Senior Site Reliability Engineer
Full-time
ByteDance
Responsibilities
- Own the stability, performance optimization, and issue resolution of large-scale generative AI training and inference systems.
- Design and improve resource scheduling systems, including utilization, prioritization, fine-grained scheduling, and scheduling explainability.
- Plan, deploy, operate, and optimize high-speed RDMA networks and heterogeneous GPU, NPU, and XPU clusters.
- Own the architecture, selection, operation, performance, reliability, and stability of high-performance storage systems.
- Build capacity planning methods and deliver reliable, timely, and cost-effective resource expansion and configuration optimization.
- Develop unified compute pools for co-located training and inference workloads and establish operating methods for compute efficiency and cost control.
- Build monitoring, alerting, and automated remediation across the training and inference path and resolve complex production incidents.
- Partner with algorithm, product, and operations teams on MLOps solutions and establish engineering practices for large-scale generative AI systems.
Requirements
- Bachelor's degree or above in Computer Science, Software Engineering, or a related field.
- 3+ years of experience in large-scale machine learning, generative AI MLOps, or closely related infrastructure work.
- Proficiency in Python and/or Go, strong Linux development and operations skills, and expert shell scripting and automation capabilities.
- Expertise with Docker or Kata containerization and Kubernetes orchestration, including hands-on operation and optimization of large-scale heterogeneous GPU or NPU clusters.
- Knowledge and practical optimization experience with RDMA high-speed networking and distributed or object storage.
- Expertise designing and optimizing resource scheduling systems and improving scheduling policies and utilization.
- Experience maintaining and optimizing large-scale generative AI training or inference systems and resolving issues across the full training and inference path.
- Experience with co-located training and inference compute pools or offline inference efficiency, plus strong communication, collaboration, ownership, and production operations skills.
- Preferred qualifications include productionizing large-scale generative AI models; managing heterogeneous clusters and capacity planning in multi-cloud or hybrid-cloud environments; tuning distributed training and inference systems; optimizing RDMA or storage performance; delivering compute capacity and operating frameworks with measurable cost or utilization improvements; designing distributed systems; and running fault-injection or chaos exercises.
Vacancy posted 10 days ago
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