The Deep Learning Compiler: A Comprehensive Survey 在不同的深度学习(DL)硬件上部署各种DL模型的困难推动了社区对DL编译器的研究和开发。从工业界和学术界都提出了几个DL编译器,例如Tensorflow XLA和TVM。类…
深度学习的编译与优化 (Deep Learning Compliation and Optimization)简介 随着深度学习的应用场景的不断泛化,深度学习计算任务也需要部署在不同的计算设备和硬件架构上;同时,实际部署或… Doooo The Deep Learning Compiler- A Comprehensive Survey 深度学习编译器综述 (三) The Deep Learning Compiler- A Comprehensive...
深度学习编译与优化Deep Learning Compiler and Optimizer
The Deep Learning Compiler: A Comprehensive Survey 参考文献: https://arxiv.org/pdf/2002.03794v4.pdf 在不同的DL硬件上部署各种深度学习(DL)模型的困难,推动了社区DL编译器的研究和开发。DL编译器已经从工业和学术界提出,如TysFraceXLA和TVM。类似地,DL编译器将不同DL框架中描述的DL模型作为输入,然后为不...
recent GPUs. Theano combines aspects of a computer algebra system (CAS) with aspects of an optimizing compiler. It can also generate customized C code for many mathematical operations. This combination of CAS with optimizing compilation is particularly useful for tasks in which complicated mathematical...
The Deep Learning Compiler: A Comprehensive Survey 来自 arXiv.org 喜欢 0 阅读量: 791 作者:M Li,Y Liu,X Liu,Q Sun,X You,H Yang,Z Luan,L Gan,G Yang,D Qian 摘要: The difficulty of deploying various deep learning (DL) models on diverse DL hardware has boosted the research and ...
Project Overview This project aims to build a deep learning compiler and optimizer infrastructure that can provide automatic scalability and efficiency optimization for distributed and local execution. Overall, this stack covers two types of general optimizations: fast distributed training over large-scale...
近年来,深度学习(Deep Learning)直接尝试解决抽象认知的难题,并取得了突破性的进展。深度学习引爆的这场革命,将人工智能带上了一个新的台阶,不仅学术意义巨大,而且实用性很强,工业界也开始了大规模的投入,一大批产品将从中获益。 2006年...
陈女士26分钟前在线 英伟达半导体科技(上海)有限公司·Recruiter 投递时间:2021年7月17日-2021年8月13日(即将截止) 岗位职责 NVIDIA is hiring software engineers for its Deep Learning Compiler team. Academic and commercial groups around the world are using GPUs to power a revolution in deep learning, en...
A CUDA or ROCm compiler such asnvccorhipccused to compile C++/CUDA/HIP extensions. Specific GPUs we develop and test against are listed below, this doesn't mean your GPU will not work if it doesn't fall into this category it's just DeepSpeed is most well tested on the following: ...