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stable-diffusion-xl-1.0-inpainting-0.1

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Hi, I am trying to fine tune this model on my own token, but I'm not really having any success. I am basically doing this:
https://github.com/huggingface/diffusers/blob/main/examples/research_projects/dreambooth_inpaint/README.md (this first example)

But it fails with different kinds of errors. Currently this:
File "/usr/local/lib/python3.10/dist-packages/diffusers/models/unets/unet_2d_condition.py", line 973, in get_aug_embed
if "text_embeds" not in added_cond_kwargs:
TypeError: argument of type 'NoneType' is not iterable

Is this the wrong approach? Can I even take a diffuser model and fine tune it like this?