Accelerated Synchronous Model Parallelism Using Cooperative Process for Training Compute-Intensive Models

As deep learning has been recently applied to a wide variety of fields, there is a growing demand for models that can handle large input data, including high-resolution images. Therefore, model parallelism was proposed to train a model whose size exceeds the memory capacity of an accelerator, but th...

Full description

Bibliographic Details
Main Authors: Chanhee Yu, Kyongseok Park
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10185201/