You can run all 12 off two AA cells in series, by placing the LEDs in parallel.
At 20mA each, that would be 240mA, the batteries would last several hours. You could run them at 10mA with a little loss of brightness and longer battery life.
But, I would get super-bright LEDs and run them a...