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Deep neural network processing on hardware accelerators with stacked memory

机译:具有堆栈存储器的硬件​​加速器上的深度神经网络处理

摘要

A method is provided for processing on an acceleration component a deep neural network. The method includes configuring the acceleration component to perform forward propagation and backpropagation stages of the deep neural network. The acceleration component includes an acceleration component die and a memory stack disposed in an integrated circuit package. The memory stack has a memory bandwidth greater than about 50 GB/sec and a power efficiency of greater than about 20 MB/sec/mW.
机译:提供了一种用于在加速部件上处理深度神经网络的方法。该方法包括配置加速度分量以执行深度神经网络的前向传播和反向传播阶段。加速部件包括加速部件管芯和设置在集成电路封装中的存储器堆叠。内存堆栈的内存带宽大于大约50 GB /秒,功率效率大于大约20 MB /秒/ mW。

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