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PROCESSOR MEMORY OPTIMIZATION METHOD AND APPARATUS ORIENTED TOWARD DEEP LEARNING TRAINING TASK

机译:处理器内存优化方法和设备面向深度学习培训任务

摘要

The present application discloses a processor video memory optimization method and apparatus for deep learning training tasks, and relates to the technical field of artificial intelligence. In the method, by determining an optimal path for transferring a computing result, the computing result of a first computing unit is transferred to a second computing unit by using the optimal path. Thus, occupying the video memory is avoided, and meanwhile, a problem of low utilization rate of the computing unit of a GPU caused by video memory swaps is avoided, so that training speed of most tasks is hardly reduced.
机译:本申请公开了一种用于深度学习训练任务的处理器视频存储器优化方法和装置,并且涉及人工智能技术领域。 在该方法中,通过确定用于传送计算结果的最佳路径,通过使用最佳路径将第一计算单元的计算结果传送到第二计算单元。 因此,避免占据视频存储器,同时避免了由视频存储器掉掉的GPU的计算单元的低利用率的问题,从而几乎没有减少大多数任务的训练速度。

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