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Low-Power On-Chip Network Providing Guaranteed Services for Snoopy Coherent and Artificial Neural Network Systems

机译:低功耗片上网络,为史努比相干和人工神经网络系统提供有保证服务

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During the transition to packet-switched on-chip networks we lose the relative timing and ordering of requests, which are essential for shared memory coherency and the communication of spikes in hardware-based artificial neural networks. We present a bufferless network architecture that enforces a time-based sharing of multi-hop single-cycle paths, providing guaranteed services at low cost. We guarantee ordered delivery of requests, fixed network latency, and jitter-free neural spikes. In a 64-node network, we achieve a 84% lower latency and 7.5× higher throughput than SCORPIO. Full-system 36-core simulations show a 9% lower runtime than SCORPIO, with 39% lower power and 36% lower area.
机译:在转换到分组交换的片上网络期间,我们失去了对请求的相对定时和排序,这对于基于硬件的人工神经网络中的尖峰通信至关重要。我们提出了一种无力网络架构,该架构强制执行的时间基于多跳单循环路径,以低成本提供有保证的服务。我们保证订购的请求,固定网络延迟和无抖动神经尖峰。在64节点网络中,我们达到延迟的84%和7.5倍的吞吐量高于天蝎座。全系统36核模拟显示比天蝎倍率为9%,功率下降39%,下方36%。

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