Imperative with masu stem


I just had my first karate lesson and was puzzled. When the instructor wanted
us to start or stop he would say はじめ and やめ. I would have expected to hear
はじめろ or はじめて for example.

Is it proper grammar to make an imperative from the masu stem or is this just
a quirk of karate teachers?

