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import gradio as gr | |
from fastai.vision.all import * | |
learn = load_learner('bedroom_or_kitchen.pkl', 'rb') | |
categories = ("Bedroom", "Kitchen") | |
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 = ['bedroom.jpg', 'quarto.jpg'] | |
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples) | |
intf.launch() |