This is an Arduino forum and so your question would be more appropriate on a RPi forum.
However... your best option in my opinion would be to switch the splitter to 5V as this is typically at 2A, then use a 5V to 12V set-up DC-DC converter for the RFID keypad which I would assume takes very little power. Then you are running everything at the correct voltages.