Update app.py

app.py

@@ -1,7 +1,21 @@
-import gradio as gr
-
-def greet(name):
-    return "Hello " + name + "!!"
-
-demo = gr.Interface(fn=greet, inputs="text", outputs="text")
-demo.launch()
+import gradio as gr
+from fastai.vision.all import *
+
+categories = ('Dog', 'Cat')
+learn = load_learner('model1.pk1')
+def classify_image(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 = ['dog.jpg', 'cat.jpg', 'dumo.jpg']
+demo = gr.Interface(fn=classify_image, inputs=image, outputs= label)
+demo.launch(inline = False)
+
+m = learn.model
+ps = list(m.parameters())
+
+ps[1]