Aiaccel Documantation

Aiaccel is a toolkit for accelerating machine learning research.

Research-Oriented

Designed to accelerate your research cycles written in Python

HPC Optimized

Intended to use in high-performance computing (HPC) clusters, including AI Bridging Cloud Infrastructure (ABCI).

Highly Modular

Designed to let you pick up any part of aiaccel for your research project.

PyTorch/Lightning Toolkit

Training toolkit for HPC clusters.

user_guide/torch.html

Hyperparameter Optimization

Ready-to-use algorithms/tools.

user_guide/hpo.html

OmegaConf Utilities

OmegaConf-based config utilities.

user_guide/config.html

Acknowledgments

• Part of this work was developed under a commissioned project of the New Energy and Industrial Technology Development Organization (NEDO).

• Part of this software was developed by using ABCI 3.0 provided by AIST and AIST Solutions.

• Part of this software was developed by using the TSUBAME4.0 supercomputer at Institute of Science Tokyo.