sed搜索并替换字符串和最后一次出现的字符

I currently have a bunch of .md5sum files with a md5sum hash value and it's corresponding file name with full absolute path. I'd like to modify these files from being absolute pathing to relative. I think I have it pretty close.I currently have a bunch of .md5sum files with