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app.py

@@ -1,7 +1,25 @@
+# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
+
+# %% auto 0
+__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'classify_image']
+
+# %% ../app.ipynb 3
+from fastai.vision.all import *
 import gradio as gr
 
-def greet(name):
-    return "Hello " + name + "!!"
+# %% ../app.ipynb 5
+learn = load_learner('export.pkl')
+
+# %% ../app.ipynb 7
+categories = ('Drivers License', 'Passport')
+
+def classify_image(img):
+    pred, idx, probs = learn.predict(img)
+    return dict(zip(categories, map(float, probs)))
 
-iface = gr.Interface(fn=greet, inputs="text", outputs="text")
-iface.launch()
+# %% ../app.ipynb 9
+image = gr.inputs.Image(shape=(192,192))
+label = gr.outputs.Label()
+examples = ['passport.jpg', 'license.jpg', 'passport_card.jpg']
+intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
+intf.launch(inline=False)

export.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6cb5214cb067fd2997b8ca57ae49f32e801beec9d2cf0850e77b95815e862c7f
+size 46966543