Programming paradigms for GPU devices

Wednesday, 1 March 2017 09:00 to Friday, 3 March 2017 17:00

This course is in Italian.

 

Description:

This course gives an overview of the most relevant GPGPU computing techniques to accelerate computationally demanding tasks on HPC heterogeneous architectures based on GPUs.

The course will start with an architectural overview of modern GPU based heterogeneous architectures, focusing on its computing power versus data movement needs. The course will cover both a high level (pragma-based) programming approach with OpenACC for a fast porting startup, and lower level approaches based on nVIDIA CUDA and OpenCL programming languages for finer grained computational intensive tasks. A particular attention will be given on performance tuning and techniques to overcome common data movement bottlenecks and patterns.

Learning outcomes:

The students will learn the strengths and weaknesses of GPUs as accelerators, the problem of data movement between host and device memories and how to overcome bottlenecks through concurrent computing/data-movement operations. The students will learn the basics of GPGPU programming using both higher and lower level programming approaches. 

Topics: 

Overview of architectural trends of GPUs in HPC. GPGPU parallel programming in heterogeneous architectures. Basis of OpenACC, CUDA and OpenCL programming.

Target audience: 

Researchers and programmers interested in porting scientific applications or use efficient post-process and data-analysis techniques in modern heterogeneous HPC architectures.

Pre-requisites: 

A basic knowledge of C or Fortran is mandatory. Programming and Linux or Unix. A basic knowledge of any parallel programming technique/paradigm is recommended.
 

Target: 
Companies
Research Institutions
Universities
Area: 
Techniques
Length: 
3dd
Files e allegati: 

Next courses

Any question?

For HPC and computer graphics courses, write to corsi.hpc@cineca.it

About CINECA

Cineca is a non profit Consortium, made up of 70 Italian universities, 5 Italian Research Institutions and the Italian Ministry of Education.

Today it is the largest Italian computing centre, one of the most important worldwide. With more seven hundred employees, it operates in the technological transfer sector through high performance scientific computing, the management and development of networks and web based services, and the development of complex information systems for treating large amounts of data.

It develops advanced Information Technology applications and services, acting like a trait-d'union between the academic world, the sphere of pure research and the world of industry and Public Administration. .

Visit the Cineca website