首页> 外国专利> DATA VOLUME SCULPTOR FOR DEEP LEARNING ACCELERATION

DATA VOLUME SCULPTOR FOR DEEP LEARNING ACCELERATION

机译:深度学习加速的数据量保护器

摘要

Embodiments of a device include on-board memory, an applications processor, a digital signal processor (DSP) cluster, a configurable accelerator framework (CAF), and at least one communication bus architecture. The communication bus communicatively couples the applications processor, the DSP cluster, and the CAF to the on-board memory. The CAF includes a reconfigurable stream switch and a data volume sculpting unit, which has an input and an output coupled to the reconfigurable stream switch. The data volume sculpting unit has a counter, a comparator, and a controller. The data volume sculpting unit is arranged to receive a stream of feature map data that forms a three-dimensional (3D) feature map. The 3D feature map is formed as a plurality of two-dimensional (2D) data planes. The data volume sculpting unit is also arranged to identify a 3D volume within the 3D feature map that is dimensionally smaller than the 3D feature map and isolate data from the 3D feature map that is within the 3D volume for processing in a deep learning algorithm.
机译:设备的实施例包括板载存储器,应用处理器,数字信号处理器(DSP)集群,可配置加速器框架(CAF)和至少一个通信总线架构。通信总线将应用处理器,DSP集群和CAF通信耦合到板载内存。 CAF包括可重配置流交换机和数据量雕刻单元,该数据量雕刻单元具有耦合到可重配置流交换机的输入和输出。数据量雕刻单元具有计数器,比较器和控制器。数据量雕刻单元被布置为接收形成三维(3D)特征图的特征图数据流。 3D特征图形成为多个二维(2D)数据平面。数据体积雕刻单元还被布置为在尺寸上小于3D特征图的3D特征图中识别3D体积,并从3D体积内的3D特征图中分离数据以在深度学习算法中进行处理。

著录项

相似文献

  • 专利
  • 外文文献
  • 中文文献
获取专利

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号