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README.md

@@ -6,6 +6,6 @@ colorFrom: indigo
 colorTo: indigo
 sdk: gradio
 sdk_version: 3.4.1
-app_file: app.py
+app_file: run.py
 pinned: false
 ---

run.py

@@ -0,0 +1,33 @@
+import os
+from urllib.request import urlretrieve
+
+import tensorflow as tf
+
+import gradio
+import gradio as gr
+
+urlretrieve(
+    "https://gr-models.s3-us-west-2.amazonaws.com/mnist-model.h5", "mnist-model.h5"
+)
+model = tf.keras.models.load_model("mnist-model.h5")
+
+
+def recognize_digit(image):
+    image = image.reshape(1, -1)
+    prediction = model.predict(image).tolist()[0]
+    return {str(i): prediction[i] for i in range(10)}
+
+
+im = gradio.Image(shape=(28, 28), image_mode="L", invert_colors=False, source="canvas")
+
+demo = gr.Interface(
+    recognize_digit,
+    im,
+    gradio.Label(num_top_classes=3),
+    live=True,
+    interpretation="default",
+    capture_session=True,
+)
+
+if __name__ == "__main__":
+    demo.launch()