Add diffusers release code

README.md

@@ -66,6 +66,36 @@ Using the model to generate content that is cruel to individuals is a misuse of
 - Sharing of copyrighted or licensed material in violation of its terms of use.
 - Sharing content that is an alteration of copyrighted or licensed material in violation of its terms of use.
 
+## Diffusers
+
+As soon as you have been added to this organization you can use stable diffusion out of the box!
+
+Example:
+
+```python
+# make sure you're logged in with `huggingface-cli login`
+from torch import autocast
+from diffusers import StableDiffusionPipeline, LMSDiscreteScheduler
+
+lms = LMSDiscreteScheduler(
+	beta_start=0.00085, 
+	beta_end=0.012, 
+	beta_schedule="scaled_linear"
+)
+
+pipe = StableDiffusionPipeline.from_pretrained(
+	"CompVis/stable-diffusion-v1-3-diffusers", 
+	scheduler=lms,
+	use_auth_token=True
+)  
+
+prompt = "a photo of an astronaut riding a horse on mars"
+with autocast("cuda"):
+    image = pipe(prompt, width=768, guidance_scale=7)["sample"][0]  
+    
+image.save("astronaut_rides_horse.png")
+```
+
 ## Limitations and Bias
 
 ### Limitations