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Runtime error
| from fastai.vision import * | |
| import gradio as gr | |
| from pathlib import Path | |
| from fastbook import load_learner | |
| model_path = Path('models') | |
| image_path = Path('images') | |
| learn = load_learner(model_path/'cloudmodel.pkl') | |
| categories = ( | |
| 'Cirrus', | |
| 'Cirrostratus', | |
| 'Cirrocumulus', | |
| 'Altostratus', | |
| 'Altocumulus', | |
| 'Stratus', | |
| 'Stratocumulus', | |
| 'Nimbostratus', | |
| 'Cumulus', | |
| 'Cumulonimbus', | |
| 'Lenticular' | |
| ) | |
| image = gr.inputs.Image(shape=(192,192)) | |
| label = gr.outputs.Label() | |
| learn = load_learner(model_path/'cloudmodel.pkl') | |
| examples = [image_path / f"{c}.jpg" for c in categories] | |
| def classify_image(img): | |
| pred,idx,probs = learn.predict(img) | |
| return dict(zip(categories, map(float, probs))) | |
| iface = gr.Interface(fn=classify_image, inputs=image, outputs=label, | |
| examples=examples) | |
| iface.launch() | |