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DEPTH-FIRST DEEP CONVOLUTIONAL NEURAL NETWORK INFERENCE

机译:深度第一深度卷积神经网络推论

摘要

A method performed by a computing device includes determining a partition for depth-first processing by a multi-layer artificial neural network (ANN) of the computing device. The computing device comprising a processor, on-chip memory, and off-chip memory. The first partition determined based on an amount of on-chip memory used by the first partition, an available amount of on-chip memory, and a size of a write back to the off-chip memory. The method also includes processing, at the device via the multi-layer ANN, an input, using the depth-first processing in accordance with the partition.
机译:由计算设备执行的方法包括通过计算设备的多层人工神经网络(ANN)确定用于深度第一处理的分区。计算设备包括处理器,片上存储器和外芯片存储器。基于由第一分区使用的片上存储器的量,可用量的片上存储器和写回芯片存储器的尺寸确定的第一分区。该方法还包括通过多层ANN的设备在设备处,根据分区使用深度第一处理。

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