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+# -*- mode: org -*-
+#+TITLE: Contrôler un environnement logiciel avec docker
+#+DATE: July, 2019
+#+STARTUP: overview indent
+#+OPTIONS: num:nil toc:t
+#+PROPERTY: header-args :eval never-export
+
+
+L'objectif, c'est la reproductibilité et l'explicitation des
+dépendances. L'intégration continue est un moyen d'y arriver mais je
+dirais que notre objectif n'est pas d'en faire des experts de
+développement logiciel et de l'intégration continue.
+
+Il est possible de s'arrêter à l'étape 3. Ceux qui veulent allez plus
+loin vont jusqu'à l'étape 6. Et ceux qui veulent vraiment contrôler
+finement, passent par l'étape 7 et aller au delà.
+
+Ayant peu d'expérience avec Docker, je me suis appuyé sur la
+[[https://people.irisa.fr/Anthony.Baire/docker-tutorial.pdf][présentation d'Anthony Baire]] pour préparer cette séquence.
+
+# * Table des matières :TOC:
+# - [[#automatiser-lexécution-dun-notebook][Automatiser l'exécution d'un notebook]]
+# - [[#identifier-les-dépendances][Identifier les dépendances]]
+# - [[#sassure-que-docker-est-bien-installé][S'assure que docker est bien installé]]
+# - [[#récupérer-un-environnement-de-base][Récupérer un environnement de base]]
+# - [[#exécuter-une-commande-dans-un-conteneur][Exécuter une commande dans un conteneur]]
+# - [[#docker-en-interactif][Docker en interactif]]
+# - [[#automatiser-la-construction-dun-environnement][Automatiser la construction d'un environnement]]
+# - [[#tester-que-votre-code-sexécute-correctement-ailleurs-que-sur-votre-machine][Tester que votre code s'exécute correctement ailleurs que sur votre machine.]]
+# - [[#améliorer-le-test][Améliorer le test]]
+# - [[#aller-plus-loin][Aller plus loin]]
+
+
+* Autre progression
+1. Automatiser l'exécution d'un notebook sur sa machine -> script. Pas
+ de contrôle du tout de l'environnement. *Où stoquer le résultat?*
+ *Comment indiquer si c'est OK ?*
+2. CI: debian; apt-get install ; youpi! Mais lent et pas complètement
+ figé... *Qui a "raison" ?* *Comment savoir ce qui a causé la différence ?*
+3. Figer une image docker et automatiser sa construction en local
+ (possibilité de faire à distance mais demande une mise en oeuvre un
+ peu particulière, fragile si on ne sait pas faire à la main).
+4. Intégrer son image au CI
+5. Publier la recette et garantir que l'image correspond à cette
+ recette ?
+6. Reconstruire un environnement particulier? Une vieille debian par
+ exemple ?
+* Automatiser l'exécution d'un notebook
+Commençons par un notebook tout simple, celui de challenger, et
+vérifions qu'il s'exécute bien sur "ma machine". Je commence par créer
+un répertoire pour ce notebook.
+#+begin_src shell :session *shell* :results output :exports both
+mkdir -p mooc_docker
+cd mooc_docker
+#+end_src
+
+#+RESULTS:
+
+J'y télécharge le notebook et le fichier de données.
+#+begin_src shell :session *shell* :results output :exports both
+wget https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-modele/raw/master/module2/exo5/exo5_fr.ipynb?inline=false -O notebook.ipynb
+wget https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-modele/raw/master/module2/exo5/shuttle.csv?inline=false -O shuttle.csv
+#+end_src
+
+#+RESULTS:
+#+begin_example
+--2019-07-23 09:19:24-- https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-modele/raw/master/module2/exo5/exo5_fr.ipynb?inline=false
+Resolving gitlab.inria.fr (gitlab.inria.fr)... 128.93.193.8
+Connecting to gitlab.inria.fr (gitlab.inria.fr)|128.93.193.8|:443... connected.
+HTTP request sent, awaiting response... 200 OK
+Length: 41019 (40K) [text/plain]
+Saving to: 'notebook.ipynb'
+[ ] 0 --.-KB/s
notebook.ipynb 100%[===================>] 40.06K --.-KB/s in 0.09s
+
+2019-07-23 09:19:25 (448 KB/s) - 'notebook.ipynb' saved [41019/41019]
+--2019-07-23 09:19:25-- https://gitlab.inria.fr/learninglab/mooc-rr/mooc-rr-modele/raw/master/module2/exo5/shuttle.csv?inline=false
+Resolving gitlab.inria.fr (gitlab.inria.fr)... 128.93.193.8
+Connecting to gitlab.inria.fr (gitlab.inria.fr)|128.93.193.8|:443... connected.
+HTTP request sent, awaiting response... 200 OK
+Length: 485 [text/plain]
+Saving to: 'shuttle.csv'
+[ ] 0 --.-KB/s
shuttle.csv 100%[===================>] 485 --.-KB/s in 0s
+
+2019-07-23 09:19:25 (4.23 MB/s) - 'shuttle.csv' saved [485/485]
+#+end_example
+
+#+begin_src shell :session *shell* :results output :exports both
+ls -l
+#+end_src
+
+#+RESULTS:
+: total 56
+: -rw-r--r-- 1 alegrand alegrand 41019 Jul 23 09:19 notebook.ipynb
+: -rw-r--r-- 1 alegrand alegrand 485 Jul 23 09:19 shuttle.csv
+
+Ce notebook a déja été exécuté. Exportons le au format html pour voir
+à quoi il [[file:mooc_docker/notebook.html][ressemble]]:
+#+begin_src shell :session *shell* :results output :exports both
+jupyter-nbconvert --to html notebook.ipynb
+ls -l
+#+end_src
+
+#+RESULTS:
+: [NbConvertApp] Converting notebook notebook.ipynb to html
+: [NbConvertApp] Writing 305180 bytes to notebook.html
+: total 356
+: -rw-r--r-- 1 alegrand alegrand 305302 Jul 23 09:20 notebook.html
+: -rw-r--r-- 1 alegrand alegrand 41019 Jul 23 09:19 notebook.ipynb
+: -rw-r--r-- 1 alegrand alegrand 485 Jul 23 09:19 shuttle.csv
+
+Je vais maintenant le ré-exécuter sur ma machine.
+#+begin_src shell :session *shell* :results output :exports both
+jupyter nbconvert --to notebook --execute notebook.ipynb --output notebook_rerun.ipynb
+jupyter nbconvert --to html --execute notebook_rerun.ipynb
+ls -l
+#+end_src
+
+#+RESULTS:
+#+begin_example
+[NbConvertApp] Converting notebook notebook.ipynb to notebook
+[NbConvertApp] Executing notebook with kernel: python3
+[NbConvertApp] Writing 41346 bytes to notebook_rerun.ipynb
+[NbConvertApp] Converting notebook notebook_rerun.ipynb to html
+[NbConvertApp] Executing notebook with kernel: python3
+[NbConvertApp] Writing 305683 bytes to notebook_rerun.html
+total 700
+-rw-r--r-- 1 alegrand alegrand 305302 Jul 23 09:20 notebook.html
+-rw-r--r-- 1 alegrand alegrand 41019 Jul 23 09:19 notebook.ipynb
+-rw-r--r-- 1 alegrand alegrand 305805 Jul 23 09:21 notebook_rerun.html
+-rw-r--r-- 1 alegrand alegrand 41473 Jul 23 09:21 notebook_rerun.ipynb
+-rw-r--r-- 1 alegrand alegrand 485 Jul 23 09:19 shuttle.csv
+#+end_example
+
+Tiens, je peux alors m'appercevoir que le notebook ainsi obtenu est
+différent de celui d'origine. Je peux ouvrir les deux sorties html,
+mais pas facile de repérer les différences... Diff aide un peu mais il
+vaut mieux ignorer les images stoquées dans le notebook au format binaire.
+
+#+begin_src shell :session *shell* :results output :exports both
+diff notebook.ipynb notebook_rerun.ipynb | grep -v image/png | sed 's/^/>/'
+#+end_src
+
+#+RESULTS:
+#+begin_example
+
+456c456
+---
+506a507,514
+> "name": "stderr",
+> "output_type": "stream",
+> "text": [
+> "/usr/lib/python3/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
+> " from pandas.core import datetools\n"
+> ]
+> },
+> {
+512c520
+< "
Dep. Variable: | Frequency | No. Observations: | 7 | \n",
+---
+> " Dep. Variable: | Frequency | No. Observations: | 7 | \n",
+515c523
+< " Model: | GLM | Df Residuals: | 5 | \n",
+---
+> " Model: | GLM | Df Residuals: | 5 | \n",
+518c526
+< " Model Family: | Binomial | Df Model: | 1 | \n",
+---
+> " Model Family: | Binomial | Df Model: | 1 | \n",
+521c529
+< " Link Function: | logit | Scale: | 1.0000 | \n",
+---
+> " Link Function: | logit | Scale: | 1.0 | \n",
+524c532
+< " Method: | IRLS | Log-Likelihood: | -2.5250 | \n",
+---
+> " Method: | IRLS | Log-Likelihood: | -3.6370 | \n",
+527c535
+< " Date: | Sat, 13 Apr 2019 | Deviance: | 0.22231 | \n",
+---
+> " Date: | Tue, 23 Jul 2019 | Deviance: | 3.3763 | \n",
+530c538
+< " Time: | 19:11:24 | Pearson chi2: | 0.236 | \n",
+---
+> " Time: | 09:21:16 | Pearson chi2: | 0.236 | \n",
+533c541
+< " No. Iterations: | 4 | Covariance Type: | nonrobust | \n",
+---
+> " No. Iterations: | 5 | | | \n",
+556,560c564,568
+< "Link Function: logit Scale: 1.0000\n",
+< "Method: IRLS Log-Likelihood: -2.5250\n",
+< "Date: Sat, 13 Apr 2019 Deviance: 0.22231\n",
+< "Time: 19:11:24 Pearson chi2: 0.236\n",
+< "No. Iterations: 4 Covariance Type: nonrobust\n",
+---
+> "Link Function: logit Scale: 1.0\n",
+> "Method: IRLS Log-Likelihood: -3.6370\n",
+> "Date: Tue, 23 Jul 2019 Deviance: 3.3763\n",
+> "Time: 09:21:16 Pearson chi2: 0.236\n",
+> "No. Iterations: 5 \n",
+613c621
+---
+#+end_example
+Certaines différences sont insignifiantes (l'heure, la date ou le
+warning sur =pandas.core.datetools= qui ne sera bientôt plus maintenu),
+mais d'autres sont plus alarmantes. Le nombre d'itérations pour
+calculer la régression logistique n'est pas le même (5 au lieu de 4)
+et les valeurs de Log-Likelihood et de Deviance sont très
+différentes. Que s'est-il passé ? A priori, ce sont des bibliothèques
+python différentes qui ont été utilisées et qui expliquent ces
+différences. Nous allons voir comment contrôler tout ceci.
+* Identifier les dépendances
+Je vais vous montrer comment créer et manipuler une image et un
+conteneur docker sur ma machine pas à pas. Vous n'aurez pas forcément
+à réaliser ce genre de choses par la suite sur votre machine mais il
+est bon que vous voyiez comment cela se passe afin que, lorsque vous
+utiliserez des outils qui font ça automatiquement pour vous dans le
+cloud, il n'y ait rien de mystérieux.
+
+Docker va vous permettre d'exécuter des programmes dans ce que l'on
+appelle des conteneurs. Un /conteneur/ est une sorte de mini-machine
+virtuelle dont le système de fichier est appelé /image/ et qui va donc
+exécuter un /programme/. Je peux avoir à un instant donné plusieurs
+conteneurs exécutant des programmes différents issus d'images
+différentes ou identiques.
+- Le premier avantage de cette approche est que votre programme sera
+ isolé du reste de votre machine et, quoi que vous fassiez dans ce
+ conteneur, vous n'abimerez pas votre propre machine en installant
+ des bibliothèques plus anciennes ou plus modernes qui seraient
+ incompatibles.
+- Le second avantage est que vous pourrez préparer plusieurs
+ conteneurs différents pour vérifier si votre programme fonctionne
+ toujours bien.
+
+** S'assure que docker est bien installé
+Je suis sur une machine linux (une debian) et j'ai donc installé
+docker via le paquet =docker.io=. J'ai aussi pris soin de me mettre dans
+le groupe docker pour ne pas avoir à passer root à chaque fois. Voici
+comment j'ai fait.
