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OPTIMIZATION METHOD AND APPARATUS FOR COMPUTATION GRAPH, COMPUTER DEVICE, AND STORAGE MEDIUM

机译:用于计算图,计算机设备和存储介质的优化方法和装置

摘要

An optimization method and apparatus for a computation graph, a computer device, and a storage medium. The method comprises: obtaining a computation graph of a computation network model; then inserting at least one check node in the computation graph; when running to each check node, obtaining the current performance margin by means of the current check node; then determining an optimization policy according to the current performance margin; and according to the optimization policy, optimizing a resource that needs to be consumed by a computation node after the current check node. According to the optimization method, by inserting the check nodes, obtaining the current performance margin of a computer device when the computer device runs to each check node, and according to the current performance margin, selecting the optimization policy meeting the actual running condition of the computer device to optimize the resource that needs to be consumed by the computation node, the resource use condition of each computation node during computation can be dynamically adjusted in the process that the computer device runs to the computation node, thereby improving the utilization rate of the resource on the computer device.
机译:用于计算图,计算机设备和存储介质的优化方法和装置。该方法包括:获取计算网络模型的计算图;然后在计算图中插入至少一个校验节点;运行到每个检查节点时,通过当前检查节点获取当前性能边距;然后根据当前性能余量确定优化策略;根据优化策略,优化当前检查节点之后需要由计算节点消耗的资源。根据优化方法,通过插入检查节点,当计算机设备运行到每个检查节点时获得计算机设备的当前性能余量,并根据当前的性能余量,选择满足实际运行条件的优化策略为了优化所需计算节点需要消耗的资源,可以在计算机设备运行到计算节点的过程中动态调整计算节点期间每个计算节点的资源使用条件,从而提高了所的利用率计算机设备上的资源。

著录项

  • 公开/公告号WO2021114757A1

    专利类型

  • 公开/公告日2021-06-17

    原文格式PDF

  • 申请/专利权人 MEGVII (BEIJING) TECHNOLOGY CO. LTD.;

    申请/专利号WO2020CN113290

  • 发明设计人 ZHOU SHUCHANG;WANG TIAN;

    申请日2020-09-03

  • 分类号G06F9/50;

  • 国家 CN

  • 入库时间 2022-08-24 19:27:43

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