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Senior Performance Research and Analysis Engineer

5.00 to 8.00 Years   Germany (Germany)   21 Nov, 2024
Nvidia Graphics Pvt Ltd
Job LocationGermany (Germany)
EducationML/ LLM (Law)Any Graduate
SalaryAs per Industry Standards
IndustryIT-Hardware/Networking, Telecom
Functional AreaIT Software : Software Products & Services
EmploymentTypeFull-time

Job Description

NVIDIA is looking for a talented Performance Research Engineer to join our Performance group. The ideal candidate will profile and analyze AI workloads on large GPUs and CPUs scale clusters for distributed Deep Learning LLM training focusing at the collectives communication and networking. You will work and interact with many types of HW and platforms such as HCAs, Switches, CPUs, GPUs, and Systems. You will experience with and develop performance analysis tools and methodologies to dive deeply into the details, understand performance expectation, limitations, and bottlenecks.What youll be doing:

  • Experience and research AI workloads and DL models specifically tailored for large-scale deep learning LLM training on NVIDIA supercomputers with a focus on High-performance networking.
  • Benchmarking, Profiling, and Analyzing the performance to find bottlenecks and identify areas of improvement and optimizations, with a strong emphasis on networking aspects.
  • Implement performance analysis tools.
  • Collaborating with many teams from HW to SW to provide performance analysis insights.
  • Define performance test planning, set performance expectations for new technologies and solutions, and work to reach the performance targets limits.
What we need to see:
  • B.Sc in Computer Science or Software Engineering
  • 5 years of experience with high-performance Networking (RDMA, MPI)
  • Demonstrated Performance Analysis skills and methodologies.
  • Experience with NVIDIA GPUs, CUDA library, deep learning frameworks like TensorFlow or PyTorch, combined with expertise in networking collective communication libraries (such as NCCL) and protocols (such as RoCE and RDMA).
  • Fast and self-learning capabilities with strong analytical and problem-solving skills.
  • Programming Languages: Python, Bash and C languages
  • Experience with Linux OS distros.
  • Team player with good communication and interpersonal skills
Ways to stand out from the crowd:
  • In-depth knowledge and experience with AI workloads and benchmarking for distributed LLM training.
  • Knowledge in CUDA, and NCCL libraries.
  • Knowledge in Congestion Control algorithms.
  • In-depth System knowledge and understanding (Intel / AMD / ARM CPUs, NVIDIA GPUs, HCA, Memory, PCI).
  • Strong Performance Analysis skills and methodologies using modern tools.
NVIDIA is committed to fostering a diverse work environment and proud to be an equal opportunity employer. As we highly value diversity in our current and future employees, we do not discriminate (including in our hiring and promotion practices) based on race, religion, color, national origin, gender, gender expression, sexual orientation, age, marital status, veteran status, disability status or any other characteristic protected by law.Locations - Germany, Remote

Keyskills :
performance analysis high performance networking ai workloads profiling deep learning frameworks systems collaboration cuda algorithms python os team player linux software engineering

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