Abortion and Capital Punishment

I have never understood why liberals support the killing of an innocent fetus and oppose the killing of a convicted murderer. It is simply beyond my comprehension. The only way is to rationalize it as being a "choice" and being "compassionate". Why would anybody choose to kill an innocent life and feel compassion for a convicted murderer?