Hui Zhang

Serving LLM/VLM @ByteDance

Role
Senior Researcher Architect, Tech Lead at ByteDance
Location
San Jose, CA, US
LinkedIn followers
500 followers

About Hui Zhang

10+ years of experience in the infrastructure innovation for AI, HPC, Bigdata w/ HW/SW co-design.10+ Papers, 30+ Patents in the related areas.Currently serving LLM/VLM in Bytedance Seed Infrastructure team

Experience

  1. Senior Researcher Architect, Tech Lead

    ByteDance

    Jan 2022 — Present · San Jose, CA, US

    MLSys- Building ByteDance core Inference EngineInfra for AI- GPU Sharing: CUDA interception to improve GPU utilization from 34% to 63%- NCCL Optimization: Memory pooling to improve CC operators\' throughput- GPU Filesystem: GPU-initiated direct SSD access for faster multi-tier KV cache managementBigData- Led a HW/SW co-design project to accelerate Cloud-Native OLAP DBMS with HW offloading; industry-first deployment, decreasing TCO > 20%Storage- Key-Value storage optimization (similar to RocksDB)- CXL memory technology exploration (EuroSys\'24 best paper final runners(1 out of 2))- TL of Instance Storage project (similar to AWS Nitro Card for Instance Storage)- TL of DPU Stability Enhancement project (innovative versioning and auto-testing)

Education

  • Beihang University

    Bachelor's degree, Technology and Apparatus of Measurement and Control

    2007 — 2011

  • University of Maryland

    Doctor of Philosophy (Ph.D.), Computer Engineering

    2011 — 2018

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