According to the clue provided by Eric, I'm almost sure the caliber comes from Lemania. Thanks Eric.
Still, I would like to know more details about this watch, such as why there is no marking, the grade of the watch, the material of the case, etc. I also want to know more about Lemania and A. Lugrin, There is very little information about them online. Thank you all.