printfont doesn't change font only height on Linux

I'm trying to change the font that vim uses with the
hardcopy command:
set printfont=Consolas:h9

This changes the font height but the font used is still
Courier:
%%PageResources: font Courier

Is there a way to actually choose a different font?

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