messing with gradio interfaces

app.py

@@ -2,9 +2,14 @@ from fastai.vision.all import *
 import gradio as gr
 
 learn = load_learner('model.pkl')
+categories = ('Cat', 'Dog')
 
-def is_cat(img):
-    return 0
+def classify_image(img):
+    pred,idx,probs = learn.predict(img)
+    return dict(zip(categories, map(float,probs)))
 
-iface = gr.Interface(fn=is_cat, inputs="text", outputs="text")
+iface = gr.Interface(fn=classify_image,
+                     inputs=gr.inputs.Image(shape=(512, 512)),
+                     outputs=gr.outputs.Label(num_top_classes=1),
+                     title="Pet classifier")
 iface.launch()