[CREATE] Initial book type prediction app

app.py

@@ -1,7 +1,19 @@
+from fastai.vision.all import *
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+learn = load_learner('model.pkl')
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+categories = learn.dls.vocab
+
+def classify_image(img):
+    img = PILImage.create(img)
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+image = gr.inputs.Image(shape=(192, 192))
+label = gr.outputs.Label()
+examples = ['romance.jpg', 'non fiction.jpg', 'scifi.jpg', 'fantasy.jpg',]
+
+iface = gr.Interface(fn=classify_image, inputs=image, outputs=label,
+                     examples=examples)
+iface.launch(inline=False)