This repository provides a text-to-speech inference engine built on GPT-SoVITS, converting PyTorch models to ONNX format for optimized performance. It supports multiple languages (Japanese, English, Chinese, Korean) and achieves faster first inference latency compared to official implementations. The project includes API server functionality and targets CPU-based deployment with reduced runtime size.