Update README.md

README.md

@@ -24,5 +24,30 @@ inference:
       fingers:1.4), disconnected limbs, mutation, mutated, ugly, disgusting,
       blurry, amputation
 ---
+# **Samim Kumar Patel, Pretrained Model, With proper use of best Hyperparameters for Business UseCases for Production Level*
 ![preview](samples/4.jpeg)
 ![preview](samples/5.jpeg)
+
+Introducing the pretrained Model from the base Model called stabilityai/stable-diffusion-2, which is very fast and production deployable.
+It is a latent text-to-image diffusion model capable of generating photo-realistic images given any text input. 
+
+
+### Diffusers usage
+
+```bash
+pip install torch diffusers
+```
+
+```py
+from diffusers import StableDiffusionPipeline
+import torch
+
+model_id = "samim2024/text-to-image"
+pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
+pipe = pipe.to("cuda")
+
+prompt = "a photo of an astronaut riding a horse on mars"
+image = pipe(prompt).images[0]  
+    
+image.save("astronaut_rides_horse.png")
+```