- By:
- Bae, Jonghyun; Choi, Jong Youl ; Lupo Pasini, Massimiliano ; Mehta, Kshitij V; Ibrahim, Khaled
- Page Number:
- 1193-1195
- Book Title:
- 2024 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)
- Publication Date:
- March 12, 2026
- Publisher Location:
- IEEE, New Jersey, United States of America
- Conference Name:
- 2024 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)
- Conference Location:
- San Francisco, California, United States of America
- Conference Sponsor:
- IEEE
- View DOI Listing:
- https://doi.org/10.1109/IPDPSW63119.2024.00203
Abstract
In this work, we propose MD Loader, a hybrid in-memory data loader for distributed deep neural networks. MDLoader introduces a model-driven performance estimator to automatically switch between one-sided and collective communication at runtime.