 1) — The padding for the downsample convolution.   downsample_type (str, optional, defaults to conv) —
The downsample type for downsampling layers. Choose between “conv” and “resnet”   upsample_type (str, optional, defaults to conv) —
The upsample type for upsampling layers. Choose between “conv” and “resnet”   dropout (float, optional, defaults to 0.0) — The dropout probability to use.   act_fn (str, optional, defaults to "silu") — The activa