Update README.md

README.md

@@ -102,8 +102,46 @@ And the text encoder you download from our huggingface repo on text_encoder fold
 
 # Deplying SomniumSC v1.1 with Diffusers 🧨
 
-Coming Soon
-
+⚠️ Warning: You must install this diffusers branch to make the code working to using Stable Cascade architecture
+
+```
+git+https://github.com/kashif/diffusers.git@a3dc21385b7386beb3dab3a9845962ede6765887
+```
+
+Deploying the simple SomniumSC-V1.1 inference
+
+import torch
+from diffusers import StableCascadeDecoderPipeline, StableCascadePriorPipeline
+
+device = "cuda" if torch.cuda.is_available() else "cpu"
+num_images_per_prompt = 1
+print(f"Running on: {device}")
+
+prior = StableCascadePriorPipeline.from_pretrained("stabilityai/stable-cascade-prior", torch_dtype=torch.bfloat16).to(device)
+decoder = StableCascadeDecoderPipeline.from_pretrained("stabilityai/stable-cascade",  torch_dtype=torch.float16).to(device)
+
+prompt = "An Astronout riding a horse"
+negative_prompt = ""
+
+prior_output = prior(
+    prompt=prompt,
+    height=1024,
+    width=1024,
+    negative_prompt=negative_prompt,
+    guidance_scale=12.0,
+    num_images_per_prompt=num_images_per_prompt,
+    num_inference_steps=50
+)
+decoder_output = decoder(
+    image_embeddings=prior_output.image_embeddings.half(),
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    guidance_scale=1.0,
+    output_type="pil",
+    num_inference_steps=10
+).images
+
+```
 
 # SomniumSC Pro tips: