Meituan Technology Team

Mar 24, 2022 · Artificial Intelligence

Booster GPU Training Architecture for Recommendation Systems at Meituan: Design, Optimization, and Deployment

Meituan’s Booster architecture co‑designs algorithm and system to run TensorFlow recommendation training on multi‑GPU A100 servers, optimizing data fetching, embedding pipelines, custom kernels and communication fusion, delivering 2–4× cost‑performance over CPU, over threefold GPU throughput, and seamless deployment via a single‑line API.