2021-02-27 15:01:45 +00:00
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# 原创
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: 云服务器搭建神器JupyterLab(多图)
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# 云服务器搭建神器JupyterLab(多图)
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2024-07-03 09:49:47 +00:00
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## 云服务器搭建神器JupyterLab(多图)
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2021-02-27 15:01:45 +00:00
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>
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[`JupyterLab`](https://github.com/jupyterlab/jupyterlab)是一个交互式的开发环境,其用于应对包含着`notebook`、代码以及数据的工作场景。
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2024-07-03 09:49:47 +00:00
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### 1、前言
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2021-02-27 15:01:45 +00:00
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**如果说`vim`是编辑器之神,那么`JupyterLab`就是笔记本之神。**
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从2017年开始我注意到这一神奇的`IDE`笔记本,第一眼见到它,就觉得它真的太强大了,作为一个交互式的`Python`开发工具,其实也不算开发工具,准确的来说,它是一个演示代码的科学数据工具,支持`markdown`预览,支持[Draw](https://www.draw.io/)扩展,支持丰富的文件格式和多种开发语言,拥有众多[插件](https://github.com/jupyterlab?utf8=%E2%9C%93&q=extension&type=&language=)诸于`GitHub`, `Google-Dirve`, `Git`和`TOC`,更重要的是,它是把浏览器当作开发工具,十分有创意。[`JupyterLab`](https://github.com/jupyterlab/jupyterlab)的开发者众多,`GitHub`上面的`isuue`也十分活跃,众多的大牛开发者也纷纷加入到`JupyterLab`的阵营,为`JupyterLab`的发展作贡献,`JupyterLab`得到迅速发展。
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好的工具当然是要好好利用了,回归正题,怎样通过云服务器搭建一个可远程使用的`JupyterLab`?
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2024-07-03 09:49:47 +00:00
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### 2、购买云服务器`ECS`
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2021-02-27 15:01:45 +00:00
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这里我就直接买了阿里的学生优惠的`ECS`,9.9元/月,价格算是良心了,这里可以领一下优惠券:[阿里云限时礼包](https://promotion.aliyun.com/ntms/yunparter/invite.html?userCode=vya2etaw)。亚马逊还有每个账户免费使用一年云服务器的机会,也可以用一用。购买之后创建实例,启动云服务器,我这里用的是`Ubuntu 16.04`镜像,记住你设置的`root`密码。如果没有特殊要求,可以直接使用`root`用户进行下面操作,不必新建用户。
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2024-07-03 09:49:47 +00:00
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### 3、登录ECS并安装必要软件
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2021-02-27 15:01:45 +00:00
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```
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sudo apt-get install ssh
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ssh root@公网ip
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```
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这个ip是公网ip,在你购买的服务器运营商的实例列表里,如果不出意外就可以登录ECS了。
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2024-07-03 09:49:47 +00:00
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#### 3.1 先做好准备工作
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2021-02-27 15:01:45 +00:00
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比喻你添加ppa源的时候出现这种情况
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```
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root@iZwz9huxtbd86xp91s3j16Z:~# sudo add-apt-repository ppa:chronitis/jupyter
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sudo: add-apt-repository: command not found
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```
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解决办法
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```
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sudo apt-get install software-properties-common
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```
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2024-07-03 09:49:47 +00:00
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#### 3.2 关于`pip`的问题
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2021-02-27 15:01:45 +00:00
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2024-07-03 09:49:47 +00:00
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##### 安装pip
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2021-02-27 15:01:45 +00:00
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```
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sudo apt-get install python-pip python-dev build-essential
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sudo pip install --upgrade pip
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sudo pip install --upgrade virtualenv
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```
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```
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sudo apt-get install python-setuptools python-dev build-essential
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```
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```
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sudo easy_install pip
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```
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```
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sudo pip install --upgrade virtualenv
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```
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```
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sudo apt-get install python3-pip
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```
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```
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sudo apt-get install python-pip
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```
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2024-07-03 09:49:47 +00:00
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##### 升级`pip`
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2021-02-27 15:01:45 +00:00
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```
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sudo pip3 install --upgrade pip
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sudo pip2 install --upgrade pip
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sudo pip install --upgrade pip
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```
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2024-07-03 09:49:47 +00:00
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##### 更换`pip`源加速下载
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2021-02-27 15:01:45 +00:00
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```
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cat > ~/.pip/pip.conf
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[global]
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index-url = https://pypi.tuna.tsinghua.edu.cn/simple
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```
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`npm`和`yarn`也可以换源,更简单,自行`google`。
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`pip`国内的一些镜像包,换源之后出现`python2`版本过低的情况导致以前的包下载不了,那就直接将文件夹`~/.pip/pip.conf`删除就可以恢复原来的源。
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2024-07-03 09:49:47 +00:00
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##### `pip`指向问题
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2021-02-27 15:01:45 +00:00
