首页> 外国专利> SCHEDULING ARTIFICIAL INTELLIGENCE MODEL PARTITIONS BASED ON REVERSED COMPUTATION GRAPH

SCHEDULING ARTIFICIAL INTELLIGENCE MODEL PARTITIONS BASED ON REVERSED COMPUTATION GRAPH

机译:基于逆转计算图的人工智能模型分区调度

摘要

Techniques are disclosed for scheduling artificial intelligence model partitions for execution in an information processing system. For example, a method comprises the following steps. An intermediate representation of an artificial intelligence model is obtained. A reversed computation graph corresponding to a computation graph generated based on the intermediate representation is obtained. Nodes in the reversed computation graph represent functions related to the artificial intelligence model, and one or more directed edges in the reversed computation graph represent one or more dependencies between the functions. The reversed computation graph is partitioned into sequential partitions, such that the partitions are executed sequentially and functions corresponding to nodes in each partition are executed in parallel.
机译:公开了用于调度用于在信息处理系统中执行的人工智能模型分区的技术。 例如,方法包括以下步骤。 获得人工智能模型的中间表示。 获得与基于中间表示生成的计算图相对应的反转计算图。 反转计算图中的节点表示与人工智能模型相关的功能,并且反转计算图中的一个或多个定向边缘表示功能之间的一个或多个依赖性。 反转的计算图被划分为顺序分区,使得分区顺序执行,并且并行执行与每个分区中的节点对应的功能。

著录项

  • 公开/公告号US2021248002A1

    专利类型

  • 公开/公告日2021-08-12

    原文格式PDF

  • 申请/专利权人 EMC IP HOLDING COMPANY LLC;

    申请/专利号US202016789006

  • 申请日2020-02-12

  • 分类号G06F9/48;G06N20;G06N5/02;G06F9/50;

  • 国家 US

  • 入库时间 2022-08-24 20:34:03

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