I exceeded the limits for Roth IRA contributions (married filing separately) for 2016 and 2017. Should I re-file jointly (if even possible) or pay the 6% penalty?

I just discovered the income limitation for Roth IRA contributions when filing married but separately (AGI $10000). I would like the money to remain in the Roth account rather than getting it out and paying the penalty.