Yup, the book that inspired the Marine Corps Small Wars Manual of 1940. I think Callwell's first edition was older than 1906, by about ten years or so.

Bear in mind that it's not COIN by any means though, the British SOP was "butcher and bolt." Still some great stuff in there though.