add support for markdown file in one parse way (#2052)
### What problem does this PR solve?
#2021 add support for markdown file in one parse way
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
Co-authored-by: Zhedong Cen <cenzhedong2@126.com>