The DeepSpeed-Inference system helps run big transformer models faster and more efficiently. It uses multiple GPUs to speed up processing and can handle models too big for just one GPU. This system reduces waiting time by 6.4 times and increases how much work can be done by 1.5 times compared to other methods. It can handle huge models with trillions of parameters in real-time, using hundreds of GPUs at once. This means it can process models 25 times bigger than before, while still working really fast at 84 trillion operations per second.