An uncontested divorce (no kids) is the quickest type. Resolve all your issues before filing. Split assets, sell properties, divide up belongings. Some states have waiting periods and/or other requirements.
If your state allows for no contest divorce (no one is "at fault") and both parties agree, you can generally file at your local courthouse for a fee. This is the fastest way to divorce in many states.