You have it exactly backwards. Thou is singular and informal, ye is plural and / or singular formal.
Ye is a second-person, plural, personal pronoun (nominative), spelled in Old English as "ge". [0]
The word thou is a second-person singular pronoun in English. It is now largely archaic, having been replaced in most contexts by the word you. [1]