How to split a floating window?

From the doc of Floating windows, I didn’t find anywhere claiming splitting the window is impossible. But I can’t make this happen. When the current window is the one just created with nvim_open_win, :split does not split the current window (as documented in :split) but split the window in the back. How to split the floating window?