Senior/Staff Software Engineer, ML Training Performance

Added
15 days ago
Type
Full time
Salary
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Related skills

python pytorch jax nccl xla
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📋 Description

  • Lead the design, implementation, and operation of training performance optimizations
  • Own the technical strategy and multi-quarter roadmap for RL framework and RL performance
  • Drive profiling and root-cause analysis of throughput bottlenecks across the compute, compiler
  • Partner with ML researchers, data engineers, and hardware engineers to define requirements and make
  • Build custom kernels and benchmarks that track and validate performance gains across the stack.
  • Mentor engineers and raise the team’s technical bar through design reviews and best practices.

🎯 Requirements

  • 7+ years of total experience, including 4+ years on large-scale model training platforms, with a
  • Deep experience with distributed training frameworks (Megatron-LM, TorchTitan) and efficiently
  • Experience with RL frameworks (Verl/MILES) and algorithms (GRPO, PPO).
  • Experience with collective communication libraries (e.g., NCCL) and optimizing
  • Strong command of profiling tools (NVIDIA Nsight, PyTorch Profiler, or XLA/JAX profiling) to find
  • Proficiency in Python or C++.
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