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| 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', | |
| 'test_images/Norton_Motorcycle.jpg', | |
| 'test_images/pexels-pixabay-163236.jpg', | |
| 'test_images/imgpr405.jpg', | |
| 'test_images/tractor-385681_1280.jpg' | |
| # 'test_images/bycle.jpg', | |
| # 'test_images/fire_truck.jpg', | |
| # 'test_images/hovercraft.jpg', | |
| # 'test_images/jet_ski.jpg', | |
| # 'test_images/kayak.jpg', | |
| # 'test_images/motorcycle.jpg', | |
| # 'test_images/rickshaw.jpg', | |
| # 'test_images/skateboard.jpg', | |
| # 'test_images/scooter.jpg', | |
| # 'test_images/tractor.jpg', | |
| # 'test_images/van.jpg', | |
| # 'test_images/unicycle.jpeg' | |
| ] | |
| iface = gr.Interface(fn=recognize_image, inputs=image_input, outputs=label_output, examples=examples) | |
| iface.launch(inline=False) | |