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有时候会出现`pip,pip2,pip3`都TM指向`python2`,这个之后就需要改一下这这三个文件。
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编辑这三个文件,将第一行注释分别改为python\python2\python3
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```
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~ $which pip
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/usr/local/bin/pip
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21:36 alien@alien-Inspiron-3443:
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~ $which pip2
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/usr/local/bin/pip2
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21:36 alien@alien-Inspiron-3443:
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~ $which pip3
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/usr/local/bin/pip3
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```
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2024-07-03 09:49:47 +00:00
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#### 3.3 安装`yarn`和`nodejs`
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2021-02-27 15:01:45 +00:00
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2024-07-03 09:49:47 +00:00
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##### 配置仓库
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2021-02-27 15:01:45 +00:00
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```
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curl -sS https://dl.yarnpkg.com/debian/pubkey.gpg | sudo apt-key add -
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echo "deb https://dl.yarnpkg.com/debian/ stable main" | sudo tee /etc/apt/sources.list.d/yarn.list
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```
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2024-07-03 09:49:47 +00:00
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##### 安装`yarn`
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2021-02-27 15:01:45 +00:00
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```
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sudo apt-get update
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sudo apt-get install yarn
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```
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注意这里`yarn`自动安装了`nodejs`,不过版本太低,安装`jupyterlab`的时候会出问题,而且使用`n`或者`nvm`安装的`nodejs`也有问题,总之`nodejs`要按照下面这种方式就没事,这个是官方的`bug`,官方`issue`也提到过,但是目前还未解决。
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2024-07-03 09:49:47 +00:00
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##### 安装`nodejs`
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2021-02-27 15:01:45 +00:00
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创建一个新文件,输入两行`deb`,结束之后`Ctrl+C`:
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```
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cat > /etc/apt/sources.list.d/nodesource.list
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deb https://deb.nodesource.com/node_6.x xenial main
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deb-src https://deb.nodesource.com/node_6.x xenial main
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```
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导入公匙并安装`nodejs`,这个版本的`nodejs`对`jupyterlab`支持比较友好。
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```
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curl -s https://deb.nodesource.com/gpgkey/nodesource.gpg.key | sudo apt-key add -
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sudo apt-get update
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apt-cache policy nodejs
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sudo apt-get install nodejs
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nodejs --version
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```
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2024-07-03 09:49:47 +00:00
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##### 安装`ipython,matplotlib,scipy,pandas,numpy`
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2021-02-27 15:01:45 +00:00
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最好`python2`和`python3`都安装。
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2024-07-03 09:49:47 +00:00
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### 4、安装`JupyterLab`及其配置
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2021-02-27 15:01:45 +00:00
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记住使用`pip2`安装,如果你用`pip3`安装的话可能会出现版本兼容问题。
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```
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sudo pip2 install jupyterlab
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```
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生成密码
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```
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jupyter-notebook password
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```
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2024-07-03 09:49:47 +00:00
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#### 4.1 创建哈希密码
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2021-02-27 15:01:45 +00:00
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```
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ipython
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from notebook.auth import passwd
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passwd()
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# 输入你自己设置登录JupyterLab界面的密码,
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# 然后就会生产下面这样的密码,将它记下来,待会儿用
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'sha1:b92f3fb7d848:a5d40ab2e26aa3b296ae1faa17aa34d3df351704'
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```
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2024-07-03 09:49:47 +00:00
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#### 4.2 修改`JupyterLab`配置文件
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2021-02-27 15:01:45 +00:00
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先生成一个配置文件,记下输出的配置文件地址
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```
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jupyter lab --generate-config
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```
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修改配置文件,找到下面这几行文件,注释掉并修改成这样。
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```
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c.NotebookApp.allow_root = True
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c.NotebookApp.ip = '0.0.0.0'
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c.NotebookApp.notebook_dir = u'/root/JupyterLab'
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c.NotebookApp.open_browser = False
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c.NotebookApp.password = u'sha1:b92f3fb7d848:a5d40ab2e26aa3b296ae1faa17aa34d3df351704'
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c.NotebookApp.port = 8080
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```
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对应每行稍微解释一下
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```
