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8ef426a 324d43c 8ef426a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 | # AUTOGENERATED! DO NOT EDIT! File to edit: 3.GardioTest.ipynb.
import platform
import pathlib
plt = platform.system()
if plt != 'Windows':
pathlib.WindowsPath = pathlib.PosixPath
# %% auto 0
__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
# %% 3.GardioTest.ipynb 1
from fastai.vision.all import *
import gradio as gr
def is_cat(x): return x[0].isupper()
# %% 3.GardioTest.ipynb 3
learn = load_learner('model.pkl')
# %% 3.GardioTest.ipynb 5
categories = ('Dog','Cat')
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories,map(float,probs)))
# %% 3.GardioTest.ipynb 7
image = gr.Image(height=192,width=192)
label = gr.Label()
examples=['dog.jpg','cat.jpg','dunno.jpg']
intf = gr.Interface(fn=classify_image,inputs=image,outputs=label,examples=examples)
intf.launch(inline=False)
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