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. This tool supports various mainstream hardware platforms and integrates load-balanced PD separation, unified KV cache transmission, and multiple advanced acceleration technologies. Developers can achieve rapid deployment through OpenAI API-compatible interfaces and optimize inference performance using full quantization format support.

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.