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允许以root方式运行jupyterlab
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允许任意ip段访问
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设置jupyterlab页面的根目录
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默认运行时不启动浏览器,因为服务器默认只有终端嘛
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设置之前生产的哈希密码
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设置访问端口
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```
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到此,`JupyterLab`已经安装成功了。
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```
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jupyter-lab --version
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0.33.12
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jupyter lab build
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```
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`jupyter lab build`时间有点久,如果没报错就成功了。但此时你还不能访问`JupyterLab`,还需要添加端口规则,也就是所谓的添加安全组。
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2024-07-03 09:49:47 +00:00
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### 5、添加安全组
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2021-02-27 15:01:45 +00:00
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<img alt="" src="https://raw.githubusercontent.com/ds19991999/githubimg/master/picgo20181102230911.png"/><br/> 去ECS控制台添加安全组,不然你无法通过本地浏览器访问`JupyterLab`,设置`8080`端口入方向。<br/> <img alt="" src="https://raw.githubusercontent.com/ds19991999/githubimg/master/picgo20181102231126.png"/>
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2024-07-03 09:49:47 +00:00
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### 远程访问`JupyterLab`
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2021-02-27 15:01:45 +00:00
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运行下面命令。
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```
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# nohup表示ssh终端断开后仍然运行
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# &表示允许后台运行
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nohup jupyter lab &
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```
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浏览器输入`公网ip:8080`,就可以访问你的`JupyterLab`了,第一次访问比较慢,耐心一点,如果最终还是无法访问,那么就是你的安全组配置错啦。<br/> <img alt="" src="https://raw.githubusercontent.com/ds19991999/githubimg/master/picgo20181102231458.png"/><br/> 输入密码就可以用了。
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2024-07-03 09:49:47 +00:00
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### 6、`JupyterLab`扩展安装
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2021-02-27 15:01:45 +00:00
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查看已经安装的扩展及其状态:
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```
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jupyter labextension list
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```
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比喻安装一个扩展`jupyterlab_html`,支持html预览:
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```
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jupyter labextension install @mflevine/jupyterlab_html
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```
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卸载扩展:
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```
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jupyter labextension uninstall @mflevine/jupyterlab_html
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```
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更新所有扩展:
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```
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jupyter labextension update --all
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```
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下面以安装[GitHub](https://github.com/jupyterlab/jupyterlab-github)扩展为例。
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2024-07-03 09:49:47 +00:00
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#### 安装`GitHub`扩展
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2021-02-27 15:01:45 +00:00
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先去`GitHub`生成一个`token`,记下`token`,待会儿配置要用。
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下载安装扩展:
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```
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jupyter labextension install @jupyterlab/github
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```
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配置`token`
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```
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# 在之前的生成的config文件中添加
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c.GitHubConfig.access_token = '< YOUR_ACCESS_TOKEN >'
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```
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需要其他扩展的在[GitHub](https://github.com/)可以自行下载。<br/> <img alt="" src="https://raw.githubusercontent.com/ds19991999/githubimg/master/picgo20181102234041.png"/>
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|
2024-07-03 09:49:47 +00:00
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### 7、内核安装与卸载
|
2021-02-27 15:01:45 +00:00
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安装Python内核
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```
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sudo pip2 install ipykernel
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sudo pip3 install ipykernel
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```
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如果`pip`指向正常的话就可以看到两个`Python`内核了。
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查看已经安装的内核
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```
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jupyter kernelspec list
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```
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删除你不需要的内核
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|
```
|
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jupyter kernelspec remove <kernel_name>
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/root/JupyterLab
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```
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|
2024-07-03 09:49:47 +00:00
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### 8、域名和`https`配置
|
2021-02-27 15:01:45 +00:00
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域名和SSL配置可以参考这两篇文章:
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其实为觉得没必要,毕竟是个人用的工具,没必要搞个域名,不过强迫症就另说了。具体效果是这样的:
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|
2024-07-03 09:49:47 +00:00
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### 9、结语
|
2021-02-27 15:01:45 +00:00
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`JupyterLab`的搭建就是这么简单,好的工具就应该好好利用,支持做图,`markdown`,多标签,内部打开网页,`latex`,网页预览,这么好的工具我应该早点发现呀。最后,以秀图结束本文,多多指教!
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>
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原创博文,转载注明请注明出处: [https:www.ds-vip.top](https:www.ds-vip.top)
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