Bokeh theming

When using the bokeh_chart function, how to pass on a bokeh theme? The bokeh theme docs suggest e.g. curdoc().theme = 'caliber' which does not seem to have an effect when done on module (where bokeh_chart is called) scope.

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try this:
p = figure()
doc = curdoc()
doc.theme = ‘caliber’
doc.add_root(p)
st.bokeh_chart(p)