+#+begin_src shell :results output :exports both :eval never
+sudo apt-get install docker.io
+sudo adduser alegrand docker
+#+end_src
+
+#+begin_src shell :session *shell* :results output :exports both
+docker version
+#+end_src
+
+#+RESULTS:
+#+begin_example
+Client:
+ Version: 1.13.1
+ API version: 1.26
+ Go version: go1.9.3
+ Git commit: 092cba3
+ Built: Thu Feb 1 09:36:44 2018
+ OS/Arch: linux/amd64
+
+Server:
+ Version: 1.13.1
+ API version: 1.26 (minimum version 1.12)
+ Go version: go1.9.3
+ Git commit: 092cba3
+ Built: Thu Feb 1 09:36:44 2018
+ OS/Arch: linux/amd64
+ Experimental: false
+#+end_example
+** Récupérer une image de base
+Nous pouvons commener. L'idée pour bien contrôler son environnement va
+être de partir d'un environnement minimaliste et dans lequel notre
+notebook aura d'ailleurs peu de chances de s'exécuter. Je partirai
+d'une image debian stable.
+#+begin_src shell :session *shell* :results output :exports both
+docker pull debian:stable
+#+end_src
+
+#+RESULTS:
+: stable: Pulling from library/debian
+:
+: 5893bf6f34bb: Pulling fs layer
+: 5893bf6f34bb: Downloading 507kB/50.38MB
+: 5893bf6f34bb: Verifying Checksum
+: 5893bf6f34bb: Download complete
+: 5893bf6f34bb: Extracting 524.3kB/50.38MB
+: 5893bf6f34bb: Pull complete
+: Digest: sha256:4d28f191a4c9dec569867dd9af1e388c995146057a36d5b3086e599af7c2379b
+: Status: Downloaded newer image for debian:stable
+
+La commande précédent s'est connectée sur le https://hub.docker.com/
+pour y télécharger une image officielle debian stable. Je peux la
+trouver listée ici: https://hub.docker.com/_/debian. Que puis-je
+savoir sur cette image ?
+
+#+begin_src shell :session *shell* :results output :exports both
+docker image ls
+#+end_src
+
+#+RESULTS:
+#+begin_example
+REPOSITORY TAG IMAGE ID CREATED SIZE
+simgrid-website latest 0f3727380ab6 12 days ago 1.19GB
+debian stable 40e13c3c9aab 12 days ago 114MB
+#+end_example
+
+Mon image apparaît. Elle fait 114MB et a été construite il y a 12
+jours.
+** Exécuter une commande dans un conteneur
+Grâce à la commande docker run, je vais pouvoir exécuter des commandes
+dans le conteneur que je viens de télécharger. Par exemple, comme ceci.
+#+begin_src shell :session *shell* :results output :exports both
+docker run debian:stable ls
+#+end_src
+
+#+RESULTS:
+#+begin_example
+bin
+boot
+dev
+etc
+home
+lib
+lib64
+media
+mnt
+opt
+proc
+root
+run
+sbin
+srv
+sys
+tmp
+usr
+var
+#+end_example
+
+Bon, ok, ce n'est pas très impressionnant. Essayons avec la commande
+=hostname= qui me renverra comment s'appelle la machine.
+#+begin_src shell :session *shell* :results output :exports both
+docker run debian:stable hostname
+#+end_src
+
+#+RESULTS:
+: 07193bfee89f
+
+Ah, oui, c'est assez différent de ce que j'obtiens quand je lance
+cette commande directement sur ma machine:
+#+begin_src shell :session *shell* :results output :exports both
+hostname
+#+end_src
+
+#+RESULTS:
+: icarus
+
+Continuons de comparer. Est-ce que l'on trouve python dans cet
+environnement ?
+#+begin_src shell :session *shell* :results output :exports both
+ls /usr/bin/X11//python3 # chez moi oui
+docker run debian:stable ls -l /usr/bin/X11//python3 # mais pas dans cet environnement
+#+end_src
+
+#+RESULTS:
+: [0m[01;36m/usr/bin/X11//python3[0m
+: ls: cannot access '/usr/bin/X11//python3': No such file or directory
+
+En fait, à chaque fois que je lance cette commande docker, c'est un
+peu comme si un mini-système d'exploitation démarrait, exécutait cette
+commande et s'éteignait... C'est un peu pénible d'avoir à toujours
+préfixer par =docker run=, donc une solution simple consiste à lancer
+docker en mode interactif.
+** Docker en interactif
+À partir de maintenant, il vous faudra bien faire attention à
+distinguer les commandes qui sont lancées sur mon système de base de
+celles qui sont lancées dans notre conteneur docker.
+#+begin_src shell :session *docker* :results output :exports both
+docker run --name debian -t -i debian:stable
+#+end_src
+
+#+RESULTS:
+:
+: echo 'org_babel_sh_eoe'
+
+Je peux alors exécuter plusieurs séries de commandes facilement dans
+mon environnement:
+#+begin_src shell :session *docker* :results output :exports both
+hostname
+python
+#+end_src
+
+#+RESULTS:
+: hostname
+: dca997abf7cc
+: python
+: bash: python: command not found
+
+Mmh, et bien installons python du coup.
+#+begin_src shell :session *docker* :results output :exports both
+whoami
+apt-get update
+apt-get install -y python3
+#+end_src
+
+#+RESULTS:
+: whoami
+: root
+: apt-get update
+: Get:1 http://cdn-fastly.deb.debian.org/debian stable InRelease [118 kB]
+: Get:2 http://security-cdn.debian.org/debian-security stable/updates InRelease [39.1 kB]
+: Get:3 http://cdn-fastly.deb.debian.org/debian stable-updates InRelease [46.8 kB]
+: Get:4 http://security-cdn.debian.org/debian-security stable/updates/main amd64 Packages [49.4 kB]
+: Get:5 http://cdn-fastly.deb.debian.org/debian stable/main amd64 Packages [7897 kB]
+: Fetched 8150 kB in 12s (682 kB/s)
+: Reading package lists... Done
+: apt-get install python3
+: apt-get install python3
+: Reading package lists... Done
+: Building dependency tree
+: Reading state information... Done
+: The following additional packages will be installed:
+: bzip2 file libexpat1 libmagic-mgc libmagic1 libmpdec2 libpython3-stdlib
+: libpython3.7-minimal libpython3.7-stdlib libreadline7 libsqlite3-0 libssl1.1
+: mime-support python3-minimal python3.7 python3.7-minimal readline-common xz-utils
+: Suggested packages:
+: bzip2-doc python3-doc python3-tk python3-venv python3.7-venv python3.7-doc binutils
+: binfmt-support readline-doc
+: The following NEW packages will be installed:
+: bzip2 file libexpat1 libmagic-mgc libmagic1 libmpdec2 libpython3-stdlib
+: libpython3.7-minimal libpython3.7-stdlib libreadline7 libsqlite3-0 libssl1.1
+: mime-support python3 python3-minimal python3.7 python3.7-minimal readline-common
+: xz-utils
+: 0 upgraded, 19 newly installed, 0 to remove and 0 not upgraded.
+: Need to get 7789 kB of archives.
+: After this operation, 36.3 MB of additional disk space will be used.
+: Get:1 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libssl1.1 amd64 1.1.1c-1 [1535 kB]
+: Get:2 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3.7-minimal amd64 3.7.3-2 [588 kB]
+: Get:3 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libexpat1 amd64 2.2.6-2 [106 kB]
+: Get:4 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3.7-minimal amd64 3.7.3-2 [1736 kB]
+: Get:5 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-minimal amd64 3.7.3-1 [36.6 kB]
+: Get:6 http://cdn-fastly.deb.debian.org/debian stable/main amd64 mime-support all 3.62 [37.2 kB]
+: Get:7 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmpdec2 amd64 2.4.2-2 [87.2 kB]
+: Get:8 http://cdn-fastly.deb.debian.org/debian stable/main amd64 readline-common all 7.0-5 [70.6 kB]
+: Get:9 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libreadline7 amd64 7.0-5 [151 kB]
+: Get:10 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsqlite3-0 amd64 3.27.2-3 [641 kB]
+: Get:11 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3.7-stdlib amd64 3.7.3-2 [1732 kB]
+: Get:12 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3.7 amd64 3.7.3-2 [330 kB]
+: Get:13 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3-stdlib amd64 3.7.3-1 [20.0 kB]
+: Get:14 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3 amd64 3.7.3-1 [61.5 kB]
+: Get:15 http://cdn-fastly.deb.debian.org/debian stable/main amd64 bzip2 amd64 1.0.6-9.1 [48.3 kB]
+: Get:16 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmagic-mgc amd64 1:5.35-4 [242 kB]
+: Get:17 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmagic1 amd64 1:5.35-4 [117 kB]
+: Get:18 http://cdn-fastly.deb.debian.org/debian stable/main amd64 file amd64 1:5.35-4 [66.3 kB]
+: Get:19 http://cdn-fastly.deb.debian.org/debian stable/main amd64 xz-utils amd64 5.2.4-1 [183 kB]
+: Fetched 7789 kB in 12s (635 kB/s)
+: debconf: delaying package configuration, since apt-utils is not installed
+: Selecting previously unselected package libssl1.1:amd64.
+: (Reading database ... 6674 files and directories currently installed.)
+: Preparing to unpack .../libssl1.1_1.1.1c-1_amd64.deb ...
+: Unpacking libssl1.1:amd64 (1.1.1c-1) ...
+: Selecting previously unselected package libpython3.7-minimal:amd64.
+: Preparing to unpack .../libpython3.7-minimal_3.7.3-2_amd64.deb ...
+: Unpacking libpython3.7-minimal:amd64 (3.7.3-2) ...
+: Selecting previously unselected package libexpat1:amd64.
+: Preparing to unpack .../libexpat1_2.2.6-2_amd64.deb ...
+: Unpacking libexpat1:amd64 (2.2.6-2) ...
+: Selecting previously unselected package python3.7-minimal.
+: Preparing to unpack .../python3.7-minimal_3.7.3-2_amd64.deb ...
+: Unpacking python3.7-minimal (3.7.3-2) ...
+: Setting up libssl1.1:amd64 (1.1.1c-1) ...
+: debconf: unable to initialize frontend: Dialog
+: debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76.)
+: debconf: falling back to frontend: Readline
+: debconf: unable to initialize frontend: Readline
+: debconf: (Can't locate Term/ReadLine.pm in @INC (you may need to install the Term::ReadLine module) (@INC contains: /etc/perl /usr/local/lib/x86_64-linux-gnu/perl/5.28.1 /usr/local/share/perl/5.28.1 /usr/lib/x86_64-linux-gnu/perl5/5.28 /usr/share/perl5 /usr/lib/x86_64-linux-gnu/perl/5.28 /usr/share/perl/5.28 /usr/local/lib/site_perl /usr/lib/x86_64-linux-gnu/perl-base) at /usr/share/perl5/Debconf/FrontEnd/Readline.pm line 7.)
+: debconf: falling back to frontend: Teletype
+: Setting up libpython3.7-minimal:amd64 (3.7.3-2) ...
+: Setting up libexpat1:amd64 (2.2.6-2) ...
+: Setting up python3.7-minimal (3.7.3-2) ...
+: Selecting previously unselected package python3-minimal.
+: (Reading database ... 6935 files and directories currently installed.)
+: Preparing to unpack .../0-python3-minimal_3.7.3-1_amd64.deb ...
+: Unpacking python3-minimal (3.7.3-1) ...
+: Selecting previously unselected package mime-support.
+: Preparing to unpack .../1-mime-support_3.62_all.deb ...
+: Unpacking mime-support (3.62) ...
+: Selecting previously unselected package libmpdec2:amd64.
+: Preparing to unpack .../2-libmpdec2_2.4.2-2_amd64.deb ...
+: Unpacking libmpdec2:amd64 (2.4.2-2) ...
+: Selecting previously unselected package readline-common.
+: Preparing to unpack .../3-readline-common_7.0-5_all.deb ...
+: Unpacking readline-common (7.0-5) ...
+: Selecting previously unselected package libreadline7:amd64.
+: Preparing to unpack .../4-libreadline7_7.0-5_amd64.deb ...
+: Unpacking libreadline7:amd64 (7.0-5) ...
+: Selecting previously unselected package libsqlite3-0:amd64.
+: Preparing to unpack .../5-libsqlite3-0_3.27.2-3_amd64.deb ...
+: Unpacking libsqlite3-0:amd64 (3.27.2-3) ...
+: Selecting previously unselected package libpython3.7-stdlib:amd64.
+: Preparing to unpack .../6-libpython3.7-stdlib_3.7.3-2_amd64.deb ...
+: Unpacking libpython3.7-stdlib:amd64 (3.7.3-2) ...
+: Selecting previously unselected package python3.7.
+: Preparing to unpack .../7-python3.7_3.7.3-2_amd64.deb ...
+: Unpacking python3.7 (3.7.3-2) ...
+: Selecting previously unselected package libpython3-stdlib:amd64.
+: Preparing to unpack .../8-libpython3-stdlib_3.7.3-1_amd64.deb ...
+: Unpacking libpython3-stdlib:amd64 (3.7.3-1) ...
+: Setting up python3-minimal (3.7.3-1) ...
+: Selecting previously unselected package python3.
+: (Reading database ... 7404 files and directories currently installed.)
+: Preparing to unpack .../0-python3_3.7.3-1_amd64.deb ...
