Sudo completion doesn't work with `$PATH`

For instance, when I do # sudo pv<TAB> to try to complete it as sudo pvcreate, it does nothing.

But when doing # pv<TAB> I get the list of completions without sudo:

pvchange   pvck       pvcreate   pvdisplay  pvmove     pvremove   pvresize   pvs        pvscan