6 research outputs found
Relay: A New IR for Machine Learning Frameworks
Full text linkMachine learning powers diverse services in industry including search,
translation, recommendation systems, and security. The scale and importance of
these models require that they be efficient, expressive, and portable across an
array of heterogeneous hardware devices. These constraints are often at odds;
in order to better accommodate them we propose a new high-level intermediate
representation (IR) called Relay. Relay is being designed as a
purely-functional, statically-typed language with the goal of balancing
efficient compilation, expressiveness, and portability. We discuss the goals of
Relay and highlight its important design constraints. Our prototype is part of
the open source NNVM compiler framework, which powers Amazon's deep learning
framework MxNet
Opposing Effects of Amphetamine and Eticlopride on Striatal Fast-Spiking Interneuron Firing
Full text linkNeurosciencehttp://deepblue.lib.umich.edu/bitstream/2027.42/63897/1/wiltschko_alex_2009.pd