+: Unpacking python3 (3.7.3-1) ...
+: Selecting previously unselected package bzip2.
+: Preparing to unpack .../1-bzip2_1.0.6-9.1_amd64.deb ...
+: Unpacking bzip2 (1.0.6-9.1) ...
+: Selecting previously unselected package libmagic-mgc.
+: Preparing to unpack .../2-libmagic-mgc_1%3a5.35-4_amd64.deb ...
+: Unpacking libmagic-mgc (1:5.35-4) ...
+: Selecting previously unselected package libmagic1:amd64.
+: Preparing to unpack .../3-libmagic1_1%3a5.35-4_amd64.deb ...
+: Unpacking libmagic1:amd64 (1:5.35-4) ...
+: Selecting previously unselected package file.
+: Preparing to unpack .../4-file_1%3a5.35-4_amd64.deb ...
+: Unpacking file (1:5.35-4) ...
+: Selecting previously unselected package xz-utils.
+: Preparing to unpack .../5-xz-utils_5.2.4-1_amd64.deb ...
+: Unpacking xz-utils (5.2.4-1) ...
+: Setting up mime-support (3.62) ...
+: Setting up libmagic-mgc (1:5.35-4) ...
+: Setting up libsqlite3-0:amd64 (3.27.2-3) ...
+: Setting up libmagic1:amd64 (1:5.35-4) ...
+: Setting up file (1:5.35-4) ...
+: Setting up bzip2 (1.0.6-9.1) ...
+: Setting up xz-utils (5.2.4-1) ...
+: update-alternatives: using /usr/bin/xz to provide /usr/bin/lzma (lzma) in auto mode
+: Setting up libmpdec2:amd64 (2.4.2-2) ...
+: Setting up readline-common (7.0-5) ...
+: Setting up libreadline7:amd64 (7.0-5) ...
+: Setting up libpython3.7-stdlib:amd64 (3.7.3-2) ...
+: Setting up libpython3-stdlib:amd64 (3.7.3-1) ...
+: Setting up python3.7 (3.7.3-2) ...
+: Setting up python3 (3.7.3-1) ...
+: running python rtupdate hooks for python3.7...
+: running python post-rtupdate hooks for python3.7...
+: Processing triggers for libc-bin (2.28-10) ...
+
+Je peux donc enfin exécuter du code python dans mon environnement
+docker.
+
+#+begin_src shell :session *docker* :results output :exports both
+ls -l /usr/bin/X11//python3
+python3 --version
+#+end_src
+
+#+RESULTS:
+: ls -l /usr/bin/X11//python3
+: python3.7
+: python3 --version
+: Python 3.7.3
+
+Au passage, on peut vérifier que ce n'est pas le même que celui qui est
+sur ma machine:
+
+#+begin_src shell :session *shell* :results output :exports both
+python3 --version
+#+end_src
+
+#+RESULTS:
+: Python 3.7.2rc1
+** Installer tous les paquets dont on a besoin
+Bien, j'ai python3 mais ça ne suffira pas pour exécuter mon notebook. Il me
+faudra aussi bien sûr =jupyter= et différents paquets comme =matplotlib=,
+=pandas=, =numpy=, =statsmodels=... Courage, allons-y!
+
+#+begin_src shell :session *docker* :results output :exports both
+apt-get install -y jupyter-nbconvert python3-ipykernel python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+#+end_src
+
+#+RESULTS:
+#+BEGIN_EXAMPLE
+apt-get install -y jupyter-nbconvert python3-ipykernel python3-matplotlib python3-pandas
python3-numpy python3-statsmodels
+0 upgraded, 247 newly installed, 0 to remove and 0 not upgraded.
+Need to get 204 MB of archives.
+After this operation, 742 MB of additional disk space will be used.
+#+END_EXAMPLE
+
+Misère. Donc, 800Mb plus tard... :)
+
+Je peux alors lancer python qui importe matplotlib.
+#+begin_src shell :session *docker* :results output :exports both
+python3 -c "import matplotlib"
+#+end_src
+
+#+RESULTS:
+
+Alors que la même chose avec un paquet non existant me renvoie un
+message d'erreur:
+#+begin_src shell :session *shell* :results output :exports both
+python3 -c "import gnuplot365"
+#+end_src
+
+#+RESULTS:
+: Traceback (most recent call last):
+: ", line 1, in
+: ModuleNotFoundError: No module named 'gnuplot365'
+
+Bon, tout a l'air de très bien marcher. Tiens à tout hasard, si je
+cherche python via =docker run=, qu'est-ce que j'obtiens ?
+
+#+begin_src shell :session *shell* :results output :exports both
+docker run debian:stable ls -l /usr/bin/X11//python3
+#+end_src
+
+#+RESULTS:
+: ls: cannot access '/usr/bin/X11//python3': No such file or directory
+
+Gloups. À ce stade j'ai donc un environnement docker qui est toujours
+en train de s'exécuter et dans lequel python3 est bien installé mais
+ça n'est pas accessible en dehors. En fait, dès que je fermerai le
+terminal où se trouve mon docker interactif, je risque de perdre tout
+ce que je viens d'installer.
+** Gérer ses conteneurs et figer un environnement
+Il est temps que je vous montre comment manipuler ces conteneur. Tout
+d'abord, la commande =docker ps= me permet de savoir quels sont les
+conteneurs en cours d'exécution (il n'y en a qu'un pour l'instant mais
+je pourrais en avoir plusieurs):
+#+begin_src shell :session *shell* :results output :exports both
+docker ps
+#+end_src
+
+#+RESULTS:
+: CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
+: dca997abf7cc debian:stable "bash" 35 minutes ago Up 35 minutes debian
+
+Mon conteneur est donc identifié par ce =CONTAINER_ID= et il
+s'exécute depuis une demi-heure. Il a été modifié depuis qu'il a
+commencé et je peux demander à docker ce qui a changé (attention,
+c'est long alors je coupe pour ne montrer que le début):
+
+#+begin_src shell :session *shell* :results output :exports both
+docker diff dca997abf7cc | head -n 60
+#+end_src
+
+#+RESULTS:
+#+begin_example
+C /bin
+A /bin/bunzip2
+A /bin/bzcat
+A /bin/bzcmp
+A /bin/bzdiff
+A /bin/bzegrep
+A /bin/bzexe
+A /bin/bzfgrep
+A /bin/bzgrep
+A /bin/bzip2
+A /bin/bzip2recover
+A /bin/bzless
+A /bin/bzmore
+A /bin/fuser
+A /bin/kill
+A /bin/ps
+C /etc
+C /etc/.pwd.lock
+D /etc/X11
+A /etc/X11/Xreset
+A /etc/X11/Xreset.d
+A /etc/X11/Xreset.d/README
+A /etc/X11/Xresources
+A /etc/X11/Xresources/x11-common
+A /etc/X11/Xsession
+A /etc/X11/Xsession.d
+A /etc/X11/Xsession.d/20x11-common_process-args
+A /etc/X11/Xsession.d/30x11-common_xresources
+A /etc/X11/Xsession.d/35x11-common_xhost-local
+A /etc/X11/Xsession.d/40x11-common_xsessionrc
+A /etc/X11/Xsession.d/50x11-common_determine-startup
+A /etc/X11/Xsession.d/90gpg-agent
+A /etc/X11/Xsession.d/90x11-common_ssh-agent
+A /etc/X11/Xsession.d/99x11-common_start
+A /etc/X11/Xsession.options
+A /etc/X11/rgb.txt
+C /etc/alternatives
+A /etc/alternatives/c++
+A /etc/alternatives/c89
+A /etc/alternatives/c89.1.gz
+A /etc/alternatives/c99
+A /etc/alternatives/c99.1.gz
+A /etc/alternatives/cc
+A /etc/alternatives/cpp
+A /etc/alternatives/faked.1.gz
+A /etc/alternatives/faked.es.1.gz
+A /etc/alternatives/faked.fr.1.gz
+A /etc/alternatives/faked.sv.1.gz
+A /etc/alternatives/fakeroot
+A /etc/alternatives/fakeroot.1.gz
+A /etc/alternatives/fakeroot.es.1.gz
+A /etc/alternatives/fakeroot.fr.1.gz
+A /etc/alternatives/fakeroot.sv.1.gz
+A /etc/alternatives/jsonschema
+A /etc/alternatives/libblas.so.3-x86_64-linux-gnu
+A /etc/alternatives/liblapack.so.3-x86_64-linux-gnu
+A /etc/alternatives/lzcat
+A /etc/alternatives/lzcat.1.gz
+A /etc/alternatives/lzcmp
+A /etc/alternatives/lzcmp.1.gz
+#+end_example
+
+Je vais sauvegarder cet environnement avec la commande =docker commit=.
+#+begin_src shell :session *shell* :results output :exports both
+docker commit debian debian_stable_jupyter
+#+end_src
+
+#+RESULTS:
+: sha256:2b001b2c02a66a7bf2ab2e7e3d234f3611bc7e6228e2f423ceb7d294cb6bd442
+
+Et voilà! Mon nouvel environnement est maintenant figé et visible sur
+ma machine:
+#+begin_src shell :session *shell* :results output :exports both
+docker image ls
+#+end_src
+
+#+RESULTS:
+#+begin_example
+REPOSITORY TAG IMAGE ID CREATED SIZE
+debian_stable_jupyter latest 2b001b2c02a6 About a minute ago 962MB
+simgrid-website latest 0f3727380ab6 13 days ago 1.19GB
+debian stable 40e13c3c9aab 13 days ago 114MB
+#+end_example
+
+#+begin_src shell :session *shell* :results output :exports both
+docker run debian_stable_jupyter ls -l /usr/bin/X11//python3
+#+end_src
+
+#+RESULTS:
+:
+: python3.7
+
+Je peux donc maintenant arrêter mon conteneur:
+#+begin_src shell :session *shell* :results output :exports both
+docker stop debian
+#+end_src
+
+#+RESULTS:
+: exit
+: debian
+
+Je peux alors vérifier que mon conteneur est arrêté.
+#+begin_src shell :results output :exports both
+docker ps
+#+end_src
+
+#+RESULTS:
+: CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
+
+** Exécuter notre notebook dans ce nouvel environnemnt
+Le conteneur ayant son propre système de fichier, il va falloir
+trouver un moyen d'y importer notre notebook. Le plus simple consiste
+à monter notre répertoire courant dans le =/tmp= du conteneur.
+
+#+begin_src shell :session *shell* :results output :exports both
+echo "-- Sans partage"
+docker run debian_stable_jupyter ls /tmp
+echo "-- Avec partage"
+docker run --volume=`pwd`:/tmp debian_stable_jupyter ls /tmp
+#+end_src
+
+#+RESULTS:
+: -- Sans partage
+: ]0;alegrand@icarus: /home/alegrand/Work/Documents/Enseignements/RR_MOOC/gitlab-inria/mooc-rr-ressources/module4/ressources/mooc_docker[01;32micarus[00m:[01;34m~/Work/Documents/Enseignements/RR_MOOC/gitlab-inria/mooc-rr-ressources/module4/ressources/mooc_docker[00m$ -- Avec partage
+: notebook.html
+: notebook.ipynb
+: notebook_rerun.html
+: notebook_rerun.ipynb
+: shuttle.csv
+
+#+begin_src shell :session *shell* :results output :exports both
+cp notebook.ipynb notebook_docker.ipynb
+docker run --volume=`pwd`:/tmp debian_stable_jupyter jupyter-nbconvert --to notebook --execute /tmp/notebook_docker.ipynb --output /tmp/notebook_docker.ipynb
+docker run --volume=`pwd`:/tmp debian_stable_jupyter jupyter-nbconvert --to html /tmp/notebook_docker.ipynb
+#+end_src
+
+#+RESULTS:
+:
+: [NbConvertApp] Converting notebook /tmp/notebook_docker.ipynb to notebook
+: [NbConvertApp] Executing notebook with kernel: python3
+: [NbConvertApp] Writing 41346 bytes to /tmp/notebook_docker.ipynb
+: [NbConvertApp] Converting notebook /tmp/notebook_docker.ipynb to html
+: [NbConvertApp] Writing 317710 bytes to /tmp/notebook_docker.html
+
+#+begin_src shell :session *shell* :results output :exports both
+ls -l
+#+end_src
+
+#+RESULTS:
+: total 1056
+: -rw-r--r-- 1 alegrand alegrand 305302 Jul 23 09:20 notebook.html
+: -rw-r--r-- 1 alegrand alegrand 41019 Jul 23 09:19 notebook.ipynb
+: -rw-r--r-- 1 root root 317832 Jul 23 10:10 notebook_docker.html
+: -rw-r--r-- 1 alegrand alegrand 41473 Jul 23 10:10 notebook_docker.ipynb
+: -rw-r--r-- 1 alegrand alegrand 305805 Jul 23 09:21 notebook_rerun.html
+: -rw-r--r-- 1 alegrand alegrand 41473 Jul 23 09:21 notebook_rerun.ipynb
+: -rw-r--r-- 1 alegrand alegrand 485 Jul 23 09:19 shuttle.csv
+
+Une fois de plus le résultat semble différent (pas la même
+taille). Regardons les différences entre ce qui a été exécuté dans mon
+environnement de base et dans mon conteneur.
