The easiest and the fastest way to empty directories with a large number of files is with the following command. Add this command in my public technical diary for future reference.
Go to the directory which contains a large number of files. For example, files name are like sip_20201002145227__410060544193744.log .
find . -name "sip_2020*" -delete
Enjoy ;)