Hi Um...Me,
My LM317 power supply uses a little heatsink like yours, supplies up to 1A from 1.25V to 9V perfectly, gets pretty hot but doesn't shut-down, and is powered by a 12VDC/1A wall-wart adapter.
Maybe you should use a 20V center-tapped transformer (10V-0V-10V). You can switch the...