Here is a "simplist of circuits" for constant lighting.  It contains the LM317 that Len mentions.  There are several circuits shown.  You will need to scroll down to the fourth circuit using LEDs.

http://www.wiringfordcc.com/gorhlite.htm#a17

Allan Gartner

Wiring For DCC