Optimum-NVIDIA: 28x Faster LLM Inference with 1 Line of Code

AI Impact Summary

The Optimum-NVIDIA library dramatically accelerates LLM inference by simplifying the API to a single line of code, achieving up to 28x faster inference speeds on NVIDIA platforms. This is enabled by leveraging float8 and FP8 quantization with NVIDIA TensorRT-LLM, offering a significant performance boost for LLM deployments, particularly for models like LLaMA. This change allows for faster experimentation and scaling of LLM applications.