nanmi

安装CUDA和cuDNN

安装CUDA

link: https://developer.nvidia.com/cuda-toolkit-archive

$ sudo chmod +x cuda_{xx.x.xxx_xxx.xx}_linux.run
$ sudo sh cuda_10.2.89_440.33.01_linux.run

nanmi

安装VirtualEnv

Install

$ pip3 install virtualenv
$ pip3 install virtualenvwrapper

$ mkdir $HOME/.virtualenvs

#.bashrc add

nanmi

安装Python

sudo apt install software-properties-common
sudo add-apt-repository ppa:deadsnakes/ppa
sudo apt instlal python-dev

管理多个版本Python

sudo update-alternatives --install /usr/bin/python python /usr/bin/python3.8 2
sudo update-alternatives --config

nanmi

Conv和BN融合Pytorch代码

reference links: https://learnml.today/speeding-up-model-with-fusing-batch-normalization-and-convolution-3

import torch
    import torchvision
    
    def fuse(conv, bn):

nanmi

安装Vulkan SDK

Download VulkanSDK

web: https://vulkan.lunarg.com/sdk/home#linux

move vulkan to spefic path

mv 1.1.130.0 vulkan-1.1.130.0
mv vulkan-1.1.130.0  /usr/local/

nanmi

NCNN的计算图和参数bin结构

参数和模型文件结构

网络参数

例

7767517
3 3
Input         input    0 1 data 0=4 1=4 2=1

nanmi

NV显卡驱动安装

卸载驱动

cd /usr/bin
./nvidia-uninstall
sudo apt-get --purge remove "*nvidia*"
sudo apt autoremove

# To remove CUDA Toolkit:

nanmi

github: https://github.com/nanmi/cortex/edit/master/README.md

Deploy machine learning models in production

Cortex is an open source platform for deploying machine learning models—trained with nearly any framework—as production web services.

install • tutorial • docs • examples • we're hiring • email us • chat with us

nanmi

The project will be updated continuously ......  

Pull requests are welcome!

Deep Learning Model Convertors

Note: This is not one convertor for all frameworks, but a collection of different converters. Because github is an open source platform, I hope we can help each other here, gather everyone's strength.

Because of these different frameworks, the awesome convertors of deep learning models for different frameworks occur. It should be noted that I did not test all the converters, so I could not guarantee that each was available. But I also hope this convertor collection may help you!

nanmi

The Most Powerful NLP-Weapon Arsenal

NLP民工的乐园: 几乎最全的中文NLP资源库

• 词库
• 工具包
• 学习资料

---

在入门到熟悉NLP的过程中，用到了很多github上的包，遂整理了一下，分享在这里。

很多包非常有趣，值得收藏，满足大家的收集癖！