When do you tell your boss you’re looking for another job?

I reached the point where I just don’t care anymore and I want to tell my boss that I am actively looking for alternative employment and I will be leaving as soon as I possibly can.

What would your advice be in this situation? Rather wait until I have something in pipeline in terms of new employment? Or just let them know that I have reached this point?