Update app.py

app.py

@@ -1,7 +1,25 @@
+from fastai.vision.all import *
+from fastai.text.all import *
+from fastai.collab import *
+from fastai.tabular.all import * 
+
 import gradio as gr
 
 def greet(name):
     return "Hello " + name + "!!"
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+learn = load_learner('model.pkl')   
+
+categories = ('golden', 'not golden')
+
+def classify_img(img):
+    pred, pred_idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
+
+
+image = gr.inputs.Image(shape=(192, 192))
+label = gr.outputs.label(num_top_classes=2)
+examples = ["golden_retriever.jpg", "cat.jpg", "dog.jpg"]
+
+intf = gr.Interface(fn=classify_img, inputs=image, outputs=label, examples = examples)
+intf.launch(inline=False)