The only time you would have an issue is if you are living in separate states. Different states have rules on what you can and can't do if you want to file jointly married and separately in the different states. We would need to know what states both spouses live in. But if both spouses live in California, even in different homes, there would be no problem filing jointly at the federal and state returns.
