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Aside from the massive parallelism available in modern FPGAs, there are other two other key reasons why reconfigurable hardware is finding a fit in neural network processing in both training and inference.
First is the energy efficiency of these devices relative to performance, and second is the flexibility of an architecture that can be recast to the framework at hand. In the past we’ve described how FPGAs can fit over GPUs as well as custom ASICs in some cases, and what the future might hold for novel architectures based on reconfigurable hardware for these workloads. But there is still …
Escher Erases Batching Lines for Efficient FPGA Deep Learning was written by Nicole Hemsoth at The Next Platform.
Every day operation of a Cisco router is likely to cause failure.
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From an atomic museum to a sci-fi center, Vegas has lots of nerdy attractions.
Some background on the Free Range Routing project.
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The company's cost reduction plan didn't go far enough.
Data center fabrics are built today using spine and leaf fabrics, lots of fiber, and a lot of routers. There has been a lot of research in all-optical solutions to replace current designs with something different; MegaSwitch is a recent paper that illustrates the research, and potentially a future trend, in data center design. The basic idea is this: give every host its own fiber in a ring that reaches to every other host. Then use optical multiplexers to pull off the signal from each ring any particular host needs in order to provide a switchable set of connections in near real time. The figure below will be used to explain.
In the illustration, there are four hosts, each of which is connected to an electrical switch (EWS). The EWS, in turn, connects to an optical switch (OWS). The OWS channels the outbound (transmitted) traffic from each host onto a single ring, where it is carried to every other OWS in the network. The optical signal is terminated at the hop before the transmitter to prevent any loops from forming (so A’s optical signal is terminated at D, for instance, assuming the ring runs clockwise in the diagram).
The receive Continue reading