| from fastai.vision.all import * | |
| import gradio as gr | |
| # why do we need this? | |
| def is_cat(x): return x[0].isupper() | |
| learner = load_learner('model.pkl') | |
| categories = ("Dog", "Cat") | |
| def infer(img): | |
| _, _, prob = learner.predict(img) | |
| return dict(zip(categories, map(float, prob))) | |
| image = gr.inputs.Image(shape = (192, 192)) | |
| label = gr.outputs.Label() | |
| examples = ['cat.jpg', 'dog.jpg'] | |
| iface = gr.Interface(fn=infer, inputs=image, outputs=label, examples=examples) | |
| iface.launch() |