Update app.py

app.py

@@ -1,7 +1,28 @@
+# -*- coding: utf-8 -*-
+"""deploy-model-gradio.ipynb
+
+Original file is located at
+    https://colab.research.google.com/drive/1vMT0nd-CxKVMAA5RUePxsjX75oiipW7y
+"""
+
+#|export
+from fastai.vision.all import *
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+#|export
+learn = load_learner('model.pkl')
+
+#|export
+categories = ("kiwi", "manzana", "platano")
+
+def classify_image(img):
+  pred, idx, probs = learn.predict(img)
+  return dict(zip(categories, map(float, probs)))
+
+#|export
+image = gr.inputs.Image(shape=(224,224))
+label = gr.outputs.Label()
+examples = ["manzana.jpg", "kiwi.jpg", "platano.jpg"]
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:417b948e4fa65f0319e5f7ce2a96175fd687c55ebbc1916bd9815a63b4f32627
+size 46964349