Actual final text fix (#2)

- Actual final text fix (d47f79be8420d1a805779728705f4f58f8df6f24)
- Update README.md (160f6981f5b3eeca84e9f51fbfe1b379232891fe)
- Update app.py (51dafbc7779e0f423ddc05791dd34acab9d5e83c)
- Update app.py (0f34ce752323597866a80d68713f6203514f1d80)

README.md

@@ -6,7 +6,7 @@ colorTo: indigo
 sdk: gradio
 sdk_version: 4.36.1
 app_file: app.py
-pinned: false
+pinned: true
 license: mit
 ---
 

app.py

@@ -10,7 +10,7 @@ dtype = torch.float16
 
 repo = "stabilityai/stable-diffusion-3-medium"
 
-pipe = StableDiffusion3Pipeline.from_pretrained(repo, torch_dtype=torch.float16).to(device)
+pipe = StableDiffusion3Pipeline.from_pretrained(repo, torch_dtype=torch.float16, revision="refs/pr/26").to(device)
 
 MAX_SEED = np.iinfo(np.int32).max
 MAX_IMAGE_SIZE = 1344
@@ -52,8 +52,8 @@ with gr.Blocks(css=css) as demo:
     
     with gr.Column(elem_id="col-container"):
         gr.Markdown(f"""
-        # Stable Diffusion 3 Medium demo
-        Demo of [Stable Diffusion 3 Medium](https://huggingface.co/stabilityai/stable-diffusion-3-medium) - try out [Stable Assistant](https://stability.ai/stable-assistant) for chatting, [Stable Artisan](https://stability.ai/stable-artisan) for a discord bot, our API or run locally with [ComfyUI](https://github.com/comfyanonymous/ComfyUI) or [diffusers](https://github.com/huggingface/diffusers)
+        # Demo [Stable Diffusion 3 Medium](https://huggingface.co/stabilityai/stable-diffusion-3-medium)
+        Learn more about the [Stable Diffusion 3 series](https://stability.ai/news/stable-diffusion-3). Try on [Stability AI API](https://platform.stability.ai/docs/api-reference#tag/Generate/paths/~1v2beta~1stable-image~1generate~1sd3/post), [Stable Assistant](https://stability.ai/stable-assistant), or on Discord via [Stable Artisan](https://stability.ai/stable-artisan). Run locally with [ComfyUI](https://github.com/comfyanonymous/ComfyUI) or [diffusers](https://github.com/huggingface/diffusers)
         """)
         
         with gr.Row():
@@ -113,7 +113,7 @@ with gr.Blocks(css=css) as demo:
                     minimum=0.0,
                     maximum=10.0,
                     step=0.1,
-                    value=4.0,
+                    value=5.0,
                 )
                 
                 num_inference_steps = gr.Slider(