+#+begin_src shell :session *shell* :results output :exports both
+diff notebook_rerun.ipynb notebook_docker.ipynb # | sed 's/^/>/'
+#+end_src
+
+#+RESULTS:
+#+begin_example
+
+456c456
+< "image/png": 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E8S1bW1luMbMnw7Xp/p/Ma77aYSjs41YfupIdk5O7zdsxOcnqQ1e2stxiZk+G66QjD5nXfLXDUNjHHXbQ/lx6zokcsGKEg/dfzgErRrj0nBPnPEG6t8stZvZkuI5bdTBveMlRu817w0uO8mTzgHmieRFYe9IRnH7c4fO+YmZvl1vM7MlwXXL2C3jDi4/mtm/dxI1/8GIDYQgMhUXisIP236s3sL1dbjGzJ8N13KqDGT9whYEwJB4+kiQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUsNQkCQ1DAVJUqPVUEhyVpK7k2xOcuEMz++f5DPd57+Z5Og265Ekza61UEiyDLgMeAVwAnBekhOmDHszsKWqjgM+ALyvrXokSXNrc0/hVGBzVd1TVduBK4Gzp4w5G/hk9/E1wMuSpMWaJEmzWN7iuo8A7u+ZHgdO29OYqtqZ5KfAYcCPegclWQes605OJLm7lYoX3uFM+V1kT2ZgT6azJzN7Kn15Tj+D2gyFmf7ir70YQ1WtB9YvRFGDlGRjVY0Ou46nE3synT2Zzp7MbBB9afPw0ThwZM/0auDBPY1Jshx4FvDjFmuSJM2izVC4BTg+yTFJ9gPOBTZMGbMBeGP38WuAL1fVtD0FSdJgtHb4qHuO4ALgemAZ8PGquiPJJcDGqtoA/HfgiiSb6ewhnNtWPUOyzx3yGgB7Mp09mc6ezKz1vsQ/zCVJu/iJZklSw1CQJDUMhQWS5N4ktyXZlGRjd97FSR7oztuU5JXDrnPQkhyS5Jok/5zkriQvSfILSW5I8i/dfw8ddp2DtIeeLNltJclze37vTUl+luTtS3k7maUnrW8nnlNYIEnuBUar6kc98y4GJqrqL4dV17Al+STwj1X1se5VaAcC7wZ+XFX/rXtPrEOr6l1DLXSA9tCTt7PEtxVobo/zAJ0Pup7PEt5OdpnSkzfR8nbinoJak+SZwK/RucqMqtpeVT9h99ubfBL4D8OpcPBm6Yk6Xgb8v6r6Pkt4O5mityetMxQWTgFfTPKt7m05drkgya1JPr6Udn+7jgV+CHwiyXeSfCzJM4BVVfUDgO6/vzjMIgdsTz2Bpb2t7HIu8Onu46W8nfTq7Qm0vJ0YCgvn9Ko6hc5dYc9P8mvAh4BfBk4CfgC8f4j1DcNy4BTgQ1V1MvAYMO0W6kvMnnqy1LcVuofS1gJXD7uWp4sZetL6dmIoLJCqerD778PAZ4FTq+qhqnqyqiaBj9K5c+xSMg6MV9U3u9PX0HlDfCjJswG6/z48pPqGYcaeuK0AnT+ovl1VD3Wnl/J2sstuPRnEdmIoLIAkz0hy8K7HwMuB23dt0F2vBm4fRn3DUlX/Ctyf5LndWS8D7mT325u8Efj8EMobij31ZKlvK13nsfthkiW7nfTYrSeD2E68+mgBJDmWzt4BdA4PfKqq/jzJFXR28wq4F/i9XcdIl4okJwEfA/YD7qFz9cQIcBVwFHAf8NqqWjI3QtxDTz7IEt5WkhxI5zb6x1bVT7vzDmNpbycz9aT19xRDQZLU8PCRJKlhKEiSGoaCJKlhKEiSGoaCJKnR2jevSYPWvYTxS93JXwKepHNLCeh8mHD7UAqbRZLfBa7rfn5BGjovSdWi9HS6Q22SZVX15B6e+xpwQVVtmsf6llfVzgUrUOrh4SMtCUnemOTm7j3o/y7JSJLlSX6S5C+SfDvJ9UlOS/KVJPfsuld9krck+Wz3+buTvKfP9b43yc3AqUn+LMktSW5P8uF0vJ7OB5E+011+vyTjSQ7prvvFSW7sPn5vko8kuYHOzfSWJ/mr7mvfmuQtg++qFiNDQYtekufTuSXAr1bVSXQOm57bffpZwBe7NzPcDlxM59YTrwUu6VnNqd1lTgH+Y5KT+ljvt6vq1Kr6BvA3VfUi4AXd586qqs8Am4DXV9VJfRzeOhl4VVX9NrAOeLiqTgVeROcmjEftTX+kXp5T0FJwJp03zo1JAFbSuX0AwNaquqH7+Dbgp1W1M8ltwNE967i+qrYAJPkc8FI6///sab3b+fmtTwBeluSdwAHA4cC3gC/M8/f4fFU90X38cuB5SXpD6Hg6t4OQ9pqhoKUgwMer6r/sNjNZTufNe5dJYFvP497/P6aefKs51ru1uifsuvew+Vs6d0N9IMl76YTDTHby8z34qWMem/I7va2qvoS0gDx8pKXgRuB1SQ6HzlVKe3Go5eXpfLfygXS+Eezr81jvSjoh86Pu3XTP6XnuUeDgnul7gRd2H/eOm+p64G3dANr1nb4r5/k7SdO4p6BFr6puS/JnwI1JRoAdwH8CHpzHar4GfIrOF5xcsetqoX7WW1WPpPO9zLcD3we+2fP0J4CPJdlK57zFxcBHk/wrcPMs9XyEzt1DN3UPXT1MJ6ykp8RLUqU5dK/seX5VvX3YtUht8/CRJKnhnoIkqeGegiSpYShIkhqGgiSpYShIkhqGgiSp8f8B+Q9eu+sB8EwAAAAASUVORK5CYII=\n",
+---
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\n",
+538c538
+< " Time: | 09:21:16 | Pearson chi2: | 0.236 | \n",
+---
+> " Time: | 08:10:00 | Pearson chi2: | 0.236 | \n",
+567c567
+< "Time: 09:21:16 Pearson chi2: 0.236\n",
+---
+> "Time: 08:10:00 Pearson chi2: 0.236\n",
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\n",
+---
+> "image/png": "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\n",
+#+end_example
+
+Aaah, cette fois-ci, forcément, la date a changé mais ça a l'air moins
+grave que tout à l'heure. Et si on regarde très attentivement on fini
+par remarquer que quelques lettres ont changé dans l'encodage des
+images. Elles sont donc a différentes mais pas sûr que ça soit visible
+à l'oeil nu.
+
+** Conclusion
+Nous avons donc vu comment construire un environnement
+manuellement. Ce n'est pas très compliqué mais il faut être
+soigneux. Ici tout s'est passé sans encombre mais la première fois,
+j'avais oublié d'installer le noyau jupyter python3
+(=python3-ipykernel=) au moment de la réexécution de
+=notebook_docker.ipynb=, j'ai eu droit à un joli message d'erreur. Il
+faut alors relancer le conteneur en interactif, réinstaller ce qui
+manque, le figer de l'extérieur, etc.
+
+Mais pourquoi ne pas avoir téléchargé le notebook et les dans
+l'environnement? Et bien parce que ce n'est pas propre et qu'ils y
+seraient restés... Ce que je souhaite obtenir ici, c'est figer un
+environnemnet logiciel avec les bonnes dépendances pour pouvoir
+refaire mes calculs éventuellement sur de nouvelles données. C'est
+pour cela que je partage le répertoire contenant mon notebook et mon
+fichier csv.
+** Update :noexport:
+
+Renaming the image to =debian_stable_jupyter_alpha=.
+#+begin_src shell :results output :exports both
+docker tag debian_stable_jupyter debian_stable_jupyter_alpha
+docker rmi debian_stable_jupyter
+#+end_src
+
+#+begin_src shell :session *shell* :results output :exports both
+docker run --volume=`pwd`:/tmp --name debian_mooc -t -i debian_stable_jupyter_alpha
+#+end_src
+
+#+RESULTS:
+
+#+begin_src shell :session *shell* :results output :exports both
+apt-get install -y python3-ipykernel
+#+end_src
+
+#+begin_src shell :results output :exports both
+docker ps
+#+end_src
+
+#+RESULTS:
+: CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
+: a2d6b6cd921c debian_stable_jupyter_alpha "bash" 4 minutes ago Up 4 minutes debian_mooc
+
+#+begin_src shell :results output :exports both
+docker diff a2d6b6cd921c | head -n 60
+#+end_src
+
+#+RESULTS:
+#+begin_example
+C /root
+D /root/.cache
+A /root/.cache/matplotlib
+A /root/.cache/matplotlib/fontlist-v300.json
+A /root/.cache/matplotlib/tex.cache
+D /root/.ipython
+A /root/.ipython/extensions
+A /root/.ipython/nbextensions
+A /root/.ipython/profile_default
+A /root/.ipython/profile_default/db
+A /root/.ipython/profile_default/history.sqlite
+A /root/.ipython/profile_default/log
+A /root/.ipython/profile_default/pid
+A /root/.ipython/profile_default/security
+A /root/.ipython/profile_default/startup
+A /root/.ipython/profile_default/startup/README
+C /usr/lib/python3/dist-packages
+C /usr/lib/python3/dist-packages/__pycache__
+A /usr/lib/python3/dist-packages/__pycache__/ipykernel_launcher.cpython-37.pyc
+D /usr/lib/python3/dist-packages/ipykernel
+A /usr/lib/python3/dist-packages/ipykernel/__init__.py
+A /usr/lib/python3/dist-packages/ipykernel/__main__.py
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/__init__.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/__main__.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/_eventloop_macos.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/_version.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/codeutil.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/connect.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/datapub.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/displayhook.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/embed.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/eventloops.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/heartbeat.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/iostream.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/ipkernel.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/jsonutil.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/kernelapp.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/kernelbase.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/kernelspec.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/log.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/parentpoller.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/pickleutil.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/serialize.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/__pycache__/zmqshell.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/_eventloop_macos.py
+A /usr/lib/python3/dist-packages/ipykernel/_version.py
+A /usr/lib/python3/dist-packages/ipykernel/codeutil.py
+A /usr/lib/python3/dist-packages/ipykernel/comm
+A /usr/lib/python3/dist-packages/ipykernel/comm/__init__.py
+A /usr/lib/python3/dist-packages/ipykernel/comm/__pycache__
+A /usr/lib/python3/dist-packages/ipykernel/comm/__pycache__/__init__.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/comm/__pycache__/comm.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/comm/__pycache__/manager.cpython-37.pyc
+A /usr/lib/python3/dist-packages/ipykernel/comm/comm.py
+A /usr/lib/python3/dist-packages/ipykernel/comm/manager.py
+A /usr/lib/python3/dist-packages/ipykernel/connect.py
+A /usr/lib/python3/dist-packages/ipykernel/datapub.py
+A /usr/lib/python3/dist-packages/ipykernel/displayhook.py
+A /usr/lib/python3/dist-packages/ipykernel/embed.py
+#+end_example
+
+#+begin_src shell :results output :exports both
+docker commit debian_mooc debian_stable_jupyter
+#+end_src
+
+#+RESULTS:
+: sha256:2b001b2c02a66a7bf2ab2e7e3d234f3611bc7e6228e2f423ceb7d294cb6bd442
+
+* Automatiser la construction d'un environnement et le parager.
+Vous remarquerez que dans tout ce qui a précédé, j'ai noté dans mon
+journal de ce que j'ai effectué mais vous n'avez aucune garantie que
+je n'ai rien oublié. De plus, si vous voulez refaire cet environnement
+vous même, il vous faudra suivre ces instructions scrupuleusement en
+espérant que rien n'aille de travers.
+
+Je vais donc maintenant introduire alors la notion de dockerfile qui
+va réaliser la préparation de l'environnement automatiquement à l'aide
+de la commande =docker build= puis je montrerais comment le rendre
+public à l'aide de la commande =docker push=. Vous allez voir que c'est
+bien plus simple que tout ce que je vous ai montré précedémment
+puisque tout est caché!
+
+** Automatiser la construction de son environnement
+Je commence par créer un répertoire dans lequel sera stoqué un
+=[[file:mooc_docker_image/Dockerfile][Dockerfile]]=.
