I HAD A LIVE IN PARTNER BUT WE HAVE KIDS.BUT I RUNAWAY BEC.HE HIT, SLAP ME.BUT I LOVE HIM,WHAT SHOULD I DO?

please help me im confused because we have three kids. i really do love him but every time we had a fight he slap and hit me.and sometimes say words that does hurt my feelings. please i need your answers