Your father's credit can be found in the personal loan departments of the People's Bank of China and commercial banks, which is definitely unfavorable for his future loans.
And if you break up with your dad, you are a completely independent free man. You can't find any bad credit records about you in the personal loan departments of the People's Bank of China and commercial banks, so it won't affect your future loans, including mortgages.