You can try to set height at the layout of the figure that you will insert into the graph.
…
@APP.callback(Output('graph', 'figure')
…
LAYOUT = {'height': <DESIRED>,
'plot_bgcolor': 'white',
'paper_bgcolor': 'white'}
figure['layout'].update(LAYOUT)`