FastDeploy vs ncnn

FastDeploy is an inference deployment toolkit for Large Language Models and Vision Language Models based on PaddlePaddle, designed to provide out-of-the-box production-grade deployment solutions. The tool supports various mainstream hardware platforms and is compatible with OpenAI API and vLLM interfaces to simplify the development process. Through load-balanced PD separation, full quantization format support, and advanced acceleration technologies, it significantly improves inference performance and resource utilization.

ncnn is a high-performance neural network forward computation framework deeply optimized for mobile platforms. The framework has no third-party dependencies and features cross-platform capabilities, outperforming all known open-source frameworks on mobile CPUs. Developers can easily port deep learning models to mobile devices using ncnn to build various intelligent applications.