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Set up a Google Cloud GPU instance for doing the exercises in course.fast.ai
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#!/bin/bash | |
if ! dpkg-query -W cuda; then | |
curl -O http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/cuda-repo-ubuntu1604_8.0.61-1_amd64.deb | |
dpkg -i ./cuda-repo-ubuntu1604_8.0.61-1_amd64.deb | |
fi | |
apt-get update | |
apt-get -y upgrade | |
apt-get -y install tmux build-essential gcc g++ make binutils software-properties-common cuda unzip | |
modprobe nvidia | |
nvidia-smi | |
mkdir downloads | |
cd downloads | |
# Replace with an anaconda mirror near your server | |
wget "https://mirrors.tuna.tsinghua.edu.cn/anaconda/archive/Anaconda2-4.3.0-Linux-x86_64.sh" -O "anaconda-install.sh" | |
bash "anaconda-install.sh" -b | |
echo "export PATH=\"$HOME/anaconda2/bin:\$PATH\"" >> ~/.bashrc | |
export PATH="$HOME/anaconda2/bin:$PATH" | |
conda config --add channels https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/ | |
conda config --set show_channel_urls yes | |
conda install -y bcolz | |
conda upgrade -y --all | |
pip install theano | |
echo "[global] | |
device = gpu | |
floatX = float32 | |
[cuda] | |
root = /usr/local/cuda" > ~/.theanorc | |
pip install keras | |
mkdir ~/.keras | |
echo '{ | |
"image_dim_ordering": "th", | |
"epsilon": 1e-07, | |
"floatx": "float32", | |
"backend": "theano" | |
}' > ~/.keras/keras.json | |
wget "http://platform.ai/files/cudnn.tgz" -O "cudnn.tgz" | |
tar -zxf cudnn.tgz | |
cd cuda | |
sudo cp lib64/* /usr/local/cuda/lib64/ | |
sudo cp include/* /usr/local/cuda/include/ | |
jupyter notebook --generate-config | |
# Replace with your own password hash | |
echo "c.NotebookApp.password = u'sha1:d12dfae8859909bcde06a4192d604d347d06da8c:0943f80b4790'" >> $HOME/.jupyter/jupyter_notebook_config.py | |
echo "c.NotebookApp.ip = '*' | |
c.NotebookApp.port = 443 | |
c.NotebookApp.open_browser = False" >> $HOME/.jupyter/jupyter_notebook_config.py | |
cd ~ | |
git clone https://github.com/fastai/courses.git | |
cd ~/courses/deeplearning1/nbs | |
openssl req -x509 -nodes -days 3650 -newkey rsa:1024 -keyout ~/mykey.key -out ~/mycert.pem | |
jupyter notebook --certfile=~/mycert.pem --keyfile ~/mykey.key |
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