按照官网进行安装即可;(http://torch.ch/docs/getting-started.html#_)

# in a terminal, run the commands WITHOUT sudo
git clone https://github.com/torch/distro.git ~/torch --recursive
cd ~/torch; bash install-deps;
./install.sh

最后会提问是否将torch加入路径,选yes

手动加入路径,选以下其中之一(ubuntu14.04,选择bashrc)

# On Linux with bash
source ~/.bashrc
# On Linux with zsh
source ~/.zshrc
# On OSX or in Linux with none of the above.
source ~/.profile

检查是否安装成功:终端输入th,显示

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" alt="" />

即为成功。

然后可以安装一些附加项:

# run luarocks WITHOUT sudo
$ luarocks install image #例如要安装image插件
$ luarocks list #查看都按装了那些项

注:在安装itorch时(终端执行:luarocks install itorch)出了问题

显示没有openssl

安装openssl(终端执行:sudo apt-get install openssl)后,安装itorch还是失败,

显示路径下没有openssl/evp.h文件,各种百度后发现是缺少一个libssl库:安装:sudo apt-get install libssl-dev

再次安装itorch(终端执行:luarocks install itorch):成功。

使用时直接终端输入:itorch notebook  (这里之前已经安装过ipython notebook)

(查看openssl版本及路径:openssl version -a)

libssl-dev包含libraries, header files and manpages,他是openssl的一部分,而openssl对ssl进行了实现

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