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-rw-r--r--extensions-builtin/Lora/network_ia3.py32
1 files changed, 32 insertions, 0 deletions
diff --git a/extensions-builtin/Lora/network_ia3.py b/extensions-builtin/Lora/network_ia3.py
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+++ b/extensions-builtin/Lora/network_ia3.py
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+import lyco_helpers
+import network
+import network_lyco
+
+
+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_lyco.NetworkModuleLyco):
+ 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)