+
+#+begin_src shell :results output :exports both
+mkdir -p mooc_docker_image
+#+end_src
+
+#+RESULTS:
+
+Et dont voici le contenu. Vous voyez qu'il part d'une image
+=debian:stable=, la met à jour et installe les différents
+#+begin_src shell :results output :exports both :tangle mooc_docker_image/Dockerfile
+FROM debian:stable
+
+LABEL maintainer="Arnaud Legrand "
+
+RUN apt-get update \
+ && apt-get install -y python3 \
+ jupyter-nbconvert python3-ipykernel \
+ python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+#+end_src
+
+#+begin_src shell :results output :exports both
+docker build mooc_docker_image
+#+end_src
+
+#+RESULTS:
+#+begin_example
+Sending build context to Docker daemon 2.048kB
+Step 1/3 : FROM debian:stable
+ ---> 40e13c3c9aab
+Step 2/3 : LABEL maintainer "Arnaud Legrand "
+ ---> Running in 8a9a34c45d09
+ ---> 0ab85d4f10f5
+Removing intermediate container 8a9a34c45d09
+Step 3/3 : RUN apt-get update && apt-get install -y python3 jupyter-nbconvert python3-ipykernel python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+ ---> Running in e2a4b2e6b46b
+Get:1 http://cdn-fastly.deb.debian.org/debian stable InRelease [118 kB]
+Get:2 http://security-cdn.debian.org/debian-security stable/updates InRelease [39.1 kB]
+Get:3 http://cdn-fastly.deb.debian.org/debian stable-updates InRelease [46.8 kB]
+Get:4 http://security-cdn.debian.org/debian-security stable/updates/main amd64 Packages [49.4 kB]
+Get:5 http://cdn-fastly.deb.debian.org/debian stable/main amd64 Packages [7897 kB]
+Fetched 8150 kB in 9s (870 kB/s)
+Reading package lists...
+Reading package lists...
+Building dependency tree...
+Reading state information...
+The following additional packages will be installed:
+ binutils binutils-common binutils-x86-64-linux-gnu blt build-essential bzip2
+ ca-certificates cpp cpp-8 dbus dh-python dirmngr dpkg-dev fakeroot file
+ fontconfig-config fonts-lyx g++ g++-8 gcc gcc-8 gir1.2-glib-2.0 gnupg
+ gnupg-l10n gnupg-utils gpg gpg-agent gpg-wks-client gpg-wks-server gpgconf
+ gpgsm javascript-common krb5-locales libaec0 libalgorithm-diff-perl
+ libalgorithm-diff-xs-perl libalgorithm-merge-perl libamd2 libapparmor1
+ libasan5 libassuan0 libatomic1 libbinutils libblas3 libblosc1 libbsd0
+ libc-dev-bin libc6-dev libcamd2 libcc1-0 libccolamd2 libcholmod3 libcolamd2
+ libdbus-1-3 libdpkg-perl libdsdp-5.8gf libexpat1 libexpat1-dev libfakeroot
+ libfftw3-double3 libfile-fcntllock-perl libfontconfig1 libfreetype6
+ libgcc-8-dev libgdbm-compat4 libgdbm6 libgfortran5 libgirepository-1.0-1
+ libglib2.0-0 libglib2.0-data libglpk40 libgomp1 libgpm2 libgsl23
+ libgslcblas0 libgssapi-krb5-2 libhdf5-103 libicu63 libimagequant0 libisl19
+ libitm1 libjbig0 libjpeg62-turbo libjs-jquery libjs-jquery-ui libk5crypto3
+ libkeyutils1 libkrb5-3 libkrb5support0 libksba8 liblapack3 liblcms2-2
+ libldap-2.4-2 libldap-common liblocale-gettext-perl liblsan0 libltdl7
+ liblua5.1-0 liblzo2-2 libmagic-mgc libmagic1 libmetis5 libmpc3 libmpdec2
+ libmpfr6 libmpx2 libncurses6 libnorm1 libnpth0 libperl5.28 libpgm-5.2-0
+ libpng16-16 libprocps7 libpython3-dev libpython3-stdlib libpython3.7
+ libpython3.7-dev libpython3.7-minimal libpython3.7-stdlib libquadmath0
+ libreadline7 libsasl2-2 libsasl2-modules libsasl2-modules-db libsnappy1v5
+ libsodium23 libsqlite3-0 libssl1.1 libstdc++-8-dev libsuitesparseconfig5
+ libsz2 libtcl8.6 libtiff5 libtk8.6 libtsan0 libubsan1 libumfpack5 libwebp6
+ libwebpdemux2 libwebpmux3 libx11-6 libx11-data libxau6 libxcb1 libxdmcp6
+ libxext6 libxft2 libxml2 libxrender1 libxslt1.1 libxss1 libyaml-0-2 libzmq5
+ linux-libc-dev lsb-base make manpages manpages-dev mime-support netbase
+ openssl pandoc pandoc-data patch perl perl-modules-5.28 pinentry-curses
+ procps psmisc python-matplotlib-data python-pip-whl python-tables-data
+ python3-asn1crypto python3-atomicwrites python3-attr python3-bleach
+ python3-bs4 python3-cffi-backend python3-chardet python3-crypto
+ python3-cryptography python3-cvxopt python3-cycler python3-dateutil
+ python3-dbus python3-decorator python3-defusedxml python3-dev
+ python3-distutils python3-entrypoints python3-gi python3-html5lib
+ python3-ipython python3-ipython-genutils python3-jinja2 python3-joblib
+ python3-jsonschema python3-jupyter-client python3-jupyter-core
+ python3-keyring python3-keyrings.alt python3-kiwisolver python3-lib2to3
+ python3-lxml python3-markupsafe python3-minimal python3-mistune
+ python3-more-itertools python3-nbconvert python3-nbformat python3-numexpr
+ python3-olefile python3-pandas-lib python3-pandocfilters python3-patsy
+ python3-pexpect python3-pickleshare python3-pil python3-pip
+ python3-pkg-resources python3-pluggy python3-prompt-toolkit python3-psutil
+ python3-ptyprocess python3-py python3-pygments python3-pyparsing
+ python3-pytest python3-scipy python3-secretstorage python3-setuptools
+ python3-simplegeneric python3-simplejson python3-six python3-soupsieve
+ python3-statsmodels-lib python3-tables python3-tables-lib python3-testpath
+ python3-tk python3-tornado python3-traitlets python3-tz python3-wcwidth
+ python3-webencodings python3-wheel python3-xdg python3-zmq python3.7
+ python3.7-dev python3.7-minimal readline-common sensible-utils
+ shared-mime-info tk8.6-blt2.5 ttf-bitstream-vera ucf x11-common
+ xdg-user-dirs xz-utils
+Suggested packages:
+ binutils-doc blt-demo bzip2-doc cpp-doc gcc-8-locales
+ default-dbus-session-bus | dbus-session-bus dbus-user-session libpam-systemd
+ pinentry-gnome3 tor debian-keyring g++-multilib g++-8-multilib gcc-8-doc
+ libstdc++6-8-dbg gcc-multilib autoconf automake libtool flex bison gdb
+ gcc-doc gcc-8-multilib libgcc1-dbg libgomp1-dbg libitm1-dbg libatomic1-dbg
+ libasan5-dbg liblsan0-dbg libtsan0-dbg libubsan1-dbg libmpx2-dbg
+ libquadmath0-dbg parcimonie xloadimage scdaemon apache2 | lighttpd | httpd
+ glibc-doc git bzr libfftw3-bin libfftw3-dev gdbm-l10n libiodbc2-dev
+ default-libmysqlclient-dev gpm gsl-ref-psdoc | gsl-doc-pdf | gsl-doc-info
+ | gsl-ref-html krb5-doc krb5-user libjs-jquery-ui-docs liblcms2-utils
+ libsasl2-modules-gssapi-mit | libsasl2-modules-gssapi-heimdal
+ libsasl2-modules-ldap libsasl2-modules-otp libsasl2-modules-sql
+ libstdc++-8-doc tcl8.6 tk8.6 make-doc man-browser texlive-latex-recommended
+ texlive-xetex texlive-luatex pandoc-citeproc texlive-latex-extra context
+ wkhtmltopdf librsvg2-bin groff ghc nodejs php python ruby r-base-core
+ libjs-mathjax node-katex ed diffutils-doc perl-doc libterm-readline-gnu-perl
+ | libterm-readline-perl-perl libb-debug-perl liblocale-codes-perl
+ pinentry-doc python3-doc python3-venv python-attr-doc python-bleach-doc
+ python-crypto-doc python-cryptography-doc python3-cryptography-vectors
+ python-cvxopt-doc python-cycler-doc python-dbus-doc python3-dbus-dbg
+ python3-genshi python-jinja2-doc python-jsonschema-doc gnome-keyring
+ libkf5wallet-bin gir1.2-gnomekeyring-1.0 python3-lxml-dbg python-lxml-doc
+ dvipng ffmpeg gir1.2-gtk-3.0 ghostscript inkscape ipython3 librsvg2-common
+ python-matplotlib-doc python3-cairocffi python3-gi-cairo python3-gobject
+ python3-nose python3-pyqt4 python3-sip texlive-extra-utils ttf-staypuft
+ python-nbconvert-doc gfortran python-numpy-doc python3-numpy-dbg
+ python-pandas-doc python-patsy-doc python-pexpect-doc python-pil-doc
+ python3-pil-dbg python-psutil-doc subversion python-pygments-doc
+ python-pyparsing-doc python-scipy-doc python-secretstorage-doc
+ python-setuptools-doc python-statsmodels-doc python-tables-doc
+ python3-netcdf4 vitables tix python3-tk-dbg python3-pycurl
+ python-tornado-doc python3-twisted python3.7-venv python3.7-doc
+ binfmt-support readline-doc
+The following NEW packages will be installed:
+ binutils binutils-common binutils-x86-64-linux-gnu blt build-essential bzip2
+ ca-certificates cpp cpp-8 dbus dh-python dirmngr dpkg-dev fakeroot file
+ fontconfig-config fonts-lyx g++ g++-8 gcc gcc-8 gir1.2-glib-2.0 gnupg
+ gnupg-l10n gnupg-utils gpg gpg-agent gpg-wks-client gpg-wks-server gpgconf
+ gpgsm javascript-common jupyter-nbconvert krb5-locales libaec0
+ libalgorithm-diff-perl libalgorithm-diff-xs-perl libalgorithm-merge-perl
+ libamd2 libapparmor1 libasan5 libassuan0 libatomic1 libbinutils libblas3
+ libblosc1 libbsd0 libc-dev-bin libc6-dev libcamd2 libcc1-0 libccolamd2
+ libcholmod3 libcolamd2 libdbus-1-3 libdpkg-perl libdsdp-5.8gf libexpat1
+ libexpat1-dev libfakeroot libfftw3-double3 libfile-fcntllock-perl
+ libfontconfig1 libfreetype6 libgcc-8-dev libgdbm-compat4 libgdbm6
+ libgfortran5 libgirepository-1.0-1 libglib2.0-0 libglib2.0-data libglpk40
+ libgomp1 libgpm2 libgsl23 libgslcblas0 libgssapi-krb5-2 libhdf5-103 libicu63
+ libimagequant0 libisl19 libitm1 libjbig0 libjpeg62-turbo libjs-jquery
+ libjs-jquery-ui libk5crypto3 libkeyutils1 libkrb5-3 libkrb5support0 libksba8
+ liblapack3 liblcms2-2 libldap-2.4-2 libldap-common liblocale-gettext-perl
+ liblsan0 libltdl7 liblua5.1-0 liblzo2-2 libmagic-mgc libmagic1 libmetis5
+ libmpc3 libmpdec2 libmpfr6 libmpx2 libncurses6 libnorm1 libnpth0 libperl5.28
+ libpgm-5.2-0 libpng16-16 libprocps7 libpython3-dev libpython3-stdlib
+ libpython3.7 libpython3.7-dev libpython3.7-minimal libpython3.7-stdlib
+ libquadmath0 libreadline7 libsasl2-2 libsasl2-modules libsasl2-modules-db
+ libsnappy1v5 libsodium23 libsqlite3-0 libssl1.1 libstdc++-8-dev
+ libsuitesparseconfig5 libsz2 libtcl8.6 libtiff5 libtk8.6 libtsan0 libubsan1
+ libumfpack5 libwebp6 libwebpdemux2 libwebpmux3 libx11-6 libx11-data libxau6
+ libxcb1 libxdmcp6 libxext6 libxft2 libxml2 libxrender1 libxslt1.1 libxss1
+ libyaml-0-2 libzmq5 linux-libc-dev lsb-base make manpages manpages-dev
+ mime-support netbase openssl pandoc pandoc-data patch perl perl-modules-5.28
+ pinentry-curses procps psmisc python-matplotlib-data python-pip-whl
+ python-tables-data python3 python3-asn1crypto python3-atomicwrites
+ python3-attr python3-bleach python3-bs4 python3-cffi-backend python3-chardet
+ python3-crypto python3-cryptography python3-cvxopt python3-cycler
+ python3-dateutil python3-dbus python3-decorator python3-defusedxml
+ python3-dev python3-distutils python3-entrypoints python3-gi
+ python3-html5lib python3-ipykernel python3-ipython python3-ipython-genutils
+ python3-jinja2 python3-joblib python3-jsonschema python3-jupyter-client
+ python3-jupyter-core python3-keyring python3-keyrings.alt python3-kiwisolver
+ python3-lib2to3 python3-lxml python3-markupsafe python3-matplotlib
+ python3-minimal python3-mistune python3-more-itertools python3-nbconvert
+ python3-nbformat python3-numexpr python3-numpy python3-olefile
+ python3-pandas python3-pandas-lib python3-pandocfilters python3-patsy
+ python3-pexpect python3-pickleshare python3-pil python3-pip
+ python3-pkg-resources python3-pluggy python3-prompt-toolkit python3-psutil
+ python3-ptyprocess python3-py python3-pygments python3-pyparsing
+ python3-pytest python3-scipy python3-secretstorage python3-setuptools
+ python3-simplegeneric python3-simplejson python3-six python3-soupsieve
+ python3-statsmodels python3-statsmodels-lib python3-tables
+ python3-tables-lib python3-testpath python3-tk python3-tornado
+ python3-traitlets python3-tz python3-wcwidth python3-webencodings
+ python3-wheel python3-xdg python3-zmq python3.7 python3.7-dev
+ python3.7-minimal readline-common sensible-utils shared-mime-info
+ tk8.6-blt2.5 ttf-bitstream-vera ucf x11-common xdg-user-dirs xz-utils
+0 upgraded, 267 newly installed, 0 to remove and 0 not upgraded.
