chore: update README

README.md

@@ -1,3 +1,69 @@
+# 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 |
+|---|---|
+| ![khabib sketch example 1](./1.png) | ![khabib sketch example 2](./2.png) |
+| Image 3 | Image 4 |
+|---|---|
+| ![khabib sketch example 3](./3.png) | ![sks dog sample 4](./4.png) |
+
+
+
+
+## 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
+
+
 ---
 license: mit
 library_name: diffusers