ByteDance

Backend Engineer - Machine Learning Storage Infra (Singapore)

ByteDance
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2 hours ago
Singapore, SingaporeSenior

Responsibilities

  • Design and build unified platform and middleware systems for diverse large-scale business requirements.
  • Design and optimize multi-tier storage architectures spanning GPU memory, CPU memory, and external storage.
  • Evaluate emerging software and hardware architecture technologies through experimentation.
  • Plan and optimize heterogeneous resources across hardware generations, data centers, service tiers, and resource pools.
  • Develop automated and dynamic optimization strategies based on model size, service traffic, and workload characteristics.
  • Identify bottlenecks and continuously optimize large-scale distributed systems.

Requirements

  • Bachelor's degree or above in Computer Science, Software Engineering, or a related field.
  • Proficiency in C++ and Python programming in Linux environments.
  • Hands-on experience designing, developing, maintaining, and optimizing large-scale distributed systems.
  • Experience with distributed systems involving recommendation, search, or machine learning, including areas such as resource scheduling, task orchestration, model training, model inference, feature extraction, MLSys, or AIOps.
  • Strong logical, analytical, teamwork, and collaboration skills.
  • Preferred experience optimizing Parameter Server-like systems or indexing structures in large-scale search systems.
  • Preferred experience with KV Cache systems such as Mooncake and with TensorFlow, PyTorch, or MXNet.
  • Preferred familiarity with Redis, LevelDB/RocksDB, MongoDB, HDFS, Ceph, or other large-scale distributed storage systems.

Tech Stack

C++LinuxMongoDBPythonPyTorchRedisTensorFlow
ByteDance

About ByteDance

10,000+ employees

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.

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