Have you ever had to experiment with code or system utilities on Linux in such a way that you donβt shake the base system and take it all off in the event of a code error that should run with root privileges?
But what about the fact that, for example, it is necessary to test or run a whole cluster of various microservices on one machine? A hundred or even a thousand?
With virtual machines managed by a hypervisor, such tasks can and will succeed, but at what cost? For example, a container in LXD based on the Alpine Linux distribution minimally consumes all 7.60MB
RAM, and where it takes up the root partition after startup 9.5MB
!How do you like that, Elon Musk?I recommend to get acquainted with the basic capabilities of LXD - container systems in Linux
After it has generally become clear what LXD containers are, let's go ahead and think about what if there was such a platform-processor where it would be safe to run code for the host, generate graphics, dynamically (interactively) bind UI- widgets with your code, add code with text with blackjack ...formatting? Something like an interactive blog?Wow ... I want it! Want! :)
Look at the cat where we will launch the JupyterLab in the container - the next generation of the user interface instead of the obsolete Jupyter Notebook, and also install Python modules such as NumPy , Pandas , Matplotlib , IPyWidgets that will allow you to do all of the above and save it all in a special file - IPython-laptop .

Navigation
Plan to take off into orbit ^

We will outline a short action plan so that it is easier for us to implement the scheme above:
- Alpine Linux. , .
- β
hostfs
. . . , . , . - Bash, sudo, ,
- Python,
- JupyterLab, , .
, LXD, β LXD β Linux.
β alpine3
, β jupyterlab
:
lxc init alpine3 jupyterlab --profile=default --profile=hddroot
hddroot
root- Storage Pool HDD :
lxc profile show hddroot
config: {}
description: ""
devices:
root:
path: /
pool: hddpool
type: disk
name: hddroot
used_by: []
lxc storage show hddpool
config:
size: 10GB
source: /dev/loop1
volatile.initial_source: /dev/loop1
description: ""
name: hddpool
driver: btrfs
used_by:
- /1.0/images/ebd565585223487526ddb3607f5156e875c15a89e21b61ef004132196da6a0a3
- /1.0/profiles/hddroot
status: Created
locations:
- none
HDD SSD :) ssdroot
.
STOPPED
, init-:
lxc start jupyterlab
LXD -c
columns :
lxc list -c ns4b
+------------+---------+-------------------+--------------+
| NAME | STATE | IPV4 | STORAGE POOL |
+------------+---------+-------------------+--------------+
| jupyterlab | RUNNING | 10.0.5.198 (eth0) | hddpool |
+------------+---------+-------------------+--------------+
IP , default
LXD β Linux.
IP , , . , .
eth0
( ) lxdbr0
NAT , IP β 10.0.5.5
:
lxc config device add jupyterlab eth0 nic name=eth0 nictype=bridged parent=lxdbr0 ipv4.address=10.0.5.5
, :
lxc restart jupyterlab
:
lxc list -c ns4b
+------------+---------+------------------+--------------+
| NAME | STATE | IPV4 | STORAGE POOL |
+------------+---------+------------------+--------------+
| jupyterlab | RUNNING | 10.0.5.5 (eth0) | hddpool |
+------------+---------+------------------+--------------+
:
, man-pages β man man-pages mdocml-apropos less
lxc exec jupyterlab -- apk add bash bash-completion sudo shadow tzdata nano
:
lxc
β LXDexec
β LXD,jupyterlab
β--
β , lxc
apk
β Alpine Linuxadd
β
, - Europe/Moscow
:
lxc exec jupyterlab -- cp /usr/share/zoneinfo/Europe/Moscow /etc/localtime
-, tzdata
, , , :
lxc exec jupyterlab -- apk del tzdata
-:
lxc exec jupyterlab -- date
Wed Apr 15 10:49:56 MSK 2020
Bash , .bash_profile
