Deep stack operation

I am using the deep stack under test.
I register a face with a user id.
Then I look for a photo in this database.
Since it is not open source (yet), it has doubts about how the deep stack works.
If I restart the machine, will it be as fast as it is today? Does he really index these photos for a quick match? Or is it only fast because I have few images?