DD2360/FDD3360 appgpu21 HT21-1 Applied GPU Programming

DD2360/FDD3360 appgpu21 HT21-1 Applied GPU Programming

Course modules

Introduction

Introduction
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Introduction 59549    
  • Slides and Zoom Meeting: Logistics and Organization Page
    Slides and Zoom Meeting: Logistics and Organization Slides and Zoom Meeting: Logistics and Organization
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  • Introductory Meeting: Video + Questions Page
    Introductory Meeting: Video + Questions Introductory Meeting: Video + Questions
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  • Lecture: Welcome! Page
    Lecture: Welcome! Lecture: Welcome!
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  • Tutorial: Using CUDA in the laboratory workstations Page
    Tutorial: Using CUDA in the laboratory workstations Tutorial: Using CUDA in the laboratory workstations
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  • Tutorial: Connecting to PDC Supercomputer with GPUs Page
    Tutorial: Connecting to PDC Supercomputer with GPUs Tutorial: Connecting to PDC Supercomputer with GPUs
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  • Tutorial: Using GPUs on Tegner Page
    Tutorial: Using GPUs on Tegner Tutorial: Using GPUs on Tegner
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  • Tutorial: Prerequisite knowledge - A C Primer Page
    Tutorial: Prerequisite knowledge - A C Primer Tutorial: Prerequisite knowledge - A C Primer
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  • Quiz: Basic knowledge of C / C++ Quiz
    Quiz: Basic knowledge of C / C++ Quiz: Basic knowledge of C / C++
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Introduction to GPU Architecture and Accelerators

Introduction to GPU Architecture and Accelerators
Module completed Module in progress Module locked
Introduction to GPU Architecture and Accelerators 59550    
  • Lecture: Intro to GPUs Page
    Lecture: Intro to GPUs Lecture: Intro to GPUs
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  • Lecture: GPU = a throughput-oriented architecture Page
    Lecture: GPU = a throughput-oriented architecture Lecture: GPU = a throughput-oriented architecture
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  • Lecture: GPU Architecture Page
    Lecture: GPU Architecture Lecture: GPU Architecture
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  • Lecture: NVIDIA Tensor Cores Page
    Lecture: NVIDIA Tensor Cores Lecture: NVIDIA Tensor Cores
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  • Reading: NVIDIA Volta and Turing Page
    Reading: NVIDIA Volta and Turing Reading: NVIDIA Volta and Turing
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  • Lecture: AMD GPUs Page
    Lecture: AMD GPUs Lecture: AMD GPUs
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  • Lecture: FPGAs Page
    Lecture: FPGAs Lecture: FPGAs
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  • Lecture: Google's TPU Page
    Lecture: Google's TPU Lecture: Google's TPU
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  • Reading: Google TPU Page
    Reading: Google TPU Reading: Google TPU
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  • Reading: Why Systolic Architectures? Page
    Reading: Why Systolic Architectures? Reading: Why Systolic Architectures?
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  • Assignment I: GPU Architecture and Accelerators Assignment
    Assignment I: GPU Architecture and Accelerators Assignment I: GPU Architecture and Accelerators
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  • Assignment: Group Meeting I Assignment
    Assignment: Group Meeting I Assignment: Group Meeting I
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CUDA - Basics

CUDA - Basics
Module completed Module in progress Module locked
CUDA - Basics 59551    
  • Lecture: Computing with GPUs and CUDA Page
    Lecture: Computing with GPUs and CUDA Lecture: Computing with GPUs and CUDA
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  • Lecture: CUDA Essentials I - Workflow and data movement Page
    Lecture: CUDA Essentials I - Workflow and data movement Lecture: CUDA Essentials I - Workflow and data movement
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  • Lecture: CUDA Essentials II - Kernel launching Page
    Lecture: CUDA Essentials II - Kernel launching Lecture: CUDA Essentials II - Kernel launching
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  • Lecture: CUDA Essentials III - Kernel execution, indexing and vector types Page
    Lecture: CUDA Essentials III - Kernel execution, indexing and vector types Lecture: CUDA Essentials III - Kernel execution, indexing and vector types
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  • Lecture: Our first CUDA program Page
    Lecture: Our first CUDA program Lecture: Our first CUDA program
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  • Lecture: CUDA Memories, shared and atomics Page
    Lecture: CUDA Memories, shared and atomics Lecture: CUDA Memories, shared and atomics
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  • Tutorial: Timing your Kernel - CPU Timer & nvprof Page
    Tutorial: Timing your Kernel - CPU Timer & nvprof Tutorial: Timing your Kernel - CPU Timer & nvprof
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  • Tutorial: NVVP - Visualize nvprof Traces Page
    Tutorial: NVVP - Visualize nvprof Traces Tutorial: NVVP - Visualize nvprof Traces
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  • Tutorial: Random Numbers in CUDA with cuRAND Page
    Tutorial: Random Numbers in CUDA with cuRAND Tutorial: Random Numbers in CUDA with cuRAND
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  • Quiz: Basic knowledge of CUDA Quiz
    Quiz: Basic knowledge of CUDA Quiz: Basic knowledge of CUDA
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  • Assignment II: CUDA Basics Assignment
    Assignment II: CUDA Basics Assignment II: CUDA Basics
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  • Assignment: Group Meeting II Assignment
    Assignment: Group Meeting II Assignment: Group Meeting II
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CUDA - Advanced Concepts

