Jupyter/JupyterHub/JupyterLab可以以多種方式運行,包括命令行、系統服務、Docker實例、Kubernetes應用等。這裏介紹將其做爲系統服務運行的方式,經過使用《IPython 6/Jupyter的magic操做符》、《 IPython的Magics魔法操做符》可提供更好的控制檯操做(誰用誰知道!若是在Notebook中須要輸入密碼,可使用sshpass參考《Ubuntu上使用sshpass遠程腳本免密安全交互》 ),也支持標準的遠程shell控制檯。html
首先,在宿主機安裝Anaconda、Jupyter和JupyterLab。方法以下:git
建立服務描述文件:github
#/etc/systemd/system/jupyter.service
編輯文件: shell
sudo nano /etc/systemd/system/jupyter.service
把下面的內容複製進去:ubuntu
[Unit] Description=Jupyter After=syslog.target network.target [Service] User=supermap Environment="PATH=/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/opt/anaconda3/bin" WorkingDirectory=/home/supermap/ ExecStart=/home/supermap/anaconda3/bin/jupyter lab --ip=10.1.1.201 Restart=on-failure RestartSec=10 [Install] WantedBy=multi-user.target
從新載入服務:瀏覽器
sudo systemctl daemon-reload
啓動服務:安全
sudo systemctl start jupyter
查看狀態:網絡
sudo systemctl status jupyter --no-pager
能夠看到相應的登陸地址和token等信息,將其輸入瀏覽器便可訪問。app
設置爲系統啓動時自動啓動:ssh
sudo systemctl enable jupyter
若是使用JupyterHub,採用 /opt/anaconda3/jupyterhub
做爲配置目錄。保存下面內容爲文件 /etc/systemd/system/jupyterhub.service。
[Unit] Description=Jupyterhub After=syslog.target network.target [Service] User=root Environment="PATH=/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/opt/anaconda3/bin" ExecStart=/opt/anaconda3/bin/jupyterhub -f /etc/jupyterhub/jupyterhub_config.py [Install] WantedBy=multi-user.target
若是保存配置 c.JupyterHub.cleanup_servers = False
在 JupyterHub config,須要加入 KillMode=process
在 [Service]
段中。缺省狀況下,systemd將在退出時kill掉全部的子進程。
使用sudo systemctl daemon-reload
和 sudo systemctl <start|stop|status> jupyterhub來啓動服務。
sudo systemctl enable jupyterhub
將使 jupyterhub 開機自動啓動。
保存 https://gist.github.com/lambdalisue/f01c5a65e81100356379 爲 /etc/init.d/jupyterhub。以下:
#! /bin/sh ### BEGIN INIT INFO # Provides: jupyterhub # Required-Start: $remote_fs $syslog # Required-Stop: $remote_fs $syslog # Default-Start: 2 3 4 5 # Default-Stop: 0 1 6 # Short-Description: Start jupyterhub # Description: This file should be used to construct scripts to be # placed in /etc/init.d. ### END INIT INFO # Author: Alisue <lambdalisue@hashnote.net> # # Please remove the "Author" lines above and replace them # with your own name if you copy and modify this script. # Do NOT "set -e" # PATH should only include /usr/* if it runs after the mountnfs.sh script PATH=/sbin:/usr/sbin:/bin:/usr/bin:/usr/local/bin DESC="Multi-user server for Jupyter notebooks" NAME=jupyterhub DAEMON=/usr/local/bin/jupyterhub DAEMON_ARGS="--config=/etc/jupyterhub/jupyterhub_config.py" PIDFILE=/var/run/$NAME.pid SCRIPTNAME=/etc/init.d/$NAME # Exit if the package is not installed [ -x "$DAEMON" ] || exit 0 # Read configuration variable file if it is present [ -r /etc/default/$NAME ] && . /etc/default/$NAME # Load the VERBOSE setting and other rcS variables . /lib/init/vars.sh # Define LSB log_* functions. # Depend on lsb-base (>= 3.2-14) to ensure that this file is present # and status_of_proc is working. . /lib/lsb/init-functions # # Function that starts the daemon/service # do_start() { # Return # 0 if daemon has been started # 1 if daemon was already running # 2 if daemon could not be started start-stop-daemon --start --quiet --pidfile $PIDFILE --exec $DAEMON --test > /dev/null \ || return 1 start-stop-daemon --start --background --make-pidfile --quiet --pidfile $PIDFILE --exec $DAEMON -- \ $DAEMON_ARGS \ || return 2 # Add code here, if necessary, that waits for the process to be ready # to handle requests from services started subsequently which depend # on this one. As a last resort, sleep for some time. } # # Function that stops the daemon/service # do_stop() { # Return # 0 if daemon has been stopped # 1 if daemon was already stopped # 2 if daemon could not be stopped # other if a failure occurred start-stop-daemon --stop --quiet --retry=TERM/30/KILL/5 --pidfile $PIDFILE --name $NAME RETVAL="$?" [ "$RETVAL" = 2 ] && return 2 # Wait for children to finish too if this is a daemon that forks # and if the daemon is only ever run from this initscript. # If the above conditions are not satisfied then add some other code # that waits for the process to drop