How do you share music between two iTunes accounts on one computer?

My wife and I share a Windows 7 laptop computer. We have separate Windows logins and separate iTunes accounts. When we had separate computers we were able to use Home Sharing to share our music but this doesn't work when you have two accounts on the same computer.

Is there a way to share our music libraries without wiping out what is already stored in our individual iTunes music libraries?