GPU高性能计算概述.pdf

Introduction to GPU Computing chandlerz@ 周国峰 Wuhan University 2017/10/13 ➢ GPU and Its Application ➢ 3 Ways to Develop Your GPU APP ➢ An Example to Show the Developments Add GPUs: Accelerate Science Applications CPU GPU 146X 36X 18X 50X 100X Medical Imaging Molecular Dynamics Video Transcoding Matlab Computing Astrophysics U of Utah U of Illinois, Urbana Elemental Tech AccelerEyes RIKEN GPUs Accelerate Science 149X 47X 20X 130X 30X Financial Simulation Linear Algebra 3D Ultrasound Quantum Chemistry Gene Sequencing Oxford Universidad Jaime Techniscan U of Illinois, Urbana U of Maryland GPUs Accelerate Deep Learning NATURAL LANGUAGE COMPUTER VISION SPEECH AUDIO PROCESSING LANGUAGE RECOMMENDATION OBJECT DETECTION IMAGE CLASSIFICATION VOICE RECOGNITION SENTIMENT ANALYSIS TRANSLATION ENGINES DEEP LEARNING FRAMEWORKS Mocha.jl NVIDIA DEEP LEARNING SDK cuDNN cuBLAS cuSPARSE NCCL TensorRT -