all resources that could be # needed by services started subsequently. A last resort is to # sleep for some time. start-stop-daemon --stop --quiet --oknodo --retry=0/30/KILL/5 --exec $DAEMON [ "$?" = 2 ] && return 2 # Many daemons don't delete their pidfiles when they exit. rm -f $PIDFILE return "$RETVAL" } # # Function that sends a SIGHUP to the daemon/service # do_reload() { # # If the daemon can reload its configuration without # restarting (for example, when it is sent a SIGHUP), # then implement that here. # start-stop-daemon --stop --signal 1 --quiet --pidfile $PIDFILE --name $NAME return 0 } case "$1" in start) [ "$VERBOSE" != no ] && log_daemon_msg "Starting $DESC" "$NAME" do_start case "$?" in 0|1) [ "$VERBOSE" != no ] && log_end_msg 0 ;; 2) [ "$VERBOSE" != no ] && log_end_msg 1 ;; esac ;; stop) [ "$VERBOSE" != no ] && log_daemon_msg "Stopping $DESC" "$NAME" do_stop case "$?" in 0|1) [ "$VERBOSE" != no ] && log_end_msg 0 ;; 2) [ "$VERBOSE" != no ] && log_end_msg 1 ;; esac ;; status) status_of_proc "$DAEMON" "$NAME" && exit 0 || exit $? ;; #reload|force-reload) # # If do_reload() is not implemented then leave this commented out # and leave 'force-reload' as an alias for 'restart'. # #log_daemon_msg "Reloading $DESC" "$NAME" #do_reload #log_end_msg $? #;; restart|force-reload) # # If the "reload" option is implemented then remove the # 'force-reload' alias # log_daemon_msg "Restarting $DESC" "$NAME" do_stop case "$?" in 0|1) do_start case "$?" in 0) log_end_msg 0 ;; 1) log_end_msg 1 ;; # Old process is still running *) log_end_msg 1 ;; # Failed to start esac ;; *) # Failed to stop log_end_msg 1 ;; esac ;; *) #echo "Usage: $SCRIPTNAME {start|stop|restart|reload|force-reload}" >&2 echo "Usage: $SCRIPTNAME {start|stop|status|restart|force-reload}" >&2 exit 3 ;; esac :
而後,執行配置過程:
$ sudo chmod +x /etc/init.d/jupyterhub # Create a default config to /etc/jupyterhub/jupyterhub_config.py $ sudo jupyterhub --generate-config -f /etc/jupyterhub/jupyterhub_config.py # Reload systemctl daemon to notice the init.d script $ sudo systemctl daemon-reload # Start jupyterhub $ sudo service jupyterhub start # Stop jupyterhub $ sudo service jupyterhub stop # Start jupyterhub on boot $ sudo update-rc.d jupyterhub defaults # Or use rcconf to manage services http://manpages.ubuntu.com/manpages/natty/man8/rcconf.8.html $ sudo rcconf
假設使用 /etc/jupyterhub 做爲 configs,保存下面內容到文件 /lib/systemd/system/jupyterhub.service
:
[Unit] Description=Jupyterhub [Service] User=jupyterhub ExecStart=/usr/bin/jupyterhub --JupyterHub.spawner_class=sudospawner.SudoSpawner WorkingDirectory=/etc/jupyterhub [Install] WantedBy=multi-user.target
After=network-online.target
到 [Unit]
section,不然設置 service 開機啓動將失敗,由於網絡還不可用。User
和爭取的權限來運行 /usr/bin/jupyterhub。
運行: sudo systemctl daemon-reload
. 而後 sudo systemctl <start|stop|status> jupyterhub來啓動服務。
sudospawner.SudoSpawner
,運行 pip3 install git+https://github.com/jupyter/sudospawner。
添加 jupyterhub_config.py 到 /etc/jupyterhub (若是沒有則建立之)。建立 /Library/LaunchDaemons/com.jupyterhub.plist 粘貼下面的內容並編輯路徑,指向jupyterhub。
<?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd"> <plist version="1.0"> <dict> <key>Label</key> <string>com.jupyterhub.app</string> <key>ProgramArguments</key> <array> <string>/opt/anaconda3/bin/jupyterhub</string> <string>-f</string> <string>/etc/jupyterhub/jupyterhub_config.py</string> </array> <key>KeepAlive</key> <true/> <key>StandardErrorPath</key> <string>/var/log/jupyterhuberr.log</string> <key>StandardOutPath</key> <string>/var/log/jupyterhubout.log</string> <key>EnvironmentVariables</key> <dict> <key>PATH</key> <string><![CDATA[/usr/local/bin:/usr/local/sbin:/usr/bin:/bin:/usr/sbin:/sbin:/opt/anaconda3/bin]]></string> </dict> </dict> </plist>
載入和啓動service,以下:
sudo launchctl load -w /Library/LaunchDaemons/com.jupyterhub.plist sudo launchctl start -w /Library/LaunchDaemons/com.jupyterhub.plist
你的jupyterhub 能夠經過localhost:8000 (缺省的config)來訪問(若是須要外部機器訪問,在啓動命令行加上--ip=x.x.x.x.參數)。若是訪問不了,經過 /var/log/system.log | grep jupyter
來查看狀態或者查看日誌文件 /var/log/jupyterhubout.log 來查看緣由。
查看 https://github.com/jupyter/jupyterhub/issues/317 並分享你的經驗。
更多參考: