How to remove admin logs

First, @dangtrungluong , congratulations on having a forum that’s so successful that you actually need to worry about the database size.

However, perhaps you should consider sharding / partitioning?
Generating more granular backups?

Simply deleting data is usually a poor idea likely to lead to unforeseen problems. What exactly is the problem you’re having that you’re wanting to solve?