
Alluxio
Optimizing I/O for AI Workloads in GPU Clusters
Pages
20
Time to read
25 mins
Publication
Language
English

Pages
20
Time to read
25 mins
Publication
Language
English
This technical whitepaper explores the challenges faced by AI/ML infrastructure teams in optimizing GPU utilization across geo-distributed clusters. It discusses common causes of low GPU performance, the impact of data management complexities, and solutions to enhance efficiency. The paper includes a case study of a global e-commerce giant that accelerated AI model training, providing insights into best practices for managing I/O in multi-GPU environments.