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import gradio as gr | |
from fastai.vision.all import * | |
learn = load_learner('model.pkl') | |
categories = ('Grizzly','Black','Toy','White','Brown') | |
def classify_image(img): | |
pred,idx,probs = learn.predict(img) | |
return dict(zip(categories,map(float,probs))) | |
image = gr.Image(sources="upload") | |
label = gr.Label() | |
examples = ['black.jpg','brown.jpg','grizzly.jpeg','toy.jpeg','./Imgs/white.jpg'] | |
intf = gr.Interface(fn=classify_image,inputs=image,outputs=label,examples=examples) | |
intf.launch(inline=False,share=True) | |