The "Love & Hip Hop: Atlanta" star called Atlanta PD Sunday and told them Joseline became real violent and attempted to punch and scratch him ... this according to the police report.
Stevie claimed Joseline busted his face and injured his eyes ... but cops said they saw no visible injuries. They also advised him to get a restraining order, but he hasn't. Joseline -- who should pop out a baby girl in a matter of weeks -- wasn't there when cops showed up.
Sources tell TMZ ... Joseline had been under the impression Tommie Lee was the chick at Stevie's crib but we're told it was actually someone else. Tommie and Joseline, of course, have a nasty history.
The next day ... Sandy Springs PD were called after Stevie said she assaulted him again. According to the police report ... Stevie says Joseline used her hands, feet and teeth to attack him.
We got them leaving court Tuesday -- Stevie's sticking to his story while Joseline appears unfazed.
We broke the story ... Stevie's asking the court to order a psychological evaluation for Joseline.