1,097 research outputs found

    BrainFrame: A node-level heterogeneous accelerator platform for neuron simulations

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    Objective: The advent of High-Performance Computing (HPC) in recent years has led to its increasing use in brain study through computational models. The scale and complexity of such models are constantly increasing, leading to challenging computational requirements. Even though modern HPC platforms can often deal with such challenges, the vast diversity of the modeling field does not permit for a single acceleration (or homogeneous) platform to effectively address the complete array of modeling requirements. Approach: In this paper we propose and build BrainFrame, a heterogeneous acceleration platform, incorporating three distinct acceleration technologies, a Dataflow Engine, a Xeon Phi and a GP-GPU. The PyNN framework is also integrated into the platform. As a challenging proof of concept, we analyze the performance of BrainFrame on different instances of a state-of-the-art neuron model, modeling the Inferior- Olivary Nucleus using a biophysically-meaningful, extended Hodgkin-Huxley representation. The model instances take into account not only the neuronal- network dimensions but also different network-connectivity circumstances that can drastically change application workload characteristics. Main results: The synthetic approach of three HPC technologies demonstrated that BrainFrame is better able to cope with the modeling diversity encountered. Our performance analysis shows clearly that the model directly affect performance and all three technologies are required to cope with all the model use cases.Comment: 16 pages, 18 figures, 5 table

    GSFC Cutting Edge Avionics Technologies for Spacecraft

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    With the launch of NASA's first fiber optic bus on SAMPEX in 1992, GSFC has ushered in an era of new technology development and insertion into flight programs. Predating such programs the Lewis and Clark missions and the New Millenium Program, GSFC has spearheaded the drive to use cutting edge technologies on spacecraft for three reasons: to enable next generation Space and Earth Science, to shorten spacecraft development schedules, and to reduce the cost of NASA missions. The technologies developed have addressed three focus areas: standard interface components, high performance processing, and high-density packaging techniques enabling lower cost systems. To realize the benefits of standard interface components GSFC has developed and utilized radiation hardened/tolerant devices such as PCI target ASICs, Parallel Fiber Optic Data Bus terminals, MIL-STD-1773 and AS1773 transceivers, and Essential Services Node. High performance processing has been the focus of the Mongoose I and Mongoose V rad-hard 32-bit processor programs as well as the SMEX-Lite Computation Hub. High-density packaging techniques have resulted in 3-D stack DRAM packages and Chip-On-Board processes. Lower cost systems have been demonstrated by judiciously using all of our technology developments to enable "plug and play" scalable architectures. The paper will present a survey of development and insertion experiences for the above technologies, as well as future plans to enable more "better, faster, cheaper" spacecraft. Details of ongoing GSFC programs such as Ultra-Low Power electronics, Rad-Hard FPGAs, PCI master ASICs, and Next Generation Mongoose processors

    Proceedings of the Second International Workshop on HyperTransport Research and Applications (WHTRA2011)

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    Proceedings of the Second International Workshop on HyperTransport Research and Applications (WHTRA2011) which was held Feb. 9th 2011 in Mannheim, Germany. The Second International Workshop for Research on HyperTransport is an international high quality forum for scientists, researches and developers working in the area of HyperTransport. This includes not only developments and research in HyperTransport itself, but also work which is based on or enabled by HyperTransport. HyperTransport (HT) is an interconnection technology which is typically used as system interconnect in modern computer systems, connecting the CPUs among each other and with the I/O bridges. Primarily designed as interconnect between high performance CPUs it provides an extremely low latency, high bandwidth and excellent scalability. The definition of the HTX connector allows the use of HT even for add-in cards. In opposition to other peripheral interconnect technologies like PCI-Express no protocol conversion or intermediate bridging is necessary. HT is a direct connection between device and CPU with minimal latency. Another advantage is the possibility of cache coherent devices. Because of these properties HT is of high interest for high performance I/O like networking and storage, but also for co-processing and acceleration based on ASIC or FPGA technologies. In particular acceleration sees a resurgence of interest today. One reason is the possibility to reduce power consumption by the use of accelerators. In the area of parallel computing the low latency communication allows for fine grain communication schemes and is perfectly suited for scalable systems. Summing up, HT technology offers key advantages and great performance to any research aspect related to or based on interconnects. For more information please consult the workshop website (http://whtra.uni-hd.de)
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