[hpc-announce] Call for Participation: PUMPS+AI (ACM*) Summer School 2025
Antonio J. Peña
antonio.pena at bsc.es
Mon Apr 28 04:46:43 CDT 2025
15th Programming and tUning Massively Parallel Systems + Artificial
Intelligence (ACM*) Summer School (PUMPS+AI)
https://urldefense.us/v3/__https://pumps.bsc.es__;!!G_uCfscf7eWS!e2z5szZQZvqLtQ2-cLFmswCPAmx3ZrRcTS-G54zKrqmh-4r11RCMEL0MIJGA8ZNKdXy_B3amtKh1VGjS0dKSO6_82zK-$
* PUMPS+AI became an ACM Seasonal School since 2023. This year's ACM
sponsorship is still to be confirmed.
-- Note this is a fully in-person summer school in wonderful Barcelona
city! --
On its 15th edition, the Programming and tUning Massively Parallel
Systems + Artificial Intelligence summer school (PUMPS+AI) offers
researchers and graduate students a unique opportunity to improve their
skills with cutting-edge techniques and hands-on experience in
developing and tuning applications for many-core processors with
massively parallel computing resources like GPU accelerators, with a
special focus on AI.
*This year's PUMPS+AI provides a sneak peak of new material to be
released in the upcoming 5th edition of the textbook Programming
Massively Parallel Processors. This material covers topics such as large
language models, matrix multiplication optimization techniques,
wavefront algorithms, and the latest multi-GPU libraries.*
- PUMPS 2025 Distinguished Lecturer: Wen-mei Hwu (NVIDIA)
The summer school is oriented towards advanced programming and
optimizations, and thus previous experience in basic GPU programming
will be considered in the selection process. We will also consider the
current parallel applications and numerical methods you are familiar
with, and the specific optimizations you would like to discuss.
Some of the topics that will be covered during the course are:
* DEEP Learning / AI engine internals
* High-level programming models
* CUDA Algorithmic Optimization Strategies
* Dealing with Sparse and Dynamic data
* Efficiency in Large Data Traversal
* Reducing Output Interference
* Controlling Load Imbalance and Divergence
* Acceleration of Collective Operations
* Dynamic Parallelism and HyperQ
* Debugging and Profiling CUDA Code
* Multi-GPU Execution
* Architecture Trends and Implications
* Introduction to OmpSs and to the Paraver analysis tools
* OmpSs: Leveraging GPU Programming
* Hands-on Labs
Participants will have access to GPU servers and will learn to program
and optimize applications and AI techniques in languages such as CUDA
and OmpSs. Teaching Assistants will be available to help with your
hands-on lab assignments. At poster and hackathon sessions you may show
your current work and applications you are optimizing. NVIDIA will award
the best poster presentation.
- Important Dates:
Applications due: May 4, 2025
Notification of acceptance: May 12, 2025
Summer school: July 14-18, 2025
Early application is strongly recommended. You may also be suggested to
attend an online prerequisite training on basic CUDA programming before
joining PUMPS+AI.
- Location: Barcelona, Spain
- Complete information, program and registration: https://urldefense.us/v3/__https://pumps.bsc.es__;!!G_uCfscf7eWS!e2z5szZQZvqLtQ2-cLFmswCPAmx3ZrRcTS-G54zKrqmh-4r11RCMEL0MIJGA8ZNKdXy_B3amtKh1VGjS0dKSO6_82zK-$
PUMPS is organized by the Barcelona Supercomputing Center, the
University of Illinois Urbana-Champaign, and the Universitat Politècnica
de Catalunya.
Looking forward to see you at the PUMPS Summer School,
- PUMPS Co-Directors:
Mateo Valero (BSC/UPC) and Wen-mei Hwu (NVIDIA/UIUC)
- Local Organization Chair:
Antonio J. Peña (BSC/UPC)
- Contact: https://urldefense.us/v3/__https://pumps.bsc.es__;!!G_uCfscf7eWS!e2z5szZQZvqLtQ2-cLFmswCPAmx3ZrRcTS-G54zKrqmh-4r11RCMEL0MIJGA8ZNKdXy_B3amtKh1VGjS0dKSO6_82zK-$
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