, .bashrc
, .dir_colors
/etc/skel
, Bash , . , Manjaro Linux , , .
skel- . --create-dirs
, :
lxc file push /etc/skel/.bash_profile jupyterlab/etc/skel/.bash_profile --create-dirs
lxc file push /etc/skel/.bashrc jupyterlab/etc/skel/.bashrc
lxc file push /etc/skel/.dir_colors jupyterlab/etc/skel/.dir_colors
root
skel-:
lxc exec jupyterlab -- cp /etc/skel/.bash_profile /root/.bash_profile
lxc exec jupyterlab -- cp /etc/skel/.bashrc /root/.bashrc
lxc exec jupyterlab -- cp /etc/skel/.dir_colors /root/.dir_colors
Alpine Linux /bin/sh
, root
Bash:
lxc exec jupyterlab -- usermod --shell=/bin/bash root
root
. - , :)
lxc exec jupyterlab -- /bin/bash -c "PASSWD=\$(head /dev/urandom | tr -dc A-Za-z0-9 | head -c 12); echo \"root:\$PASSWD\" | chpasswd && echo \"New Password: \$PASSWD\""
New Password: sFiXEvBswuWA
β jupyter
JupyterLab
lxc exec jupyterlab -- useradd --create-home --shell=/bin/bash jupyter
:
lxc exec jupyterlab -- /bin/bash -c "PASSWD=\$(head /dev/urandom | tr -dc A-Za-z0-9 | head -c 12); echo \"jupyter:\$PASSWD\" | chpasswd && echo \"New Password: \$PASSWD\""
New Password: ZIcbzWrF8tki
, sudo
, jupyter
:
lxc exec jupyterlab -- groupadd --system sudo
lxc exec jupyterlab -- groupmems --group sudo --add jupyter
, jupyter
:
lxc exec jupyterlab -- id -Gn jupyter
jupyter sudo
β , .
sudo
sudo
. , sed
/etc/sudoers
:
lxc exec jupyterlab -- /bin/bash -c "sed --in-place -e '/^#[ \t]*%sudo[ \t]*ALL=(ALL)[ \t]*ALL$/ s/^[# ]*//' /etc/sudoers"
JupyterLab ^
JupyterLab β Python , . , JupyterLab pip
, , , , β python3 python3-dev gcc libc-dev zeromq-dev
:
lxc exec jupyterlab -- apk add python3 python3-dev gcc libc-dev zeromq-dev
python- pip
:
lxc exec jupyterlab -- python3 -m pip install --upgrade pip setuptools wheel
JupyterLab pip
:
lxc exec jupyterlab -- python3 -m pip install jupyterlab
JupyterLab jupyterlab, , .
NodeJS β NPM, JupyterLab :
lxc exec jupyterlab -- apk add nodejs npm
JupyterLab , jupyter
. , , . , JUPYTERLAB_DIR
jupyter
, .bashrc
, :
lxc exec jupyterlab -- su -l jupyter -c "echo -e \"\nexport JUPYTERLAB_DIR=\$HOME/.local/share/jupyter/lab\" >> .bashrc"
β JupyterLab:
lxc exec jupyterlab -- su -l jupyter -c "export JUPYTERLAB_DIR=\$HOME/.local/share/jupyter/lab; jupyter labextension install --no-build @jupyter-widgets/jupyterlab-manager"
JupyterLab, :
toc
β Table of Contents, /jupyterlab-horizon-theme
β UIjupyterlab_neon_theme
β UIjupyterlab-ubu-theme
β :) , GitHub
, , :
lxc exec jupyterlab -- su -l jupyter -c "export JUPYTERLAB_DIR=\$HOME/.local/share/jupyter/lab; jupyter labextension install --no-build @jupyterlab/toc @mohirio/jupyterlab-horizon-theme @yeebc/jupyterlab_neon_theme"
lxc exec jupyterlab -- su -l jupyter -c "wget -c https://github.com/microcoder/jupyterlab-ubu-theme/archive/master.zip"
lxc exec jupyterlab -- su -l jupyter -c "unzip -q master.zip && rm master.zip"
lxc exec jupyterlab -- su -l jupyter -c "export JUPYTERLAB_DIR=\$HOME/.local/share/jupyter/lab; jupyter labextension install --no-build jupyterlab-ubu-theme-master"
lxc exec jupyterlab -- su -l jupyter -c "rm -r jupyterlab-ubu-theme-master"
, , --no-build
. :
lxc exec jupyterlab -- su -l jupyter -c "export JUPYTERLAB_DIR=\$HOME/.local/share/jupyter/lab; jupyter lab build"
:
lxc exec jupyterlab -- su -l jupyter -c "jupyter lab clean && jlpm cache clean && npm cache clean --force"
JupyterLab. , , JupyterLab bash' , , :)
jupyter
:
lxc exec jupyterlab -- su -l jupyter
JupyterLab :
[jupyter@jupyterlab ~]$ jupyter lab --ip=0.0.0.0 --no-browser
web- http://10.0.5.5:8888 token . , Login. , , , JupyterLab development :

