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Learnitive Academy

AMD GPU ROCm and HIP Programming

A foundational course to prepare you with the skills and knowledge required to use AMD ROCm platforms for high-performance computing applications. You will learn how to write GPU programs using the HIP programming language in Scientific Comp AMD playgrounds  7:00 Hours
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What do you learn?

Introduction to ROCm

4 Lessons
Title
Study Time

AMD HIP Training Course Overview

Introduction to ROCm. Learn about the AMD ROCm software stack and components.

ROCm Device Driver Installation

Learn about the ROCm components.

Hardware

1 Lessons
Title
Study Time

AMD GPU Hardware

AMD HIP Programming

15 Lessons
Title
Study Time

Learn about the Heterogeneous-Computing Interface for Portability.

HIP Kernel

HIP Memory

HIP - Hello World! Your first HIP hands-on program. Vector add

HIP vector add - analysis

HIP Matrix Transpose. Learn how to perform Matrix Transpose on CPU and GPUs

HIP Matrix Transpose Profiling

HIP Matrix Transpose - Optimized

HIP Thread Sync and Cooperation

HIP Reduction

HIP Concurrency and Overlaping Operations

Example 1: Matrix/ Vector Multiply

Example 2: Matrix Multiplications

Example 3: Histograms

How to install HIP on CPU?

Advanced Topics

15 Lessons
Title
Study Time

HIPfy Process

How to use hipfy-perl or hipfy-clang?

ROCm/ HIP performance tuning overview

Performance tuning examples

ROCm Libraries

ROCm rocBLAS

ROCm Matrix Operations with Libraries

ROCm rocSparse

ROCm rocFFT Examples

rocRAND Examples

ROCm/ HIP Multi-GPU operations

Multi-GPU vector addition

Multi-GPU Square Sum Example

Stream-based multi-GPU programming (advanced)

ROCm Docker

Conclusions

1 Lessons
Title
Study Time

Conclusions

About this course

Foundation course on the Heterogeneous-Computing Interface for Portability (HIP). This course will prepare the students with the skills and knowledge required to use AMD ROCm platforms for high-performance computing applications. Students will learn how to write GPU programs using the HIP programming language, the default programming language for AMD GPUs on the ROCm platform. HIP is a C++ dialect designed to ease the conversion of CUDA applications to portable C++ code. ROCm is an open software platform for the AMD Instinct™ accelerators. This course was delivered as a collaborative effort between AMD, Northeastern University, and The College of William and Mary.


You will learn

Foundations of the AMD ROCm
HIP Programming
HIP tools
Performance Tuning for HIP Programs
HIPfy Examples
HIP ROCm Libraries
AMD ROCm MultiGPU Scaling with Examples

Don't forget to join our Q&A community where you can get free help anytime. Attribution and credits for this course: AMD HIP Training Course

Requirements

It is a self-learning course with all IDE environtments will be provided.
Foundations of C/C++
Basic understanding of the High-performance computing

Outcome

Hands-on learning capability of AMD ROCm and HIP Scientific computing
GPU Programming


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Class instructor

Scientific Programming School

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 Program:   Scientific Computing
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Duration:
7:00 Hours
Students:
0
Lessons:
36
Created Date:
2023 Feb 6

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