MegaTrain: Full Precision Training of 100B+ Parameter Large Language Models on a Single GPU

MegaTrain is a new system that enables training massive language models with over 100 billion parameters on a single GPU by storing model data in regular computer memory instead of expensive GPU memory. The system uses smart scheduling techniques to continuously stream data between the CPU and GPU, achieving nearly double the training speed of existing methods like DeepSpeed ZeRO-3.