I read a different book, written by the creators of AWK themselves. But the experience was much the same. You can read it in one sitting.

Or, rather, you can read the two first chapter easily in one sitting. Chapter one gives a brief overview and examples. Chapter two describes the whole language, every function and every variable! The rest of the book is just more examples. I really love this style!