, JupyterLab , NodeJS , . /home
, , , . JupyterLab.
IPython- ( JupyterLab) β /home/jupyter
, () , , JupyterLab hotkey β CTRL+C
y
. jupyter
CTRL+D
.
, , :
lxc config device add
βjupyter
βhostfs
β . .disk
βpath
β LXDsource
β , .
lxc config device add jupyterlab hostfs disk path=/mnt/hostfs source=/home/dv/projects/ipython-notebooks
/home/dv/projects/ipython-notebooks
UID SubUID + UID
, . LXD β Linux.
, jupyter
, $USER
:
sudo chown 1001000:$USER /home/dv/projects/ipython-notebooks
Hello, World! ^
JupyterLab, --notebook-dir
/mnt/hostfs
:
jupyter lab --ip=0.0.0.0 --no-browser --notebook-dir=/mnt/hostfs
http://10.0.5.5:8888 :

Python Hello World!
. CTRL+ENTER
"play" JupyterLab :

, , Python- ( ) Python JupyterLab, , :)
P.S. , Jupyter Jupyter Notebook JupyterLab. /tree
, /lab
, :
Python ^
Python NumPy, Pandas, Matplotlib, IPyWidgets JupyterLab.
Python pip
Alpine Linux:
g++
β , C++ Pythonfreetype-dev
β Python Matplotlib
:
lxc exec jupyterlab -- apk add g++ freetype-dev
, Alpine Linux NumPy , :
ERROR: Could not build wheels for numpy which use PEP 517 and cannot be installed directly
, , , :
lxc exec jupyterlab -- apk add py3-numpy py3-numpy-dev
Python- pip
. , . ~15 :
lxc exec jupyterlab -- python3 -m pip install pandas matplotlib ipywidgets
:
lxc exec jupyterlab -- rm -rf /home/*/.cache/pip/*
lxc exec jupyterlab -- rm -rf /root/.cache/pip/*
JupyterLab ^
JupyterLab, , . CTRL+C
y
, JupyterLab "", Enter
:
jupyter lab --ip=0.0.0.0 --no-browser --notebook-dir=/mnt/hostfs
http://10.0.5.5:8888/lab , :
%matplotlib inline
from ipywidgets import interactive
import matplotlib.pyplot as plt
import numpy as np
def f(m, b):
plt.figure(2)
x = np.linspace(-10, 10, num=1000)
plt.plot(x, m * x + b)
plt.ylim(-5, 5)
plt.show()
interactive_plot = interactive(f, m=(-2.0, 2.0), b=(-3, 3, 0.5))
output = interactive_plot.children[-1]
output.layout.height = '350px'
interactive_plot
, IPyWidgets UI- , Matplotlib :

IPyWidgets
, . JupyterLab " ", :) , , Bash :)
, :

! . !
UPDATE: 15.04.2020 18:30 β "Hello, World!"
UPDATE: 16.04.2020 10:00 β JupyterLab
UPDATE: 16.04.2020 10:40 β " "