update to blocks

app.py

@@ -125,14 +125,14 @@ def visualize_similarities(image1, image2):
 
 
 # GRADIO APP
-iface = gr.Interface(
+main = gr.Interface(
     fn=visualize_similarities,
     inputs=[
-        gr.inputs.Image(type="pil"),
-        gr.inputs.Image(type="pil"),
+        gr.Image(type="pil"),
+        gr.Image(type="pil"),
     ],
     allow_flagging="never",
-    outputs=[gr.Plot(type="matplotlib")],
+    outputs=gr.Plot(type="matplotlib"),
     cache_examples=True,
     enable_queue=False,
     examples=[
@@ -143,4 +143,20 @@ iface = gr.Interface(
     ],
 )
 
-iface.launch()
+# iface.launch()
+
+blocks = gr.Blocks()
+with blocks:
+
+    gr.Markdown(
+        """
+# Visualizing Deep Similarity Networks
+A quick demo to visualize the similarity between two images.
+[Original Paper](https://arxiv.org/pdf/1901.00536.pdf) - [Github Page](https://github.com/GWUvision/Similarity-Visualization)
+    """
+    )
+
+    gr.TabbedInterface([main], ["Main"])
+
+
+blocks.launch(debug=True)

requirements.txt

@@ -1,7 +1,7 @@
 gradio==3.0.5
-matplotlib==3.4.3
-numpy==1.21.2
-Pillow==8.4.0
-scikit-image==0.18.3
-torch==1.10.0
-torchvision==0.11.1
+matplotlib==3.5.2
+numpy==1.21.5
+Pillow==9.0.1
+scikit-image==0.19.2
+torch==1.11.0
+torchvision==0.12.0