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Merge pull request #15816 from huchenlei/bias_backup 

[Performance 5/6] Prevent unnecessary extra networks bias backup
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AUTOMATIC1111 2024-06-08 10:56:40 +03:00 committed by GitHub
parent 371cb60945 b2ae4490b9
commit 816bc424c4
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1 changed files with 6 additions and 1 deletions
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7
extensions-builtin/Lora/networks.py
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@ -388,13 +388,18 @@ def network_apply_weights(self: Union[torch.nn.Conv2d, torch.nn.Linear, torch.nn
self.network_weights_backup = weights_backup self.network_weights_backup = weights_backup
bias_backup = getattr(self, "network_bias_backup", None) bias_backup = getattr(self, "network_bias_backup", None)
if bias_backup is None: if bias_backup is None and wanted_names != ():
if isinstance(self, torch.nn.MultiheadAttention) and self.out_proj.bias is not None: if isinstance(self, torch.nn.MultiheadAttention) and self.out_proj.bias is not None:
bias_backup = self.out_proj.bias.to(devices.cpu, copy=True) bias_backup = self.out_proj.bias.to(devices.cpu, copy=True)
elif getattr(self, 'bias', None) is not None: elif getattr(self, 'bias', None) is not None:
bias_backup = self.bias.to(devices.cpu, copy=True) bias_backup = self.bias.to(devices.cpu, copy=True)
else: else:
bias_backup = None bias_backup = None
# Unlike weight which always has value, some modules don't have bias.
# Only report if bias is not None and current bias are not unchanged.
if bias_backup is not None and current_names != ():
raise RuntimeError("no backup bias found and current bias are not unchanged")
self.network_bias_backup = bias_backup self.network_bias_backup = bias_backup
if current_names != wanted_names: if current_names != wanted_names: