Bearify / app.py
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[Fix] for working in windows sys
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# AUTOGENERATED! DO NOT EDIT! File to edit: ../Bearify_nb.ipynb.
# %% auto 0
__all__ = ['temp', 'learn', 'categories', 'image', 'labels', 'examples', 'intf', 'classify_image']
# %% ../Bearify_nb.ipynb 2
from fastai.vision.all import *
import gradio as gr
# %% ../Bearify_nb.ipynb 4
import pathlib
temp = pathlib.PosixPath
pathlib.PosixPath = pathlib.WindowsPath
# %% ../Bearify_nb.ipynb 5
learn = load_learner('bear_model.pkl')
# %% ../Bearify_nb.ipynb 6
pathlib.PosixPath = temp
# %% ../Bearify_nb.ipynb 8
categories = ('Black', 'Grizzly', 'Teddy')
def classify_image(img):
pred, idx, probs = learn.predict(img)
return dict(zip(categories, map(float, probs)))
# %% ../Bearify_nb.ipynb 10
image = gr.Image()
labels = gr.Label()
examples = ['Images/teddy.jpg', 'Images/grizzly.jpg', 'Images/black.jpeg']
intf = gr.Interface(fn=classify_image, inputs=image, outputs=labels, examples=examples)
intf.launch(inline=False)