Höchstleistungsrechenzentrum Stuttgart

BOOTCAMP: AI profiling

This Bootcamp will be held online with Zoom. Cluster dry run already on Wed, July 9.

The Profiling AI Software Bootcamp covers the process and tools needed to profile AI and machine learning applications to fully utilize high-performance systems. Attendees will learn to profile applications using NVIDIA Nsight™ Systems, a system-wide performance analysis tool; analyze and identify optimization opportunities; and improve performance of applications to scale efficiently across systems of any quantity or size of CPUs and GPUs. Additionally, this bootcamp will walk through the system topology to learn the dynamics of multi-GPU and multi-node connections and architecture

The Bootcamp is co-organised by HLRS, JSC, LRZ, VSC Vienna, Cyfronet AGH, IT4Innovations, RISE, LiU, OpenACC.org and NVIDIA for EuroCC Austria, EuroCC Czechia, EuroCC Poland, EuroCC Montenegro, SLING, EuroCC@GCS and EuroCC Sweden, all National Competence Centres for High-Performance Computing.

Veranstaltungsort

Online course
Organizer: OpenHackathons, OpenACC.org, NVIDIA

Veranstaltungsbeginn

09. Juli 2025
09:00

Verstaltungsende

10. Juli 2025
13:30

Sprache

Englisch

Einstiegslevel

Fortgeschritten

Themenbereiche

Bootcamp/Hackathon

Daten in HPC / Deep Learning / Maschinelles Lernen

Themen

Künstliche Intelligenz

Code-Optimierung

GPU-Programmierung

Maschinelles Lernen

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Prerequisites and content levels

Prerequisites
  • Basic experience with Python programming and PyTorch distributed training
Content levels
  • Advanced level: 9 hours

Learn more about course curricula and content levels.

Instructors

Main lecturer: Tosin Adesuyi (NVIDIA)

 

Agenda

CEST time:

Day 1 (Wed, July 9): Cluster Dry Run

  • 09:00  - 11:00 Cluster Dry Run Session

Day 2 (Thu, July 10): GPU profiling

  • 09:00 AM - 09:15 AM: Welcome (Moderator)
  • 09:15 AM - 10:00 AM: Overview of NVIDIA Nsight Systems [Lecture]
  • 10:00 AM - 11:00 AM: GPU Profiling Demo [Hands-on]
  • 11:00 AM - 12:00 PM: Distributed Data Parallelism & Model Parallelism [Hands-on Lab]
  • 12:00 AM - 12:30 PM: Break
  • 12:30 PM - 01:45 PM: Multi-GPU and Multi-node Profiling  [Hands-on Lab]
  • 01:45 PM - 02:00 PM: Wrap up and Q&A

Registration information

Registration will be open soon.

The final participants will be selected and informed after the registration deadline has passed.

This course is offered in cooperation by HLRS, JSC, LRZ, VSC Vienna, Cyfronet AGH, IT4Innovations, RISE, LiU, OpenACC.org and NVIDIA. Registration is done via www.gpuhackathons.org hosted by OpenACC-Standard.org. Your registration data will be transferred to these partners. For legal notes see the Privacy Policy.

Registration closes on June 9, 2025 at 23:55.

Fees

  • Students without Master's degree or equivalent. Participants from EU or EuroCC countries only: 0 EUR
  • PhD students or employees at a German university or public research institute: 0 EUR
  • PhD students or employees at a university or public research institute in an EU or EuroCC country other than Germany: 0 EUR.
  • Other participants, e.g., from industry, other public service providers, or government. Participants from EU or EuroCC countries only: 0 EUR

Our course fee includes coffee breaks (in classroom courses only).

For lists of EU and EuroCC countries have a look at the Horizon Europe and EuroCC website.

Only participants from institutions belonging to these countries can take part in this course.

Contact

Maksym Deliyergiyev phone 0711 685 87261, maksym.deliyergiyev(at)hlrs.de

HLRS training collaborations in HPC and AI

HLRS is part of the Gauss Centre for Supercomputing (GCS), together with JSC in Jülich and LRZ in Garching near Munich. EuroCC@GCS is the German National Competence Centre (NCC) for High-Performance Computing. HLRS is also a member of the Baden-Württemberg initiative bwHPC. Since 2025, HLRS coordinates HammerHAI. 

This course is provided within the framework of EuroCC2.

Acknowledgements

Within the scope of the EuroCC2 project this training is offered free of charge. By participating in a training free of charge, companies receive state-aid corresponding to the regular market-prices listed in the service portfolio. Please note state-aid regulations in Germany.

EuroCC 2 and EuroCC4SEE have received funding from the European High-Performance Computing Joint Undertaking (JU) under grant agreement No 101101903 and No 101191697. The JU receives support from the European Union’s Digital Europe Programme and Germany, Bulgaria, Austria, Croatia, Cyprus, Czech Republic, Denmark, Estonia, Finland, Greece, Hungary, Ireland, Italy, Lithuania, Latvia, Poland, Portugal, Romania, Slovenia, Spain, Sweden, France, Netherlands, Belgium, Luxembourg, Slovakia, Norway, Türkiye, Republic of North Macedonia, Iceland, Montenegro, Serbia, Bosnia and Herzegovina.

Further courses and training team

See the training overview and the Supercomputing Academy pages.
See also information about the HLRS training department and staff.

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Kontakt & Standort

+49 711 685-87269 info(at)hlrs.de

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www.gauss-centre.eu

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