import gradio as gr
from fastbook import *


def greet(name):
    return "Hello " + name + "!!" + "and hello world 123f"

learn = load_learner('model.pkl')
categories = ('Dog', 'Cat')
def classify_image(img): 
    pred,idx,probs = learn.predict(img)
    return dict(zip(categories, map(float,probs)))

image = gr.inputs.Image(shape=(192,192))
label = gr.outputs.Label()
examples = ['dog.png', 'cat.png', 'dunno.png']

intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)
intf.launch()



# iface = gr.Interface(fn=greet, inputs="text", outputs="text")
# iface.launch()