The file of my repository is very large. I am sure that I don't want to revert any previous commit, meaning all changes that have been done are wanted to be kept for good in the code. I just want to delete all the previous history while keeping the changes in place.
You can just delete the .git folder and then reinitialize the repo with git init.
On Windows, this can be done with rmdir /s .git