| # AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb. | |
| # %% auto 0 | |
| __all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'classify_img'] | |
| # %% ../app.ipynb 3 | |
| from fastai.vision.all import * | |
| import gradio as gr | |
| import nbdev as nb | |
| import pathlib | |
| # %% ../app.ipynb 6 | |
| learn = load_learner('export.pkl') | |
| # %% ../app.ipynb 8 | |
| categories = learn.dls.vocab | |
| def classify_img(img): | |
| pred, idx, probs = learn.predict(img) | |
| return dict(zip(categories, map(float, probs))) | |
| # %% ../app.ipynb 10 | |
| image = gr.components.Image(shape=(192,192)) | |
| label = gr.components.Label() | |
| examples = ['grizzly.jpg'] | |
| # %% ../app.ipynb 11 | |
| intf = gr.Interface(fn=classify_img, inputs=image, outputs=label, examples=examples) | |
| intf.launch(inline=False, share=True) | |