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import gradio as gr
from botorch.test_functions.synthetic import Hartmann
from torch import Tensor
def hartmann(x1, x2, x3, x4):
x_tensor = Tensor((x1, x2, x3, x4))
hartmann_function = Hartmann(dim=4)
y = hartmann_function(x_tensor)
return float(y)
iface = gr.Interface(
fn=hartmann,
inputs=[
gr.Number(0.33, label="x1", minimum=0.0, maximum=1.0),
gr.Number(0.33, label="x2", minimum=0.0, maximum=1.0),
gr.Number(0.33, label="x3", minimum=0.0, maximum=1.0),
gr.Number(0.33, label="x4", minimum=0.0, maximum=1.0),
],
outputs=gr.Number(
hartmann(0.33, 0.33, 0.33, 0.33), label="Hartmann function value"
),
)
iface.launch()