added examples

README.md

@@ -1,6 +1,6 @@
 ---
 title: Angry Carroll
-emoji: 📉
+emoji: 😡
 colorFrom: red
 colorTo: blue
 sdk: gradio

app.py

@@ -1,8 +1,12 @@
+import os
+
 import gradio as gr
 from fastai.vision.all import PILImage, load_learner
+from gradio.components import Image, Label
 
 learn = load_learner("model.pkl")
 labels = learn.dls.vocab
+examples = ["examples/" + file for file in os.listdir("examples")]
 
 
 def predict(img):
@@ -13,12 +17,13 @@ def predict(img):
 
 gradio_interface = gr.Interface(
     fn=predict,
-    inputs=gr.inputs.Image(shape=(512, 512)),
-    outputs=gr.outputs.Label(num_top_classes=2),
+    inputs=Image(shape=(512, 512)),
+    outputs=Label(num_top_classes=2),
     allow_flagging="never",
     live=True,
-    title="Angry Carroll Detector",
-    description="Is it Nunez or Carroll? Upload a picture of either and we'll \
-        help you figure out which one it is!",
+    examples=examples,
+    title="Angry Carroll",
+    description="Can AI tell the difference between Carroll and Nunez? \
+        Upload a photo or choose an example below to test it out!",
 )
-gradio_interface.launch()
+gradio_interface.launch(enable_queue=True)