Responsibilities
- Develop and extend distributed orchestration and scheduling frameworks within Kubernetes/Godel ecosystems.
- Optimize cluster utilization, load balancing, autoscaling, automatic parallelization, resource requests, preemption, rescheduling, and resource multiplexing across multi-datacenter, multi-region, and multi-cloud environments.
- Build distributed training runtimes and computing APIs for hyper-scaled embeddings, large-scale GPU training, reinforcement learning, fine-tuning, and distillation.
- Collaborate with platform teams to improve the diagnosability and usability of distributed training systems.
- Build distributed model inference architecture for online learning and optimize recommendation and advertising model architectures and MLOps workflows.
Requirements
- Bachelor's degree or above in Computer Science, Engineering, or a related field.
- At least three years of relevant experience.
- Strong programming and coding experience in at least one modern language such as Golang or Python.
- Experience contributing to large-scale distributed systems and multi-tenant systems, including architecture, reliability, and scaling.
- Strong analytical and problem-solving abilities, communication skills, self-motivation, and engineering practices.
- Familiarity with large-scale distributed scheduling systems such as Kubernetes, Yarn, Flink, and Spark is preferred.
- Familiarity with open-source orchestration frameworks such as VeRL, vLLM, Ray, and TFX is preferred.
Tech Stack
Categories
About ByteDance
ByteDance is a global incubator of platforms at the cutting edge of commerce, content, entertainment and enterprise services - over 2.5bn people interact with ByteDance products including TikTok. Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. We are committed to building a safe, healthy and positive online environment for all our users. We have over 110,000 employees based in more than 30 countries globally. Join us.