Argonne National Laboratory · 1 week ago
Postdoctoral Appointee – Profiling AI Workflows on Supercomputers
Argonne National Laboratory is focused on accelerating scientific discoveries and engineering breakthroughs through advanced computing facilities. They are seeking a postdoctoral appointee to develop and scale profiling capabilities for large HPC workflows that integrate AI and traditional modeling, working closely with various partners in the scientific community.
EnergySecuritySocial Impact
Responsibilities
Enhance THAPI: Extend and optimize the THAPI profiler to concurrently profile AI/ML and ModSim components at scale
API & Tracing Integration: Design and implement new tracing API layers to capture fine-grained performance data across diverse runtime environments
Qualification
Required
Ph.D. (completed within the last 0-5 years) or equivalent experience in a computational science discipline, computer science, or in a related field
Hands-on experience with performance profiling and tracing tools (LTTng, Babeltrace, perf, ftrace, etc.)
Strong C (and/or C++) system-programming skills and familiarity with dynamic linking (e.g., ldd)
Experience developing and optimizing scientific workflows, ideally combining AI and traditional simulations
Experience with scientific computing and software development on HPC systems
Ability to conduct independent research and demonstrated publication record in peer-reviewed journals and conferences
The successful candidate will be expected to work with and contribute to open-source projects and community-driven initiatives within computational science
Effective communication skills, both verbal and written, for effective collaboration with interdisciplinary teams and clear presentation of complex technical information
Ability to model Argonne's core values of impact, safety, respect, integrity and teamwork
Preferred
Proficiency in additional programming languages (e.g., C++, Ruby) and metaprogramming technique
Experience with HPC programming models (MPI, OpenMP, SYCL, Cuda)
Experience in writing technical papers and presentations
Benefits
Comprehensive benefits are part of the total rewards package.
Company
Argonne National Laboratory
Argonne National Laboratory conducts researches in basic science, energy resources, and environmental management.
Funding
Current Stage
Late StageTotal Funding
$41.4MKey Investors
Advanced Research Projects Agency for HealthUS Department of EnergyU.S. Department of Homeland Security
2024-11-14Grant· $21.7M
2023-09-27Grant
2023-01-17Grant
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