Training Performance Engineer driving efficiency improvements across distributed training stacks at OpenAI. Analyze large-scale runs and optimize throughput and uptime.
Responsibilities
Profile end-to-end training runs to identify performance bottlenecks across compute, communication, and storage.
Optimize GPU utilization and throughput for large-scale distributed model training.
Collaborate with runtime and systems engineers to improve kernel efficiency, scheduling, and collective communication performance.
Implement model graph transforms to improve end to end throughput.
Build tooling to monitor and visualize MFU, throughput, and uptime across clusters.
Partner with researchers to ensure new model architectures scale efficiently during pre-training.
Contribute to infrastructure decisions that improve reliability and efficiency of large training jobs.
Requirements
Have strong programming skills in Python and C++ (Rust or CUDA a plus).
Have experience running distributed training jobs on multi-GPU systems or HPC clusters.
Enjoy debugging complex distributed systems and measuring efficiency rigorously.
Have exposure to frameworks like PyTorch, JAX, or TensorFlow and an understanding of how large-scale training loops are built.
Are comfortable collaborating across teams and translating raw profiling data into practical engineering improvements.
Benefits
Medical, dental, and vision insurance for you and your family, with employer contributions to Health Savings Accounts
Pre-tax accounts for Health FSA, Dependent Care FSA, and commuter expenses (parking and transit)
401(k) retirement plan with employer match
Paid parental leave (up to 24 weeks for birth parents and 20 weeks for non-birthing parents), plus paid medical and caregiver leave (up to 8 weeks)
Paid time off: flexible PTO for exempt employees and up to 15 days annually for non-exempt employees
13+ paid company holidays, and multiple paid coordinated company office closures throughout the year for focus and recharge, plus paid sick or safe time (1 hour per 30 hours worked, or more, as required by applicable state or local law)
Mental health and wellness support
Employer-paid basic life and disability coverage
Annual learning and development stipend to fuel your professional growth
Daily meals in our offices, and meal delivery credits as eligible
Relocation support for eligible employees
Additional taxable fringe benefits, such as charitable donation matching and wellness stipends, may also be provided.
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