype=target.dtype)
w1b = self.w1b.to(target.device, dtype=target.dtype)
w2a = self.w2a.to(target.device, dtype=target.dtype)
w2b = self.w2b.to(target.device, dtype=target.dtype)
output_shape = [w1a.size(0), w1b.size(1)]
updown = (w2b @ w1b) + ((target @ w2a) @ w1a)
return self.finalize_updown(updown, target, output_shape)
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