More basic example

app.py

@@ -1,27 +1,28 @@
 import gradio as gr
-import torch
-from your_pix2pixhd_code import YourPix2PixHDModel, load_image, tensor2im # Adapt these imports
+# import torch
+# from your_pix2pixhd_code import YourPix2PixHDModel, load_image, tensor2im # Adapt these imports
 
-# --- 1. Load your pix2pixHD model ---
-# You'll need to adapt this part to your specific model loading logic
-# This is a simplified example
-model = YourPix2PixHDModel()
-model.load_state_dict(torch.load('models/your_pix2pixhd_model.pth'))
-model.eval()
+# # --- 1. Load your pix2pixHD model ---
+# # You'll need to adapt this part to your specific model loading logic
+# # This is a simplified example
+# model = YourPix2PixHDModel()
+# model.load_state_dict(torch.load('models/your_pix2pixhd_model.pth'))
+# model.eval()
 
 # --- 2. Define the prediction function ---
 def predict(input_image):
-    # Pre-process the input image
-    processed_image = load_image(input_image)
+    return 255 - input_image
+    # # Pre-process the input image
+    # processed_image = load_image(input_image)
 
-    # Run inference
-    with torch.no_grad():
-        generated_image_tensor = model(processed_image)
+    # # Run inference
+    # with torch.no_grad():
+    #     generated_image_tensor = model(processed_image)
 
-    # Post-process the output tensor to an image
-    output_image = tensor2im(generated_image_tensor)
+    # # Post-process the output tensor to an image
+    # output_image = tensor2im(generated_image_tensor)
 
-    return output_image
+    # return output_image
 
 # --- 3. Create the Gradio Interface ---
 title = "pix2pixHD Image-to-Image Translation"
@@ -30,8 +31,8 @@ article = "<p style='text-align: center'>Model based on the <a href='https://git
 
 gr.Interface(
     fn=predict,
-    inputs=gr.Image(type="pil", label="Input Image"),
-    outputs=gr.Image(type="pil", label="Output Image"),
+    inputs=gr.Image(type="numpy", label="Input Image"),
+    outputs=gr.Image(type="numpy", label="Output Image"),
     title=title,
     description=description,
     article=article,

requirements.txt

@@ -1,5 +1 @@
-gradio==4.31.0
-torch==2.1.0
-torchvision==0.16.0
-numpy==1.26.4
-Pillow==10.2.0
+gradio