File size: 778 Bytes
d45cb1e 3ec2738 d45cb1e 3ec2738 d45cb1e |
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 |
# AUTOGENERATED! DO NOT EDIT! File to edit: ../minimal.ipynb.
# %% auto 0
__all__ = ['learn', 'categories', 'image', 'label', 'examples', 'intf', 'is_cat', 'classify_image']
# %% ../minimal.ipynb 1
from fastai.vision.all import *
import gradio as gr
def is_cat(x): return x[0].is_upper()
# %% ../minimal.ipynb 3
learn = load_learner('model.pkl')
# %% ../minimal.ipynb 5
categories = ('Dog', 'Cat')
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
# %% ../minimal.ipynb 7
image = gr.inputs.Image(shape=(192, 192))
label = gr.outputs.Label()
examples = ['dog.jpeg', 'cat.jpeg', 'dunno.jpeg']
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch(inline=False)
|