ColossalAI

ColossalAI is an open-source deep learning framework built on PyTorch for efficiently training, optimizing, and deploying large-scale artificial intelligence and machine learning models. It provides advanced distributed training, memory optimization, and parallel computing capabilities for developing high-performance AI applications on CPUs and GPUs.

• Train and optimize large-scale deep learning models with minimal code changes.
• Built on PyTorch with seamless integration into existing machine learning workflows.
• Supports distributed training across single-node and multi-node environments.
• Provides memory optimization techniques for efficient large model training.
• Supports data, tensor, pipeline, and sequence parallelism for scalable AI workloads.

To verify the working of ColossalAI in your shell:

$ sudo su
$ apt update
$ cd /opt/colossalai
$ source venv/bin/activate
$ python -c "import colossalai; print(colossalai.__version__)"