I have a few questions about 1D-UNet

[0417keito]

The code shows that a-unet is used to construct the unet, but looking at the a-unet, the unet is constructed in a nested-like structure. So, does this unet have middle blocks other than the encoder and decoder parts as used in other diffsuion models? What is the unet without middle blocks?

[jbmaxwell]

The way it's written is highly modular, which can be handy, but also makes it quite tricky to interpret (and hack!). But yes, it does have mid-blocks. I wound up using model.modules() to enumerate the model and save it to a text file.
I first got the XUNet using the following:

# Get the XUNet
for i, mod in enumerate(model.modules()):
    if isinstance(mod, XUNet):
        xunet = mod
        break

Then I just iterated over the unet and figured out where the different structures were. I don't recall whether the mid-blocks were labelled in any way, but the up and down blocks were pretty easy to identify looking either for strides (down) or "upscale" modules (up), as I recall (it was a while ago now). I think I just figured out the mid-blocks by deduction.

[0417keito]

I think that nested recursive structures are convenient, but they are a bit difficult to use when you want to apply something like ControlNet or IP-Adapter that performs processing for each block. So, I wanted to flatten it with the following code, but is it working…

https://github.com/0417keito/Encofusion/blob/main/flat_audio_diffusion/flat_a_unet/apex.py#L342-L434

[jbmaxwell]

Yeah, I totally agree about the nesting making things tricky to work with.
I'm actually also very much interested in ControlNet. It would be great to get that working with ADP!

[SuperiorDtj]

Is there any open-source well-trained ckpt to be used for ControlNet?