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MACHINE LEARNING NETWORK IMPLEMENTED BY STATICALLY SCHEDULED INSTRUCTIONS, WITH SYSTEM-ON-CHIP

机译:机器学习网络由静态预定的指令实现,具有片上系统

摘要

A compiler receives a description of a machine learning network and generates a computer program that implements the machine learning network. The computer program includes statically scheduled instructions that are executed by a mesh of processing elements (Tiles). The instructions executed by the Tiles are statically scheduled because the compiler can determine which instructions are executed by which Tiles at what times. For example, for the statically scheduled instructions, there are no conditions, branching or data dependencies that can be resolved only at run-time, and which would affect the timing and order of the execution of the instructions.
机译:编译器接收机器学习网络的描述,并生成实现机器学习网络的计算机程序。 计算机程序包括由处理元素(图块)的网格执行的静态调度指令。 由图块执行的指令在静态调度,因为编译器可以通过在几次执行瓷砖来确定哪些指令。 例如,对于静态调度的指令,没有条件,分支或数据依赖关系,其可以仅在运行时解析,并且它会影响指令执行的执行时间和顺序。

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