PhD Researcher in High-Performance Computing for Deep Learning and Numerical Simulations

il y a 6 jours


SaintMartindHères, Auvergne-Rhône-Alpes, France INRIA Temps plein
Job Description

Context and Key Responsibilities

The successful candidate will join the INRIA team to investigate software solutions that enable the efficient and flexible coupling of deep models with highly parallel numerical simulation codes on supercomputers.

Research Objectives and Challenges

  • Resource Sharing: How to effectively share CPU and GPU resources on supercomputers?
  • Coupling Complexity: How to enable coupling without significantly increasing the application software complexity?
  • Generalization: How to design a solution that is generic enough to adapt to various scenarios and codes, without requiring extensive customization efforts?

To address these challenges, the candidate will evaluate related work and existing coupling solutions, such as multiphysics code coupling, in-situ data processing, and workflow engines. The message passing parallel programming model supported by MPI is the standard approach for numerical simulation code parallelization, but the candidate will also consider alternative models, such as task-based and actor-based approaches.

Requirements and Qualifications

  • Master's degree in computer science, engineering, or equivalent
  • Strong taste for research with high technical and scientific skills
  • Knowledge in machine learning, distributed/parallel computing
  • Good programming skills (C/C++, Python, Linux)

Benefits and Compensation

  • Subsidized meals
  • Partial reimbursement of public transport costs
  • Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave
  • Possibility of teleworking (90 days/year) and flexible organization of working hours
  • Access to vocational training
  • Social security coverage under conditions

Salary

1st and 2nd year: 2082 euros gross salary/month

3rd year: 2190 euros gross salary/month



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