Hi, here in this [line](https://github.com/vislearn/ControlNet-XS/blob/fea842575d56338c2bb7cc849821ef3bab89c5a1/ldm/modules/attention.py#L330), there is a minor bug. Instead of `self.proj_out = zero_module(nn.Linear(in_channels, inner_dim))` it should be `self.proj_out = zero_module(nn.Linear(inner_dim, in_channels))`