Update app.py

app.py

@@ -401,7 +401,7 @@ def infer(
     # Generate the image with outpainting preprocessing
     result_image = pipe(
         outpaint_image,  # Use the preprocessed image with white margins
-        prompt=prompt,
+        prompt="replace the white margins. "+ prompt,
         negative_prompt=negative_prompt,
         num_inference_steps=num_inference_steps,
         generator=generator,
@@ -439,20 +439,26 @@ with gr.Blocks(css=css) as demo:
         gr.HTML("""
         <div id="logo-title">
             <img src="https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/qwen_image_edit_logo.png" alt="Qwen-Image Edit Logo" width="400" style="display: block; margin: 0 auto;">
+            <h2 style="font-style: italic;color: #5b47d1;margin-top: -27px !important;margin-left: 133px;">Outpaint [Fast]</h2>
         </div>
         """)
-        gr.Markdown("""        
-        [Learn more](https://github.com/QwenLM/Qwen-Image) about the Qwen-Image series. 
-        Try on [Qwen Chat](https://chat.qwen.ai/), or [download model](https://huggingface.co/Qwen/Qwen-Image-Edit) to run locally.
+        gr.Markdown("""
+        
+        Outpaint images with Qwen Image Edit. [Learn more](https://github.com/QwenLM/Qwen-Image) about the Qwen-Image series. 
+        
+        This demo uses the [Qwen-Image-Lightning](https://huggingface.co/lightx2v/Qwen-Image-Lightning) LoRA with AoT compilation and FA3 for accelerated 8-step inference.
+        Try on [Qwen Chat](https://chat.qwen.ai/), or [download model](https://huggingface.co/Qwen/Qwen-Image-Edit) to run locally with ComfyUI or diffusers.
         """)
         
+        
         with gr.Row():
             with gr.Column():
                 input_image = gr.Image(label="Input Image", type="pil")
                 
                 prompt = gr.Text(
                     label="Prompt",
-                    placeholder="Describe what should appear in the extended areas",
+                    info="Describe what should appear in the extended areas",
+                    placeholder="extend the image naturally", 
                     container=False,
                 )