+Need to get 212 MB of archives.
+After this operation, 779 MB of additional disk space will be used.
+Get:1 http://cdn-fastly.deb.debian.org/debian stable/main amd64 perl-modules-5.28 all 5.28.1-6 [2873 kB]
+Get:2 http://security-cdn.debian.org/debian-security stable/updates/main amd64 linux-libc-dev amd64 4.19.37-5+deb10u1 [1185 kB]
+Get:12 http://security-cdn.debian.org/debian-security stable/updates/main amd64 libzmq5 amd64 4.3.1-4+deb10u1 [246 kB]
+Get:3 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgdbm6 amd64 1.18.1-4 [64.7 kB]
+Get:4 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgdbm-compat4 amd64 1.18.1-4 [44.1 kB]
+Get:5 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libperl5.28 amd64 5.28.1-6 [3883 kB]
+Get:6 http://cdn-fastly.deb.debian.org/debian stable/main amd64 perl amd64 5.28.1-6 [204 kB]
+Get:7 http://cdn-fastly.deb.debian.org/debian stable/main amd64 liblocale-gettext-perl amd64 1.07-3+b4 [18.9 kB]
+Get:8 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libssl1.1 amd64 1.1.1c-1 [1535 kB]
+Get:9 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3.7-minimal amd64 3.7.3-2 [588 kB]
+Get:10 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libexpat1 amd64 2.2.6-2 [106 kB]
+Get:11 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3.7-minimal amd64 3.7.3-2 [1736 kB]
+Get:13 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-minimal amd64 3.7.3-1 [36.6 kB]
+Get:14 http://cdn-fastly.deb.debian.org/debian stable/main amd64 mime-support all 3.62 [37.2 kB]
+Get:15 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmpdec2 amd64 2.4.2-2 [87.2 kB]
+Get:16 http://cdn-fastly.deb.debian.org/debian stable/main amd64 readline-common all 7.0-5 [70.6 kB]
+Get:17 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libreadline7 amd64 7.0-5 [151 kB]
+Get:18 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsqlite3-0 amd64 3.27.2-3 [641 kB]
+Get:19 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3.7-stdlib amd64 3.7.3-2 [1732 kB]
+Get:20 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3.7 amd64 3.7.3-2 [330 kB]
+Get:21 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3-stdlib amd64 3.7.3-1 [20.0 kB]
+Get:22 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3 amd64 3.7.3-1 [61.5 kB]
+Get:23 http://cdn-fastly.deb.debian.org/debian stable/main amd64 netbase all 5.6 [19.4 kB]
+Get:24 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libncurses6 amd64 6.1+20181013-2 [102 kB]
+Get:25 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libprocps7 amd64 2:3.3.15-2 [61.7 kB]
+Get:26 http://cdn-fastly.deb.debian.org/debian stable/main amd64 lsb-base all 10.2019051400 [28.4 kB]
+Get:27 http://cdn-fastly.deb.debian.org/debian stable/main amd64 procps amd64 2:3.3.15-2 [259 kB]
+Get:28 http://cdn-fastly.deb.debian.org/debian stable/main amd64 sensible-utils all 0.0.12 [15.8 kB]
+Get:29 http://cdn-fastly.deb.debian.org/debian stable/main amd64 bzip2 amd64 1.0.6-9.1 [48.3 kB]
+Get:30 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libapparmor1 amd64 2.13.2-10 [94.7 kB]
+Get:31 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libdbus-1-3 amd64 1.12.16-1 [214 kB]
+Get:32 http://cdn-fastly.deb.debian.org/debian stable/main amd64 dbus amd64 1.12.16-1 [235 kB]
+Get:33 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmagic-mgc amd64 1:5.35-4 [242 kB]
+Get:34 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmagic1 amd64 1:5.35-4 [117 kB]
+Get:35 http://cdn-fastly.deb.debian.org/debian stable/main amd64 file amd64 1:5.35-4 [66.3 kB]
+Get:36 http://cdn-fastly.deb.debian.org/debian stable/main amd64 krb5-locales all 1.17-3 [95.4 kB]
+Get:37 http://cdn-fastly.deb.debian.org/debian stable/main amd64 manpages all 4.16-2 [1295 kB]
+Get:38 http://cdn-fastly.deb.debian.org/debian stable/main amd64 ucf all 3.0038+nmu1 [69.0 kB]
+Get:39 http://cdn-fastly.deb.debian.org/debian stable/main amd64 xz-utils amd64 5.2.4-1 [183 kB]
+Get:40 http://cdn-fastly.deb.debian.org/debian stable/main amd64 binutils-common amd64 2.31.1-16 [2073 kB]
+Get:41 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libbinutils amd64 2.31.1-16 [478 kB]
+Get:42 http://cdn-fastly.deb.debian.org/debian stable/main amd64 binutils-x86-64-linux-gnu amd64 2.31.1-16 [1823 kB]
+Get:43 http://cdn-fastly.deb.debian.org/debian stable/main amd64 binutils amd64 2.31.1-16 [56.8 kB]
+Get:44 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libtcl8.6 amd64 8.6.9+dfsg-2 [1005 kB]
+Get:45 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpng16-16 amd64 1.6.36-6 [292 kB]
+Get:46 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libfreetype6 amd64 2.9.1-3 [379 kB]
+Get:47 http://cdn-fastly.deb.debian.org/debian stable/main amd64 ttf-bitstream-vera all 1.10-8 [352 kB]
+Get:48 http://cdn-fastly.deb.debian.org/debian stable/main amd64 fontconfig-config all 2.13.1-2 [280 kB]
+Get:49 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libfontconfig1 amd64 2.13.1-2 [346 kB]
+Get:50 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxau6 amd64 1:1.0.8-1+b2 [19.9 kB]
+Get:51 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libbsd0 amd64 0.9.1-2 [99.5 kB]
+Get:52 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxdmcp6 amd64 1:1.1.2-3 [26.3 kB]
+Get:53 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxcb1 amd64 1.13.1-2 [137 kB]
+Get:54 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libx11-data all 2:1.6.7-1 [298 kB]
+Get:55 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libx11-6 amd64 2:1.6.7-1 [754 kB]
+Get:56 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxext6 amd64 2:1.3.3-1+b2 [52.5 kB]
+Get:57 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxrender1 amd64 1:0.9.10-1 [33.0 kB]
+Get:58 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxft2 amd64 2.3.2-2 [57.2 kB]
+Get:59 http://cdn-fastly.deb.debian.org/debian stable/main amd64 x11-common all 1:7.7+19 [251 kB]
+Get:60 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxss1 amd64 1:1.2.3-1 [17.8 kB]
+Get:61 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libtk8.6 amd64 8.6.9-2 [768 kB]
+Get:62 http://cdn-fastly.deb.debian.org/debian stable/main amd64 tk8.6-blt2.5 amd64 2.5.3+dfsg-4 [587 kB]
+Get:63 http://cdn-fastly.deb.debian.org/debian stable/main amd64 blt amd64 2.5.3+dfsg-4 [14.8 kB]
+Get:64 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libc-dev-bin amd64 2.28-10 [275 kB]
+Get:65 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libc6-dev amd64 2.28-10 [2691 kB]
+Get:66 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libisl19 amd64 0.20-2 [587 kB]
+Get:67 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmpfr6 amd64 4.0.2-1 [775 kB]
+Get:68 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmpc3 amd64 1.1.0-1 [41.3 kB]
+Get:69 http://cdn-fastly.deb.debian.org/debian stable/main amd64 cpp-8 amd64 8.3.0-6 [8914 kB]
+Get:70 http://cdn-fastly.deb.debian.org/debian stable/main amd64 cpp amd64 4:8.3.0-1 [19.4 kB]
+Get:71 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libcc1-0 amd64 8.3.0-6 [46.6 kB]
+Get:72 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgomp1 amd64 8.3.0-6 [75.8 kB]
+Get:73 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libitm1 amd64 8.3.0-6 [27.7 kB]
+Get:74 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libatomic1 amd64 8.3.0-6 [9032 B]
+Get:75 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libasan5 amd64 8.3.0-6 [362 kB]
+Get:76 http://cdn-fastly.deb.debian.org/debian stable/main amd64 liblsan0 amd64 8.3.0-6 [131 kB]
+Get:77 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libtsan0 amd64 8.3.0-6 [283 kB]
+Get:78 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libubsan1 amd64 8.3.0-6 [120 kB]
+Get:79 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmpx2 amd64 8.3.0-6 [11.4 kB]
+Get:80 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libquadmath0 amd64 8.3.0-6 [133 kB]
+Get:81 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgcc-8-dev amd64 8.3.0-6 [2298 kB]
+Get:82 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gcc-8 amd64 8.3.0-6 [9452 kB]
+Get:83 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gcc amd64 4:8.3.0-1 [5196 B]
+Get:84 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libstdc++-8-dev amd64 8.3.0-6 [1532 kB]
+Get:85 http://cdn-fastly.deb.debian.org/debian stable/main amd64 g++-8 amd64 8.3.0-6 [9752 kB]
+Get:86 http://cdn-fastly.deb.debian.org/debian stable/main amd64 g++ amd64 4:8.3.0-1 [1644 B]
+Get:87 http://cdn-fastly.deb.debian.org/debian stable/main amd64 make amd64 4.2.1-1.2 [341 kB]
+Get:88 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libdpkg-perl all 1.19.7 [1414 kB]
+Get:89 http://cdn-fastly.deb.debian.org/debian stable/main amd64 patch amd64 2.7.6-3 [126 kB]
+Get:90 http://cdn-fastly.deb.debian.org/debian stable/main amd64 dpkg-dev all 1.19.7 [1773 kB]
+Get:91 http://cdn-fastly.deb.debian.org/debian stable/main amd64 build-essential amd64 12.6 [7576 B]
+Get:92 http://cdn-fastly.deb.debian.org/debian stable/main amd64 openssl amd64 1.1.1c-1 [842 kB]
+Get:93 http://cdn-fastly.deb.debian.org/debian stable/main amd64 ca-certificates all 20190110 [157 kB]
+Get:94 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-lib2to3 all 3.7.3-1 [76.7 kB]
+Get:95 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-distutils all 3.7.3-1 [142 kB]
+Get:96 http://cdn-fastly.deb.debian.org/debian stable/main amd64 dh-python all 3.20190308 [99.3 kB]
+Get:97 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libassuan0 amd64 2.5.2-1 [49.4 kB]
+Get:98 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gpgconf amd64 2.2.12-1 [509 kB]
+Get:99 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libksba8 amd64 1.3.5-2 [99.7 kB]
+Get:100 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsasl2-modules-db amd64 2.1.27+dfsg-1 [69.0 kB]
+Get:101 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsasl2-2 amd64 2.1.27+dfsg-1 [106 kB]
+Get:102 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libldap-common all 2.4.47+dfsg-3 [89.4 kB]
+Get:103 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libldap-2.4-2 amd64 2.4.47+dfsg-3 [224 kB]
+Get:104 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libnpth0 amd64 1.6-1 [18.4 kB]
+Get:105 http://cdn-fastly.deb.debian.org/debian stable/main amd64 dirmngr amd64 2.2.12-1 [711 kB]
+Get:106 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libfakeroot amd64 1.23-1 [45.9 kB]
+Get:107 http://cdn-fastly.deb.debian.org/debian stable/main amd64 fakeroot amd64 1.23-1 [85.8 kB]
+Get:108 http://cdn-fastly.deb.debian.org/debian stable/main amd64 fonts-lyx all 2.3.2-1 [199 kB]
+Get:109 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libglib2.0-0 amd64 2.58.3-2 [1259 kB]
+Get:110 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgirepository-1.0-1 amd64 1.58.3-2 [92.8 kB]
+Get:111 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gir1.2-glib-2.0 amd64 1.58.3-2 [143 kB]
+Get:112 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gnupg-l10n all 2.2.12-1 [1008 kB]
+Get:113 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gnupg-utils amd64 2.2.12-1 [857 kB]
+Get:114 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gpg amd64 2.2.12-1 [862 kB]
+Get:115 http://cdn-fastly.deb.debian.org/debian stable/main amd64 pinentry-curses amd64 1.1.0-2 [64.5 kB]
+Get:116 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gpg-agent amd64 2.2.12-1 [617 kB]
+Get:117 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gpg-wks-client amd64 2.2.12-1 [484 kB]
+Get:118 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gpg-wks-server amd64 2.2.12-1 [477 kB]
+Get:119 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gpgsm amd64 2.2.12-1 [602 kB]
+Get:120 http://cdn-fastly.deb.debian.org/debian stable/main amd64 gnupg all 2.2.12-1 [715 kB]
