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from fastai.vision.all import *
from huggingface_hub import push_to_hub_fastai, from_pretrained_fastai
import gradio as gr

learner = from_pretrained_fastai("bears.pkl")

categories = ("grizzly", "black", "white", "brown", "teddy")
def classify_bear(img):
    pred,idx,probs=learner.predict(img)
    return dict(zip(categories, map(float,probs)))

image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label()
examples=["grizzly.jpg", "brown.jpg", "white.jpg", "black.jpg", "teddy.jpg"] 

iface = gr.Interface(fn=classify_bear, inputs=image,  outputs=label, examples=examples)
iface.launch(inline=False)