检索结果-内蒙古大学图书馆

Constructing an AI compiler for ARM Cortex-M Devices

Computer Systems Science & Engineering 2023年第7期46卷 999-1019页

作者： Rong-Guey Chang Tam-Van Hoang Department of Computer Science and Information Engineering National Chung Cheng UniversityChia-YiTaiwan

The diversity of software and hardware forces programmers to spend a great deal of time optimizing their source code,which often requires specific treatment for each *** problem becomes critical on embedded devices,where computational and memory resources are strictly *** play an essential role in deploying source code on a target device through the *** this work,a novel backend for the open neural network compiler(ONNC)is proposed,which exploits machine learning to optimize code for the ARM Cortex-M *** backend requires minimal changes to open neural network Exchange(ONNX)*** novel optimization techniques are also incorporated in the backend,such as quantizing the ONNX model’s weight and automatically tuning the dimensions of operators in *** performance of the proposed framework is evaluated for two applications:handwritten digit recognition on the Modified National Institute of Standards and Technology(MNIST)dataset and model,and image classification on the Canadian Institute For Advanced Research and 10(CIFAR-10)dataset with the AlexNet-Light *** system achieves 98.90%and 90.55%accuracy for handwritten digit recognition and image classification,***,the proposed architecture is significantly more lightweight than other state-of-theart models in terms of both computation time and generated source code *** the system perspective,this work provides a novel approach to deploying direct computations from the available ONNX models to target devices by optimizing compilers while maintaining high efficiency in accuracy performance.

关键词： open neural network compiler backend ARM Cortex-M device handwritten digit recognition image classification

来源：评论

学校读者我要写书评

暂无评论

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案：

请选择收藏分类：

通借通还

建议与咨询 留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案： 新增检索档案 确定 取消

请选择收藏分类： 新增自定义分类 确定 取消

通借通还

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

请选择保存的检索档案：

请选择收藏分类：