+Get:121 http://cdn-fastly.deb.debian.org/debian stable/main amd64 javascript-common all 11 [6120 B]
+Get:122 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-entrypoints all 0.3-1 [5508 B]
+Get:123 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-decorator all 4.3.0-1.1 [14.5 kB]
+Get:124 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-ptyprocess all 0.6.0-1 [13.2 kB]
+Get:125 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-pexpect all 4.6.0-1 [52.4 kB]
+Get:126 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-pickleshare all 0.7.5-1 [7348 B]
+Get:127 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-pkg-resources all 40.8.0-1 [153 kB]
+Get:128 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-six all 1.12.0-1 [15.7 kB]
+Get:129 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-wcwidth all 0.1.7+dfsg1-3 [15.0 kB]
+Get:130 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-prompt-toolkit all 1.0.15-1 [179 kB]
+Get:131 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-pygments all 2.3.1+dfsg-1 [594 kB]
+Get:132 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-simplegeneric all 0.8.1-2 [11.1 kB]
+Get:133 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-ipython-genutils all 0.2.0-1 [20.9 kB]
+Get:134 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-traitlets all 4.3.2-1 [60.7 kB]
+Get:135 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-ipython all 5.8.0-1 [390 kB]
+Get:136 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-dateutil all 2.7.3-3 [64.5 kB]
+Get:137 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-jupyter-core all 4.4.0-2 [38.5 kB]
+Get:138 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-tornado amd64 5.1.1-4 [354 kB]
+Get:139 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libkeyutils1 amd64 1.6-6 [15.0 kB]
+Get:140 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libkrb5support0 amd64 1.17-3 [65.6 kB]
+Get:141 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libk5crypto3 amd64 1.17-3 [121 kB]
+Get:142 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libkrb5-3 amd64 1.17-3 [370 kB]
+Get:143 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgssapi-krb5-2 amd64 1.17-3 [158 kB]
+Get:144 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libnorm1 amd64 1.5.8+dfsg2-1 [287 kB]
+Get:145 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpgm-5.2-0 amd64 5.2.122~dfsg-3 [158 kB]
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+Get:147 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-zmq amd64 17.1.2-2 [268 kB]
+Get:148 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-jupyter-client all 5.2.3-1 [63.7 kB]
+Get:149 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-testpath all 0.4.2+dfsg-1 [8796 B]
+Get:150 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-webencodings all 0.5.1-1 [10.9 kB]
+Get:151 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-html5lib all 1.0.1-1 [89.5 kB]
+Get:152 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-bleach all 3.1.0-1 [113 kB]
+Get:153 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-defusedxml all 0.5.0-2 [20.1 kB]
+Get:154 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-markupsafe amd64 1.1.0-1 [14.8 kB]
+Get:155 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-jinja2 all 2.10-2 [106 kB]
+Get:156 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-mistune all 0.8.4-1 [16.1 kB]
+Get:157 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-jsonschema all 2.6.0-4 [33.5 kB]
+Get:158 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-nbformat all 4.4.0-1 [30.1 kB]
+Get:159 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-pandocfilters all 1.4.2-1 [18.7 kB]
+Get:160 http://cdn-fastly.deb.debian.org/debian stable/main amd64 python3-nbconvert all 5.4-2 [103 kB]
+Get:161 http://cdn-fastly.deb.debian.org/debian stable/main amd64 jupyter-nbconvert all 5.4-2 [12.6 kB]
+Get:162 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libaec0 amd64 1.0.2-1 [20.1 kB]
+Get:163 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libalgorithm-diff-perl all 1.19.03-2 [47.9 kB]
+Get:164 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libalgorithm-diff-xs-perl amd64 0.04-5+b1 [11.8 kB]
+Get:165 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libalgorithm-merge-perl all 0.08-3 [12.7 kB]
+Get:166 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsuitesparseconfig5 amd64 1:5.4.0+dfsg-1 [20.9 kB]
+Get:167 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libamd2 amd64 1:5.4.0+dfsg-1 [33.4 kB]
+Get:168 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgfortran5 amd64 8.3.0-6 [581 kB]
+Get:169 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libblas3 amd64 3.8.0-2 [148 kB]
+Get:170 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsnappy1v5 amd64 1.1.7-1 [17.0 kB]
+Get:171 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libblosc1 amd64 1.15.1+ds1-1 [44.9 kB]
+Get:172 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libcamd2 amd64 1:5.4.0+dfsg-1 [35.0 kB]
+Get:173 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libccolamd2 amd64 1:5.4.0+dfsg-1 [36.4 kB]
+Get:174 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libcolamd2 amd64 1:5.4.0+dfsg-1 [30.3 kB]
+Get:175 http://cdn-fastly.deb.debian.org/debian stable/main amd64 liblapack3 amd64 3.8.0-2 [2110 kB]
+Get:176 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libmetis5 amd64 5.1.0.dfsg-5+b2 [175 kB]
+Get:177 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libcholmod3 amd64 1:5.4.0+dfsg-1 [324 kB]
+Get:178 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libdsdp-5.8gf amd64 5.8-9.4 [189 kB]
+Get:179 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libexpat1-dev amd64 2.2.6-2 [152 kB]
+Get:180 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libfftw3-double3 amd64 3.3.8-2 [733 kB]
+Get:181 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libfile-fcntllock-perl amd64 0.22-3+b5 [35.4 kB]
+Get:182 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libglib2.0-data all 2.58.3-2 [1109 kB]
+Get:183 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libltdl7 amd64 2.4.6-9 [390 kB]
+Get:184 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libglpk40 amd64 4.65-2 [418 kB]
+Get:185 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgpm2 amd64 1.20.7-5 [35.1 kB]
+Get:186 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgslcblas0 amd64 2.5+dfsg-6 [101 kB]
+Get:187 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libgsl23 amd64 2.5+dfsg-6 [880 kB]
+Get:188 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsz2 amd64 1.0.2-1 [6676 B]
+Get:189 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libhdf5-103 amd64 1.10.4+repack-10 [1325 kB]
+Get:190 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libicu63 amd64 63.1-6 [8292 kB]
+Get:191 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libimagequant0 amd64 2.12.2-1.1 [32.5 kB]
+Get:192 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libjbig0 amd64 2.1-3.1+b2 [31.0 kB]
+Get:193 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libjpeg62-turbo amd64 1:1.5.2-2+b1 [134 kB]
+Get:194 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libjs-jquery all 3.3.1~dfsg-3 [332 kB]
+Get:195 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libjs-jquery-ui all 1.12.1+dfsg-5 [232 kB]
+Get:196 http://cdn-fastly.deb.debian.org/debian stable/main amd64 liblcms2-2 amd64 2.9-3 [145 kB]
+Get:197 http://cdn-fastly.deb.debian.org/debian stable/main amd64 liblua5.1-0 amd64 5.1.5-8.1+b2 [111 kB]
+Get:198 http://cdn-fastly.deb.debian.org/debian stable/main amd64 liblzo2-2 amd64 2.10-0.1 [56.1 kB]
+Get:199 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3.7 amd64 3.7.3-2 [1498 kB]
+Get:200 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3.7-dev amd64 3.7.3-2 [48.4 MB]
+Get:201 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libpython3-dev amd64 3.7.3-1 [20.1 kB]
+Get:202 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libsasl2-modules amd64 2.1.27+dfsg-1 [104 kB]
+Get:203 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libwebp6 amd64 0.6.1-2 [263 kB]
+Get:204 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libtiff5 amd64 4.0.10-4 [257 kB]
+Get:205 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libumfpack5 amd64 1:5.4.0+dfsg-1 [243 kB]
+Get:206 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libwebpdemux2 amd64 0.6.1-2 [87.5 kB]
+Get:207 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libwebpmux3 amd64 0.6.1-2 [97.7 kB]
+Get:208 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxml2 amd64 2.9.4+dfsg1-7+b3 [687 kB]
+Get:209 http://cdn-fastly.deb.debian.org/debian stable/main amd64 libxslt1.1 amd64 1.1.32-2 [236 kB]
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+Get:267 http://cdn-fastly.deb.debian.org/debian stable/main amd64 xdg-user-dirs amd64 0.17-2 [53.8 kB]
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+Setting up libksba8:amd64 (1.3.5-2) ...
+Setting up javascript-common (11) ...
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+Setting up lsb-base (10.2019051400) ...
+Setting up libxau6:amd64 (1:1.0.8-1+b2) ...
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+Setting up libapparmor1:amd64 (2.13.2-10) ...
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+Setting up libsodium23:amd64 (1.0.17-1) ...
+Setting up libgpm2:amd64 (1.20.7-5) ...
+Setting up mime-support (3.62) ...
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+Setting up xdg-user-dirs (0.17-2) ...
+Setting up libmagic-mgc (1:5.35-4) ...
+Setting up psmisc (23.2-1) ...
+Setting up libyaml-0-2:amd64 (0.2.1-1) ...
+Setting up libglib2.0-0:amd64 (2.58.3-2) ...
+No schema files found: doing nothing.
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+Setting up libprocps7:amd64 (2:3.3.15-2) ...
+Setting up libsqlite3-0:amd64 (3.27.2-3) ...
+Setting up libsasl2-modules:amd64 (2.1.27+dfsg-1) ...
+Setting up libnorm1:amd64 (1.5.8+dfsg2-1) ...
+Setting up binutils-common:amd64 (2.31.1-16) ...
+Setting up x11-common (1:7.7+19) ...
+debconf: unable to initialize frontend: Dialog
+debconf: (TERM is not set, so the dialog frontend is not usable.)
+debconf: falling back to frontend: Readline
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+invoke-rc.d: policy-rc.d denied execution of start.
+Setting up libmagic1:amd64 (1:5.35-4) ...
+Setting up linux-libc-dev:amd64 (4.19.37-5+deb10u1) ...
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+Setting up libnpth0:amd64 (1.6-1) ...
+Setting up krb5-locales (1.17-3) ...
+Setting up libmetis5:amd64 (5.1.0.dfsg-5+b2) ...
+Setting up file (1:5.35-4) ...
+Setting up libassuan0:amd64 (2.5.2-1) ...
+Setting up libgomp1:amd64 (8.3.0-6) ...
+Setting up bzip2 (1.0.6-9.1) ...
+Setting up libldap-common (2.4.47+dfsg-3) ...
+Setting up libjbig0:amd64 (2.1-3.1+b2) ...
+Setting up libaec0:amd64 (1.0.2-1) ...
+Setting up libicu63:amd64 (63.1-6) ...
+Setting up libfakeroot:amd64 (1.23-1) ...
+Setting up libsnappy1v5:amd64 (1.1.7-1) ...
+Setting up libkrb5support0:amd64 (1.17-3) ...
+Setting up libsasl2-modules-db:amd64 (2.1.27+dfsg-1) ...
+Setting up fakeroot (1.23-1) ...
+update-alternatives: using /usr/bin/fakeroot-sysv to provide /usr/bin/fakeroot (fakeroot) in auto mode
+Setting up libasan5:amd64 (8.3.0-6) ...
+Setting up libglib2.0-data (2.58.3-2) ...
+Setting up libjpeg62-turbo:amd64 (1:1.5.2-2+b1) ...
+Setting up libx11-data (2:1.6.7-1) ...
+Setting up make (4.2.1-1.2) ...
+Setting up libmpfr6:amd64 (4.0.2-1) ...
+Setting up gnupg-l10n (2.2.12-1) ...
+Setting up libgsl23:amd64 (2.5+dfsg-6) ...
+Setting up libncurses6:amd64 (6.1+20181013-2) ...
+Setting up libdbus-1-3:amd64 (1.12.16-1) ...
+Setting up dbus (1.12.16-1) ...
