Ray Infrastructure at Pinterest

Original URL: https://medium.com/pinterest-engineering/ray-infrastructure-at-pinterest-0248efe4fd52

Added Date: September 7, 2024

Memo: Pinterest's journey of adopting Ray for infrastructure enhancement started in 2023. It involved overcoming challenges like Kubernetes integration, optimizing resource utilization, and ensuring security. The Ray infrastructure enables scalable, efficient machine learning workloads, significantly improving last-mile data processing, batch inference, and recommender systems model training. By focusing on distributed processing, cost management, and developer velocity, Pinterest achieved improved scalability and operational efficiency for its machine learning applications.