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from fastai.vision.all import * | |
import gradio as gr | |
import pathlib | |
def set_posix_windows(): | |
posix_backup = pathlib.WindowsPath | |
try: | |
pathlib.WindowsPath = pathlib.PosixPath | |
yield | |
finally: | |
pathlib.WindowsPath = posix_backup | |
EXPORT_PATH = pathlib.Path('model.pkl') | |
with set_posix_windows(): | |
learn = load_learner(EXPORT_PATH) | |
categories = learn.dls.vocab | |
def classify_image(img): | |
pred,idx,probs = learn.predict(img) | |
return dict(zip(categories,map(float,probs))) | |
image = gr.inputs.Image(shape=(192,192)) | |
label = gr.outputs.Label() | |
examples = ['cheetah.jpg','lion.jpg','tiger.jpg','leopard.jpg','jaguar.jpg'] | |
iface = gr.Interface(fn=classify_image, inputs=image, outputs=label,examples=examples) | |
iface.launch(inline=False) |