Yes, your partner can be a dependent on your federal return as long as they meet all of the tests to be a qualifying relative. You'd file Head of Household with three dependents.
Your partner cannot be your dependent on your California return since you'll be filing jointly. You'd be Married Filing Jointly with two dependents.
