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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):
- 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, orig_weight):
- w1a = self.w1a.to(orig_weight.device)
- w1b = self.w1b.to(orig_weight.device)
- w2a = self.w2a.to(orig_weight.device)
- w2b = self.w2b.to(orig_weight.device)
- output_shape = [w1a.size(0), w1b.size(1)]
- updown = ((w2b @ w1b) + ((orig_weight.to(dtype = w1a.dtype) @ w2a) @ w1a))
- return self.finalize_updown(updown, orig_weight, output_shape)
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