Abstract: Embodiments provide mechanisms to facilitate compute operations for deep neural networks. One embodiment comprises a graphics processing unit comprising one or more multiprocessors, at least one of the one or more multiprocessors including a register file to store a plurality of different types of operands and a plurality of processing cores. The plurality of processing cores includes a first set of processing cores of a first type and a second set of processing cores of a second type. The first set of processing cores are associated with a first memory channel and the second set of processing cores are associated with a second memory channel.

Abstract: A household-type spa is presented which is based upon one single, major mold for manufacturing the water-containing vessel. The spa has attachment points over its walls and floor for mounting furniture such as benches and bucket seats. All furniture, regardless of type, has mounting points which correspond to those in the spa walls. Also, water and water/air jets can be directed from the spa walls outward to the person in a given seat which is spaced some distance from the spa wall, itself. The result is a spa concept which allows customers to chose a large variety of seating arrangement and jet-effect arrangements, all for a single vessel wall design.