Update README.md

README.md

@@ -16,10 +16,62 @@ Example chosen frame of GIF from CLIP
 | --- | --- | --- |
 | "yurble_baby_clap" | ![](https://images.neopets.com/template_images/yurble_baby_clap.gif) | ![](https://cdn.discordapp.com/attachments/1010693530181718146/1043310485413576794/yurble_baby_clap.jpg) |
 
-### Training Details
+## Training Details
 
 The text encoder was trained along with the UNet at half precision for 15% of the total 8,000 steps (1,200 steps), and then the UNet was trained alone for the rest. I used a polynomial learning rate decay starting at 2e-6 (the default in fast-DreamBooth).
 
 
-### Neopets Copyright Notice
+## How to use with `diffusers` library (section from [openjourney](https://huggingface.co/openjourney/openjourney))
+
+### Installing necessary libraries
+
+_NOTE: This model currently works on a computer which has at least one NVIDIA GPU with CUDA support_. 
+
+```
+pip install diffusers transformers ftfy scipy accelerate
+```
+
+### Logging in
+
+For logging in, you have to use `huggingface-cli login` command. 
+
+### Importing necessary libraries
+
+```python
+import torch
+from torch import autocast
+from diffusers.models import AutoencoderKL
+from diffusers import StableDiffusionPipeline
+```
+
+### Creating the pipeline 
+
+```python
+pipe = StableDiffusionPipeline.from_pretrained("doohickey-neopian-diffusion", use_auth_token=True)
+pipe = pipe.to("cuda")
+```
+
+### (Optional) Disabling NSFW Filter
+
+_NOTE: Remember disabling this is not recommended, but since people had problems with some very basic prompts, we offer this. Remember AI art has a vast majority of users, so keep underage and sensitive users safe._
+
+```python
+def dummy(images, **kwargs): 
+	return images, False
+			
+pipe.safety_checker = dummy
+```
+
+### Image Generation
+
+```python
+prompt = "my prompt"
+
+with autocast("cuda"):
+  image = pipe(prompt=prompt, num_inference_steps=100, width=512, height=512, guidance_scale=15).images[0]
+  
+image.save("image.png")
+```
+
+## Neopets Copyright Notice
 "Don't forget, if you use these images on a non-Neopets page, you need to include our Copyright Notice." https://www.neopets.com/terms.phtml