Hand held vacuums are light weight, can be either corded or cordless and also most can be installed on a wall. Cordless efficiency depends a lot on the charge of the battery, as the battery power goes down so does the suction power.
https://www.yelp.com/biz/meyer-carpet-cleaning-milwaukee