GPU Performance Research Engineer for Large-Scale LLMs

Mistral Ai

Paris

On-site

EUR 90,000 - 140,000

Full time

5 days ago
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Benefits offered by this job

Healthcare coverage
Parental leave
Retirement plans
Relocation support
Wellness programs
Meal and transportation allowances

Job summary

Mistral AI is seeking a Research Engineer, GPU performance, to optimize GPU utilization for frontier models. You will write low-level code and collaborate with researchers to improve inference efficiency at scale.

You will also integrate optimisations into an MLOps framework, profile large-scale training and inference, and build accurate hardware usage estimates across multiple GPU architectures.

Qualifications

  • Strong experience in writing low-level GPU kernels and optimising memory layouts.
  • Experience with large-scale distributed GPU clusters and orchestration.
  • Solid understanding of generative AI concepts and model workflows.
  • Good testing, CI/CD and code-review practices.

Responsibilities

  • Develop low-level code to maximise GPU capacity, from kernels to memory layout and communication.
  • Rethink model architecture for efficient inference in collaboration with researchers.
  • Integrate efficient code into a high-level MLOps framework for scalable training and deployment.
  • Profile and benchmark training and inference across thousands of GPUs.
  • Estimate LLM serving performance across diverse GPUs.

Skills

GPU kernel development
Performance profiling
Parallel computing
Software design

Education

PhD or MSc in Computer Science/EE

Tools

CUDA
MPI
PyTorch

Job description

Mistral AI is seeking a Research Engineer, GPU performance, to optimize GPU utilization for frontier models. You will write low-level code and collaborate with researchers to improve inference efficiency at scale.

You will also integrate optimisations into an MLOps framework, profile large-scale training and inference, and build accurate hardware usage estimates across multiple GPU architectures.

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