gradio_tutorial / app.py
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import gradio as gr
import joblib as jb
def predict(sex, age, pclass):
model = jb.load('model.pkl')
pclass = int(pclass)
p = model.predict_proba([[sex, age, pclass]])[0]
return {"Did not survive": p[0], "Survived": p[1]}
demo = gr.Interface(fn=predict,
inputs=[gr.Dropdown(choices=["male", "female"], type="index"),
"number",
gr.Dropdown(choices=["1", "2", "3"], type="value")
],
outputs="label")
demo.launch()