Ryan Lochte and his wife have split ... TMZ Sports has confirmed Kayla Lochte filed for divorce from the Olympic great earlier this year.
Court records we obtained show Kayla formally submitted the docs to a Florida courthouse on March 26 ... and in an emotional Instagram post Wednesday, she called the decision to move on from Ryan "one of the most painful, revealing, and challenging seasons of my life.