Overseas access: www.kdjingpai.com
Bookmark Us
Current Position:fig. beginning " AI Answers

How to optimize the experience of deploying AI models on mobile?

2025-08-20 203

移动端部署需平衡性能和资源占用:

1. 轻量化方案::
– 选择Picodet等移动端优化模型(<10MB)
– 启用W8A16量化(model.enable_quantization())

2. 跨平台编译::
– Android:通过NDK编译so库,设置ENABLE_ANDROID=ON
– iOS:使用ENABLE_IOS=ON生成Framework

3. 性能调优::
– 设置线程数(model.set_cpu_thread_num(4))
– 预热模型(model.warmup())避免首次推理卡顿

4. 安装包优化::
– 仅包含必要后端(如TNN/LITE)
- pass (a bill or inspection etc)strip命令精简二进制文件
– 使用Paddle.js实现网页端轻量化部署

Recommended

Can't find AI tools? Try here!

Just type in the keyword Accessibility Bing SearchYou can quickly find all the AI tools on this site.

Top

en_USEnglish