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Software support for sparse computation


Thesis topic details

General information

Organisation

The French Alternative Energies and Atomic Energy Commission (CEA) is a key player in research, development and innovation in four main areas :
• defence and security,
• nuclear energy (fission and fusion),
• technological research for industry,
• fundamental research in the physical sciences and life sciences.

Drawing on its widely acknowledged expertise, and thanks to its 16000 technicians, engineers, researchers and staff, the CEA actively participates in collaborative projects with a large number of academic and industrial partners.

The CEA is established in ten centers spread throughout France
  

Reference

SL-DRT-25-0487  

Direction

DRT

Thesis topic details

Category

Technological challenges

Thesis topics

Software support for sparse computation

Contract

Thèse

Job description

The performance of computers has become limited by data movement in the fields of AI, HPC and embedded computing. Hardware accelerators do exist to handle data movement in an energy-efficient way, but there is no programming language that allows them to be implemented in the code supporting the calculations.

It's up to the programmer to explicitly configure DMAs and use function calls for data transfers and do program analysis to identify memory bottleneck

In addition, compilers were designed in the 80s, when memories worked at the same frequency as computing cores.

The aim of this thesis will be to integrate into a compiler the ability to perform optimizations based on data transfers.

University / doctoral school

Mathématiques, Sciences et Technologies de l’Information, Informatique (MSTII)
Université Grenoble Alpes

Thesis topic location

Site

Grenoble

Requester

Position start date

01/10/2025

Person to be contacted by the applicant

CHARLES Henri-Pierre Henri-Pierre.Charles@cea.fr
CEA
DRT/DSCIN/DSCIN/LFIM
MINATEC Campus
17 rue des Martyrs
38054 Grenoble Cedex 9
+33 438 789 699

Tutor / Responsible thesis director

RASTELLO Fabrice fabrice.rastelo@inria.fr
INRIA
LIG/CORSE
3 Parv. Louis Néel
38000 Grenoble

En savoir plus

https://hpcharles.wordpress.com/