CUDA - Advanced Concepts
Module completed Module in progress Module locked
CUDA - Advanced Concepts 59552    
  • Lecture: Optimizing Host-Device Data Communication I - Pinned Host Memory Page
    Lecture: Optimizing Host-Device Data Communication I - Pinned Host Memory Lecture: Optimizing Host-Device Data Communication I - Pinned Host Memory
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  • Lecture: Optimizing Host-Device Data Communication II - CUDA Streams & Asynchronous Copy Page
    Lecture: Optimizing Host-Device Data Communication II - CUDA Streams & Asynchronous Copy Lecture: Optimizing Host-Device Data Communication II - CUDA Streams & Asynchronous Copy
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  • Lecture: Optimizing Host-Device Data Communication III - Code Examples Page
    Lecture: Optimizing Host-Device Data Communication III - Code Examples Lecture: Optimizing Host-Device Data Communication III - Code Examples
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  • Lecture: CUDA Unified Memory Page
    Lecture: CUDA Unified Memory Lecture: CUDA Unified Memory
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  • Reading: Advanced Featured of CUDA Unified Memory External Url
    Reading: Advanced Featured of CUDA Unified Memory Reading: Advanced Featured of CUDA Unified Memory
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  • Tutorial: CUDA Libraries Page
    Tutorial: CUDA Libraries Tutorial: CUDA Libraries
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  • Optional Lecture: Multi-GPU Programming with CUDA Page
    Optional Lecture: Multi-GPU Programming with CUDA Optional Lecture: Multi-GPU Programming with CUDA
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  • Tutorial: 2D Shared Memory Page
    Tutorial: 2D Shared Memory Tutorial: 2D Shared Memory
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  • Tutorial: cuda-memcheck Page
    Tutorial: cuda-memcheck Tutorial: cuda-memcheck
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  • Assignment III: Advanced CUDA Assignment
    Assignment III: Advanced CUDA Assignment III: Advanced CUDA
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  • Assignment: Group Meeting III Assignment
    Assignment: Group Meeting III Assignment: Group Meeting III
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OpenCL and OpenACC

OpenCL and OpenACC
Module completed Module in progress Module locked
OpenCL and OpenACC 59553    
  • Lecture: OpenCL - Introduction Page
    Lecture: OpenCL - Introduction Lecture: OpenCL - Introduction
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  • Lecture: OpenCL - Example Application Page
    Lecture: OpenCL - Example Application Lecture: OpenCL - Example Application
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  • Lecture: OpenACC - Our First Program Page
    Lecture: OpenACC - Our First Program Lecture: OpenACC - Our First Program
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  • Lecture: OpenACC - Parallel and Loop Constructs Page
    Lecture: OpenACC - Parallel and Loop Constructs Lecture: OpenACC - Parallel and Loop Constructs
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  • Lecture: OpenACC - Data Management Page
    Lecture: OpenACC - Data Management Lecture: OpenACC - Data Management
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  • Assignment IV - OpenCL and OpenACC Assignment
    Assignment IV - OpenCL and OpenACC Assignment IV - OpenCL and OpenACC
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  • Assignment: Group Meeting IV Assignment
    Assignment: Group Meeting IV Assignment: Group Meeting IV
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  • Zoom Lecture: Python for GPUs Page
    Zoom Lecture: Python for GPUs Zoom Lecture: Python for GPUs
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Final Project

Final Project
Module completed Module in progress Module locked
Final Project 59555    
  • Final Project: Developing a Ray Tracing Engine for GPUs Assignment
    Final Project: Developing a Ray Tracing Engine for GPUs Final Project: Developing a Ray Tracing Engine for GPUs
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minimum score must view must submit must contribute