Spaces:
Sleeping
Sleeping
File size: 809 Bytes
db3757f 30de3f4 db3757f 30de3f4 db3757f |
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 |
# AUTOGENERATED! DO NOT EDIT! File to edit: ../app.ipynb.
# %% auto 0
__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'interface', 'is_cat', 'classify_image']
# %% ../app.ipynb 1
from fastai.vision.all import *
import gradio as gr
# %% ../app.ipynb 2
def is_cat(x):
return x[0].isupper()
# %% ../app.ipynb 3
learn = load_learner('model.pkl')
# %% ../app.ipynb 4
categories = ('Dog', 'Cat')
def classify_image(img):
pred, idx, probs = learn.predict(img)
return dict(zip(categories, map(float, probs)))
# %% ../app.ipynb 5
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['dog.jpg', 'cat.jpg', 'beagle.jpg']
interface = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
interface.launch(inline=False, share=True)
|