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359d340 ca87596 03dd7be ca87596 1771b7f 5f5346a 2f990e6 5f5346a 2f990e6 5f5346a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 | from fastai.vision.all import *
import gradio as gr
def is_cat(x): return x[0]+x[0].isupper()
learn = load_learner('model.pkl')
catagories = ('Dog','Cat')
def classify_image(img):
pred, idx, probs = learn.predict(img)
return dict(zip(catagories, map(float, probs)))
image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label()
examples = ['Ragdoll_235.jpg', 'saint_bernard_28.jpg', 'Ragdoll_254.jpg', 'samoyed_4.jpg','Ragdoll_202.jpg', 'saint_bernard_23.jpg']
title = 'Predict whether the image is that of a dog or a cat'
intf = gr.Interface(fn = classify_image, inputs = image, outputs = label, examples = examples, title = title)
intf.launch(inline =False)
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