A combined IEEE half and single precision floating point multipliers for deep learning
In deep learning, single precision floating point multipliers are widely used and the most power-hungry arithmetic operators. However, although multipliers are power intensive, they are necessary for applications that require multiplication. In this paper, we propose a novel combined IEEE half precision and single precision floating point multipliers for deep learning. Our design can be easily configured to run in the half precision mode for power saving or in the single precision mode for accuracy. Compared to conventional IEEE single precision multipliers, the combined multipliers require only a small amount of additional area and delay, while offer a significant reduction in power dissipation.
Half-Precision Floating-Point Multiplier IP Core Based on 130 Nm CMOS ASIC Technology
Internet of things applications demand reusable modular designs with low-power consumption. Furthermore, many emerging applications, such as image recognition using machine learning, are low-accuracy tolerant. For these applications, the IEEE-754 half-precision arithmetic is becoming a relevant option for low-power, low-computational cost designs. This article presents a half-precision floating-point multiplier. It is implemented on 130 nm CMOS ASIC technology. The proposed multiplier IP core exhibits low-power consumption, small silicon area, and its accuracy is IEEE-754 compliant.
Redescription of two ghost shrimps (Decapoda: Axiidea: Callianassidae) from the Middle Miocene of the Central Paratethys: systematics, intraspecific variation, and in situ preservation
A redescription of two Middle Miocene burrowing ghost shrimps of the Central Paratethys, Callianassa brocchii L renthey, 1897 and Callianassa pseudorakosensis L renthey in L renthey & Beurlen, 1929, is provided. Material forming the basis of this study comes from the Studienka Formation (lower 'Sarmatian', Serravallian) of the Slovak part of the Vienna Basin and exhibits preservation allowing reassignment of the studied taxa to the genera Neocallichirus Sakai, 1988 and Eucalliax Manning & Felder, 1991 respectively. The major cheliped of both species exhibits two distinct morphotypes interpreted herein as possible sexual dimorpism. Several specimens of both taxa are preserved within the tube structures and are interpreted as in situ preservation within the burrows. Type material of both studied taxa and additional collections from the roughly coeval strata of Hungary and Austria were also studied.