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DEPLOYMENT METHOD AND APPARATUS FOR HETEROGENEOUS PLATFORM BASED ON TVM COMPILER, AND TERMINAL DEVICE

机译:基于TVM编译器的异构平台和终端设备的部署方法和装置

摘要

Provided are a deployment method and apparatus for a heterogeneous platform based on a TVM compiler, and a terminal device. The method comprises: obtaining a topological structure diagram, network parameters and function information of each function of a deep learning network generated by a TVM compiler (S101); on the basis of information of a node in the topological structure diagram and the device type of a heterogeneous platform, dividing the node in the topological structure diagram into target device blocks corresponding to the device type (S102); performing space allocation on the target device blocks to obtain space information of the target device blocks (S103); and deploying the deep learning network to the heterogeneous platform on the basis of the topological structure diagram, the network parameters, the function information, the target device blocks and the spatial information of the target device blocks (S104). According to the method, the node is divided into target device blocks of different device types, and deployment of different devices in the heterogeneous platform is completed by means of the target device blocks of different types.
机译:提供基于TVM编译器的异构平台和终端设备的部署方法和装置。该方法包括:获得由TVM编译器生成的深学习网络的每个功能的拓扑结构图,网络参数和功能信息(S101);基于拓扑结构图中节点的信息和异构平台的设备类型,将节点划分为与器件类型对应的目标设备块(S102);在目标设备块上执行空间分配以获取目标设备块的空间信息(S103);并基于拓扑结构图,网络参数,功能信息,目标设备块和目标设备块的空间信息将深度学习网络部署到异构平台(S104)。根据该方法,该节点被分成不同设备类型的目标设备块,并且通过不同类型的目标设备块完成异构平台中的不同设备的部署。

著录项

  • 公开/公告号WO2022007468A1

    专利类型

  • 公开/公告日2022-01-13

    原文格式PDF

  • 申请/专利权人 SHENZHEN INTELLIFUSION TECHNOLOGIES CO. LTD.;

    申请/专利号WO2021CN88594

  • 发明设计人 WU JINJIN;

    申请日2021-04-21

  • 分类号G06N20;

  • 国家 CN

  • 入库时间 2022-08-24 23:22:34

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