--- license: cc-by-2.0 language: - en library_name: diffusers tags: - art - code - text-to-image - stable-diffusion-xl - stable-diffusion-xl-diffusers - text-to-image - diffusers - lora - template:sd-lora --- # Khabib Sketch SDXL LoRA A LoRA adaptation of SDXL to produce sketches of the MMA fighter and G.O.A.T Khabib. <figure> <img src="https://i.imgur.com/eIn5oqJ.png" alt="Khabib" width="256" height="256"> <figcaption>Sketch of Khabib fighting a Bengal Tiger</figcaption> </figure> These are LoRA adaption weights for `stabilityai/stable-diffusion-xl-base-1.0`. The weights were trained on sketches of Khabib by [ritwikraha](https://www.ritwikraha.com/) using [DreamBooth](https://dreambooth.github.io/). You can find some example images in the following. Special VAE used for training: madebyollin/sdxl-vae-fp16-fix. DataSet: custom hand-drawn sketches by [ritwikraha](https://www.ritwikraha.com/) ## Usage ``` !pip install diffusers accelerate -q import torch from PIL import Image from diffusers import DiffusionPipeline, AutoencoderKL vae = AutoencoderKL.from_pretrained("madebyollin/sdxl-vae-fp16-fix", torch_dtype=torch.float16) pipe = DiffusionPipeline.from_pretrained( "stabilityai/stable-diffusion-xl-base-1.0", vae=vae, torch_dtype=torch.float16, variant="fp16", use_safetensors=True ) pipe.load_lora_weights('ritwikraha/khabib_sketch_LoRA') _ = pipe.to("cuda") prompt = "a sketch of TOK khabib pointing at another khabib like the spiderman meme, monchrome, pen sketch" negative_prompt ="ugly face, multiple bodies, bad anatomy, disfigured, extra fingers" image = pipe(prompt=prompt, negative_prompt=negative_prompt, guidance_scale=3, num_inference_steps=50).images[0] image ``` ## Examples | Image 1 | Image 2 | |---|---| |  |  | | Image 3 | Image 4 | |---|---| |  |  | ## Tips - The examples are all sketches created in Procreate so prompts with words like sketch, and monochrome work best - Use a negative prompt and guidance scale for the model - Images at 1024X1024 will be better than other dimensions