| import gradio as gr | |
| import fastbook | |
| fastbook.setup_book() | |
| from fastbook import * | |
| from fastai.vision.widgets import * | |
| learn = load_learner('bear_model.pkl') | |
| categories = ("black", "grizzly", "teddy") | |
| def classify_image(img): | |
| pred,idx,probs = learn.predict(img) | |
| return dict(zip(categories, map(float, probs))) | |
| demo = gr.Interface(fn=classify_image, inputs="image", outputs="label") | |
| demo.launch() |