Update README.md

README.md

@@ -19,6 +19,25 @@ If you want more details on how to generate your own blip cpationed dataset see
 
 Training was done using a slightly modified version of Hugging-Face's text to image training [example script](https://github.com/huggingface/diffusers/blob/main/examples/text_to_image/train_text_to_image.py)
 
+## About
+
+Put in a text prompt and generate cartoony/simpsony images
+
+**A beautiful hungry demon girl, John Philip Falter, Very detailed painting, Mark Ryden**
+
+![A beautiful hungry demon girl, John Philip Falter, Very detailed painting, Mark Ryden](https://huggingface.co/Norod78/sd-simpsons-model/raw/main/examples/00496-2202810362-A%20beautiful%20hungry%20demon%20girl,%20John%20Philip%20Falter,%20Very%20detailed%20painting,%20Mark%20Ryden.jpg)
+
+**Gal Gadot, cartoon**
+
+![Gal Gadot, cartoon](https://huggingface.co/Norod78/sd-simpsons-model/raw/main/examples/00323-2574793241-Gal%20Gadot,%20cartoon.jpg)
+
+## More examples
+
+The [examples](https://huggingface.co/Norod78/sd-simpsons-model/tree/main/examples) folder contains a few images generated by this model's ckpt file using [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) which means their EXIF info contain the parameter used to generate them
+
+## Sample code
+
+
 ```py
 from diffusers import StableDiffusionPipeline, LMSDiscreteScheduler
 import torch
@@ -44,22 +63,6 @@ image = pipe(prompt).images[0]
 image.save("astronaut_rides_horse.png")
 ```
 
-## About
-
-Put in a text prompt and generate cartoony/simpsony images
-
-**A beautiful hungry demon girl, John Philip Falter, Very detailed painting, Mark Ryden**
-
-![A beautiful hungry demon girl, John Philip Falter, Very detailed painting, Mark Ryden](https://huggingface.co/Norod78/sd-simpsons-model/raw/main/examples/00496-2202810362-A%20beautiful%20hungry%20demon%20girl,%20John%20Philip%20Falter,%20Very%20detailed%20painting,%20Mark%20Ryden.jpg)
-
-**Gal Gadot, cartoon**
-
-![Gal Gadot, cartoon](https://huggingface.co/Norod78/sd-simpsons-model/raw/main/examples/00323-2574793241-Gal%20Gadot,%20cartoon.jpg)
-
-## More examples
-
-The [examples](https://huggingface.co/Norod78/sd-simpsons-model/tree/main/examples) folder contains a few images generated by this model's ckpt file using [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) which means their EXIF info contain the parameter used to generate them
-
 ## Dataset and Training
 
 Finetuned for 10,000 iterations upon [Runway ML's Stable-Diffusion v1.5](https://huggingface.co/runwayml/stable-diffusion-v1-5) on [BLIP captioned Simpsons images](https://huggingface.co/datasets/Norod78/simpsons-blip-captions) using 1xA5000 GPU on my home desktop computer