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ubuntu14.04 配置深度学习环境

ubuntu14.04 配置深度学习环境

作者: ccccfys | 来源:发表于2017-10-28 11:07 被阅读34次

    一、硬件描述

    CPU:i7 7700K
    GPU:1070

    二、安装Ubuntu14.04

    1 . 安装Ubuntu14.04是因为我的付费VPN蓝灯只提供了Ubuntu14.04版本,后续学习查找资料比较方便;
    2 . Ubuntu镜像可以从清华大学开源软件镜像站进行下载 https://mirrors.tuna.tsinghua.edu.cn/ubuntu-releases/
    3 . 在Windows上使用UltraISO来制作启动U盘,使用U盘安装Ubuntu系统。

    三、安装NVIDIA显卡驱动和CUDA

    1 .先更新源

    sudo apt-get update 
    sudo apt-get upgrade
    
    1. 安装显卡驱动程序
    sudo add-apt-repository ppa:graphics-drivers/ppa
    
    sudo apt-get update
    
    sudo apt-get install nvidia-384
    
    1. 安装cuda8.0和cudnn v6.0

    通过如下这段脚本安装cuda和cudnn并自动配置环境变量(适用于Ubuntu14.04)

    #!/bin/bash
    
    # install CUDA Toolkit v8.0
    # instructions from https://developer.nvidia.com/cuda-downloads (linux -> x86_64 -> Ubuntu -> 14.04 -> deb (network))
    CUDA_REPO_PKG="cuda-repo-ubuntu1404_8.0.61-1_amd64.deb"
    wget http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1404/x86_64/${CUDA_REPO_PKG}
    sudo dpkg -i ${CUDA_REPO_PKG}
    sudo apt-get update
    sudo apt-get -y install cuda
    
    # install cuDNN v6.0
    CUDNN_TAR_FILE="cudnn-8.0-linux-x64-v6.0.tgz"
    wget http://developer.download.nvidia.com/compute/redist/cudnn/v6.0/${CUDNN_TAR_FILE}
    tar -xzvf ${CUDNN_TAR_FILE}
    sudo cp -P cuda/include/cudnn.h /usr/local/cuda-8.0/include
    sudo cp -P cuda/lib64/libcudnn* /usr/local/cuda-8.0/lib64/
    sudo chmod a+r /usr/local/cuda-8.0/lib64/libcudnn*
    
    # set environment variables
    export PATH=/usr/local/cuda-8.0/bin${PATH:+:${PATH}}
    export LD_LIBRARY_PATH=/usr/local/cuda-8.0/lib64\${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}
    

    通过如下这段脚本安装cuda和cudnn并自动配置环境变量(适用于Ubuntu16.04)

    #!/bin/bash
    
    # install CUDA Toolkit v8.0
    # instructions from https://developer.nvidia.com/cuda-downloads (linux -> x86_64 -> Ubuntu -> 16.04 -> deb (network))
    CUDA_REPO_PKG="cuda-repo-ubuntu1604_8.0.61-1_amd64.deb"
    wget http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/${CUDA_REPO_PKG}
    sudo dpkg -i ${CUDA_REPO_PKG}
    sudo apt-get update
    sudo apt-get -y install cuda
    
    # install cuDNN v6.0
    CUDNN_TAR_FILE="cudnn-8.0-linux-x64-v6.0.tgz"
    wget http://developer.download.nvidia.com/compute/redist/cudnn/v6.0/${CUDNN_TAR_FILE}
    tar -xzvf ${CUDNN_TAR_FILE}
    sudo cp -P cuda/include/cudnn.h /usr/local/cuda-8.0/include
    sudo cp -P cuda/lib64/libcudnn* /usr/local/cuda-8.0/lib64/
    sudo chmod a+r /usr/local/cuda-8.0/lib64/libcudnn*
    
    # set environment variables
    export PATH=/usr/local/cuda-8.0/bin${PATH:+:${PATH}}
    export LD_LIBRARY_PATH=/usr/local/cuda-8.0/lib64\${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}
    

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