Add application file

app.py

@@ -0,0 +1,29 @@
+from fastai.vision.all import *
+import gradio as gr
+
+import pathlib
+temp = pathlib.PosixPath
+pathlib.PosixPath = pathlib.WindowsPath
+
+# Provide the full path to the model file
+model_path = 'models/vehicle-recognizer-v2.pkl'
+model = load_learner(model_path)
+
+cap_labels = model.dls.vocab
+
+def recognize_image(image):
+    pred, idx, probs = model.predict(image)
+    return dict(zip(cap_labels, map(float, probs)))
+
+image_input = gr.Image()
+label_output = gr.Label()
+
+examples = [
+    'test_images/bus.jpg',
+    'test_images/car.jpg',
+    'test_images/helicopter.jpg',
+    'test_images/plane.jpg'
+]
+
+iface = gr.Interface(fn=recognize_image, inputs=image_input, outputs=label_output, examples=examples)
+iface.launch(inline=False)