機器學習主流的框架有caffe,torch,TensorFlow,Lasagne,在不同需求下甚至可能需要全部都學習一遍。
由於自己需要完成一個復雜的模型,TensorFlow開源不完全,caffe太復雜,而Lasagne感覺也有點麻煩,所以選擇使用Torch完成自己的模型自己的層。
brew uninstall zmq cd ~/torch; ./install.sh curl -s https://raw.githubusercontent.com/torch/ezinstall/master/clean-old.sh | bash curl -sk https://raw.githubusercontent.com/torch/ezinstall/master/install-deps | bash rm /usr/local/include/zmq.h curl -sk https://raw.githubusercontent.com/torch/ezinstall/master/install-deps | bash rm -rf ~/torch/ git clone https://github.com/torch/distro.git ~/torch --recursive cd ~/torch; ./install.sh source ~/.profile brew link --overwrite --dry-run zeromq brew link --overwrite zeromq luarocks install lzmq luarocks install image luarocks list
在最后一步如果出現
Warning: Failed loading manifest for /root/.luarocks/lib/luarocks/rocks: /root/.luarocks/lib/luarocks/rocks/manifest: No such file or directory
可以使用解決
mkdir -p ~/.luarocks/lib/luarocks/rocks luarocks-admin make-manifest --local-tree --tree=$HOME/.luarocks
torch安裝之后還只是console編輯方式,所以安裝itorch notebook來進行代碼編輯。
itorch notebook是基於ipython notebook,只是在已有的基礎之上增加torch kernel。
sudo apt-get install python-pip sudo apt-get install ipython sudo apt-get install ipython-notebook ipython notebook pip install jupyter
itorch安裝的命令集,下載的第一個文件文件需要翻牆
#!/bin/sh # Install Python prerequisites on NVIDIA Jetson TK1 for iTorch # This is for https://github.com/facebook/iTorch # L4T 21.3, Torch 7 (http://torch.ch) # Python 2.7 or greater must be installed before running this script # Torch 7 should already be installed before running this script # iPython is loaded using pip, as repository version is 1.x version, > 2.0 is needed # Need to compile from source as repository version libzmq3-dev is not the correct revision wget http://download.zeromq.org/zeromq-4.0.5.tar.gz tar xzvf zeromq-4.0.5.tar.gz cd zeromq-4.0.5 ./configure make sudo make install cd .. sudo apt-get install python-dev -y sudo apt-get install python-pip -y sudo pip install ipython sudo apt-get install python-zmq -y sudo apt-get install python-markupsafe -y sudo apt-get install python-jsonschema -y sudo pip install jinja2 sudo pip install tornado sudo luarocks install luacrypto sudo luarocks install env sudo luarocks install lzmq sudo luarocks install lbase64 sudo luarocks install uuid # add some decoders for iTorch audio and video sudo apt-get install gstreamer1.0-libav -y # Install iTorch git clone https://github.com/facebook/iTorch.git ~/iTorch --recursive cd ~/iTorch sudo env "PATH=$PATH" luarocks make sudo chown -R $USER $(dirname $(ipython locate profile))
zeromq安裝的時候可能會需要安裝libsodium
#!/bin/bash sudo add-apt-repository ppa:chris-lea/libsodium; sudo echo "deb http://ppa.launchpad.net/chris-lea/libsodium/ubuntu trusty main" >> /etc/apt/sources.list; sudo echo "deb-src http://ppa.launchpad.net/chris-lea/libsodium/ubuntu trusty main" >> /etc/apt/sources.list; sudo apt-get update && sudo apt-get install libsodium-dev;
從github上面git時有的時候不掛代理會更好。
這個時候我們就能愉快的玩耍了。
使用命令th、itorch、itorch notebook皆能使用。