Add application file

app.py

@@ -1,7 +1,21 @@
 import gradio as gr
+from fastai.vision.all import *
 
-def greet(name):
-    return "Hello " + name + "!!"
 
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
-demo.launch()
+
+def is_cat(x): return x[0].isupper() 
+
+learner = load_learner('model.pkl')
+
+categories = ('cat', 'dog')
+
+def classify_image(img):
+    pred, pred_idx, probs = learner.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+image = gr.inputs.Image(shape=(224, 224))
+label = gr.outputs.Label()
+example_images = ['cat1.jpeg', 'dog1.avif', 'cat2.jpeg', 'dog2.webp']
+
+demo = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=example_images)
+demo.launch(inline=False)