+invoke-rc.d: could not determine current runlevel
+invoke-rc.d: policy-rc.d denied execution of start.
+Setting up xz-utils (5.2.4-1) ...
+update-alternatives: using /usr/bin/xz to provide /usr/bin/lzma (lzma) in auto mode
+Setting up libquadmath0:amd64 (8.3.0-6) ...
+Setting up libimagequant0:amd64 (2.12.2-1.1) ...
+Setting up libpng16-16:amd64 (1.6.36-6) ...
+Setting up libmpc3:amd64 (1.1.0-1) ...
+Setting up libatomic1:amd64 (8.3.0-6) ...
+Setting up patch (2.7.6-3) ...
+Setting up libtcl8.6:amd64 (8.6.9+dfsg-2) ...
+Setting up libwebp6:amd64 (0.6.1-2) ...
+Setting up libk5crypto3:amd64 (1.17-3) ...
+Setting up libltdl7:amd64 (2.4.6-9) ...
+Setting up libfftw3-double3:amd64 (3.3.8-2) ...
+Setting up libsasl2-2:amd64 (2.1.27+dfsg-1) ...
+Setting up libgfortran5:amd64 (8.3.0-6) ...
+Setting up libmpx2:amd64 (8.3.0-6) ...
+Setting up libubsan1:amd64 (8.3.0-6) ...
+Setting up libisl19:amd64 (0.20-2) ...
+Setting up sensible-utils (0.0.12) ...
+Setting up procps (2:3.3.15-2) ...
+update-alternatives: using /usr/bin/w.procps to provide /usr/bin/w (w) in auto mode
+Setting up liblua5.1-0:amd64 (5.1.5-8.1+b2) ...
+Setting up libblosc1 (1.15.1+ds1-1) ...
+Setting up libgirepository-1.0-1:amd64 (1.58.3-2) ...
+Setting up netbase (5.6) ...
+Setting up libkrb5-3:amd64 (1.17-3) ...
+Setting up libtiff5:amd64 (4.0.10-4) ...
+Setting up libmpdec2:amd64 (2.4.2-2) ...
+Setting up pandoc-data (2.2.1-3) ...
+Setting up libjs-jquery (3.3.1~dfsg-3) ...
+Setting up libbinutils:amd64 (2.31.1-16) ...
+Setting up cpp-8 (8.3.0-6) ...
+Setting up libc-dev-bin (2.28-10) ...
+Setting up python-matplotlib-data (3.0.2-2) ...
+Setting up openssl (1.1.1c-1) ...
+Setting up libwebpmux3:amd64 (0.6.1-2) ...
+Setting up libbsd0:amd64 (0.9.1-2) ...
+Setting up readline-common (7.0-5) ...
+Setting up libxml2:amd64 (2.9.4+dfsg1-7+b3) ...
+Setting up python-tables-data (3.4.4-2) ...
+Setting up libsuitesparseconfig5:amd64 (1:5.4.0+dfsg-1) ...
+Setting up libcc1-0:amd64 (8.3.0-6) ...
+Setting up liblocale-gettext-perl (1.07-3+b4) ...
+Setting up liblsan0:amd64 (8.3.0-6) ...
+Setting up libsz2:amd64 (1.0.2-1) ...
+Setting up libitm1:amd64 (8.3.0-6) ...
+Setting up libreadline7:amd64 (7.0-5) ...
+Setting up libpgm-5.2-0:amd64 (5.2.122~dfsg-3) ...
+Setting up libgdbm6:amd64 (1.18.1-4) ...
+Setting up gnupg-utils (2.2.12-1) ...
+Setting up binutils-x86-64-linux-gnu (2.31.1-16) ...
+Setting up libtsan0:amd64 (8.3.0-6) ...
+Setting up pinentry-curses (1.1.0-2) ...
+Setting up libamd2:amd64 (1:5.4.0+dfsg-1) ...
+Setting up manpages-dev (4.16-2) ...
+Setting up libxdmcp6:amd64 (1:1.1.2-3) ...
+Setting up libpython3.7-stdlib:amd64 (3.7.3-2) ...
+Setting up libxcb1:amd64 (1.13.1-2) ...
+Setting up libcolamd2:amd64 (1:5.4.0+dfsg-1) ...
+Setting up libpython3.7:amd64 (3.7.3-2) ...
+Setting up libwebpdemux2:amd64 (0.6.1-2) ...
+Setting up libldap-2.4-2:amd64 (2.4.47+dfsg-3) ...
+Setting up binutils (2.31.1-16) ...
+Setting up ca-certificates (20190110) ...
+debconf: unable to initialize frontend: Dialog
+debconf: (TERM is not set, so the dialog frontend is not usable.)
+debconf: falling back to frontend: Readline
+Updating certificates in /etc/ssl/certs...
+128 added, 0 removed; done.
+Setting up libcamd2:amd64 (1:5.4.0+dfsg-1) ...
+Setting up libblas3:amd64 (3.8.0-2) ...
+update-alternatives: using /usr/lib/x86_64-linux-gnu/blas/libblas.so.3 to provide /usr/lib/x86_64-linux-gnu/libblas.so.3 (libblas.so.3-x86_64-linux-gnu) in auto mode
+Setting up libjs-jquery-ui (1.12.1+dfsg-5) ...
+Setting up pandoc (2.2.1-3+b2) ...
+Setting up libfreetype6:amd64 (2.9.1-3) ...
+Setting up libglpk40:amd64 (4.65-2) ...
+Setting up libhdf5-103:amd64 (1.10.4+repack-10) ...
+Setting up shared-mime-info (1.10-1) ...
+Setting up libgssapi-krb5-2:amd64 (1.17-3) ...
+Setting up libgdbm-compat4:amd64 (1.18.1-4) ...
+Setting up ucf (3.0038+nmu1) ...
+debconf: unable to initialize frontend: Dialog
+debconf: (TERM is not set, so the dialog frontend is not usable.)
+debconf: falling back to frontend: Readline
+Setting up gir1.2-glib-2.0:amd64 (1.58.3-2) ...
+Setting up libgcc-8-dev:amd64 (8.3.0-6) ...
+Setting up libperl5.28:amd64 (5.28.1-6) ...
+Setting up libccolamd2:amd64 (1:5.4.0+dfsg-1) ...
+Setting up cpp (4:8.3.0-1) ...
+Setting up libxslt1.1:amd64 (1.1.32-2) ...
+Setting up gpgconf (2.2.12-1) ...
+Setting up libc6-dev:amd64 (2.28-10) ...
+Setting up libx11-6:amd64 (2:1.6.7-1) ...
+Setting up python-pip-whl (18.1-5) ...
+Setting up gpg (2.2.12-1) ...
+Setting up libpython3-stdlib:amd64 (3.7.3-1) ...
+Setting up libstdc++-8-dev:amd64 (8.3.0-6) ...
+Setting up python3.7 (3.7.3-2) ...
+Setting up liblapack3:amd64 (3.8.0-2) ...
+update-alternatives: using /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3 to provide /usr/lib/x86_64-linux-gnu/liblapack.so.3 (liblapack.so.3-x86_64-linux-gnu) in auto mode
+Setting up gcc-8 (8.3.0-6) ...
+Setting up gpg-agent (2.2.12-1) ...
+Setting up libzmq5:amd64 (4.3.1-4+deb10u1) ...
+Setting up libxrender1:amd64 (1:0.9.10-1) ...
+Setting up fontconfig-config (2.13.1-2) ...
+debconf: unable to initialize frontend: Dialog
+debconf: (TERM is not set, so the dialog frontend is not usable.)
+debconf: falling back to frontend: Readline
+Setting up gpgsm (2.2.12-1) ...
+Setting up libxext6:amd64 (2:1.3.3-1+b2) ...
+Setting up python3 (3.7.3-1) ...
+running python rtupdate hooks for python3.7...
+running python post-rtupdate hooks for python3.7...
+Setting up python3-pandocfilters (1.4.2-1) ...
+Setting up python3-xdg (0.25-5) ...
+Setting up python3-markupsafe (1.1.0-1) ...
+Setting up python3-wheel (0.32.3-2) ...
+Setting up python3-webencodings (0.5.1-1) ...
+Setting up python3-psutil (5.5.1-1) ...
+Setting up python3-tz (2019.1-1) ...
+Setting up gcc (4:8.3.0-1) ...
+Setting up python3-atomicwrites (1.1.5-2) ...
+Setting up python3-six (1.12.0-1) ...
+Setting up python3-simplejson (3.16.0-1) ...
+Setting up dirmngr (2.2.12-1) ...
+Setting up python3-pil:amd64 (5.4.1-2) ...
+Setting up python3-decorator (4.3.0-1.1) ...
+Setting up perl (5.28.1-6) ...
+Setting up python3-jinja2 (2.10-2) ...
+Setting up python3-pygments (2.3.1+dfsg-1) ...
+Setting up libexpat1-dev:amd64 (2.2.6-2) ...
+Setting up python3-wcwidth (0.1.7+dfsg1-3) ...
+Setting up python3-pyparsing (2.2.0+dfsg1-2) ...
+Setting up libdsdp-5.8gf (5.8-9.4) ...
+Setting up python3-testpath (0.4.2+dfsg-1) ...
+Setting up python3-zmq (17.1.2-2) ...
+Setting up python3-gi (3.30.4-1) ...
+Setting up python3-cycler (0.10.0-1) ...
+Setting up python3-html5lib (1.0.1-1) ...
+Setting up python3-pickleshare (0.7.5-1) ...
+Setting up libdpkg-perl (1.19.7) ...
+Setting up python3-pluggy (0.8.0-1) ...
+Setting up gpg-wks-server (2.2.12-1) ...
+Setting up g++-8 (8.3.0-6) ...
+Setting up python3-lxml:amd64 (4.3.2-1) ...
+Setting up python3-crypto (2.6.1-9+b1) ...
+Setting up python3-dateutil (2.7.3-3) ...
+Setting up libxss1:amd64 (1:1.2.3-1) ...
+Setting up libfontconfig1:amd64 (2.13.1-2) ...
+Setting up python3-simplegeneric (0.8.1-2) ...
+Setting up python3-lib2to3 (3.7.3-1) ...
+Setting up python3-mistune (0.8.4-1) ...
+Setting up python3-asn1crypto (0.24.0-1) ...
+Setting up python3-soupsieve (1.8+dfsg-1) ...
+Setting up libcholmod3:amd64 (1:5.4.0+dfsg-1) ...
+Setting up python3-cffi-backend (1.12.2-1) ...
+Setting up python3-ptyprocess (0.6.0-1) ...
+Setting up python3-pkg-resources (40.8.0-1) ...
+Setting up python3-entrypoints (0.3-1) ...
+Setting up python3-prompt-toolkit (1.0.15-1) ...
+Setting up python3-distutils (3.7.3-1) ...
+Setting up dh-python (3.20190308) ...
+Setting up python3-more-itertools (4.2.0-1) ...
+Setting up python3-attr (18.2.0-1) ...
+Setting up python3-tornado (5.1.1-4) ...
+Setting up python3-dbus (1.2.8-3) ...
+Setting up libxft2:amd64 (2.3.2-2) ...
+Setting up python3-setuptools (40.8.0-1) ...
+Setting up gpg-wks-client (2.2.12-1) ...
+Setting up python3-py (1.7.0-2) ...
+Setting up python3-joblib (0.13.0-2) ...
+Setting up libfile-fcntllock-perl (0.22-3+b5) ...
+Setting up python3-defusedxml (0.5.0-2) ...
+Setting up libalgorithm-diff-perl (1.19.03-2) ...
+Setting up python3-ipython-genutils (0.2.0-1) ...
+Setting up python3-pytest (3.10.1-2) ...
+Setting up libpython3.7-dev:amd64 (3.7.3-2) ...
+Setting up python3-olefile (0.46-1) ...
+Setting up libtk8.6:amd64 (8.6.9-2) ...
+Setting up python3.7-dev (3.7.3-2) ...
+Setting up python3-bs4 (4.7.1-1) ...
+Setting up dpkg-dev (1.19.7) ...
+Setting up python3-bleach (3.1.0-1) ...
+Setting up python3-chardet (3.0.4-3) ...
+Setting up libumfpack5:amd64 (1:5.4.0+dfsg-1) ...
+Setting up python3-jsonschema (2.6.0-4) ...
+update-alternatives: using /usr/bin/python3-jsonschema to provide /usr/bin/jsonschema (jsonschema) in auto mode
+Setting up python3-pexpect (4.6.0-1) ...
+Setting up python3-cryptography (2.6.1-3) ...
+Setting up python3-kiwisolver (1.0.1-2+b1) ...
+Setting up python3-pip (18.1-5) ...
+Setting up python3-numpy (1:1.16.2-1) ...
+Setting up g++ (4:8.3.0-1) ...
+update-alternatives: using /usr/bin/g++ to provide /usr/bin/c++ (c++) in auto mode
+Setting up python3-traitlets (4.3.2-1) ...
+Setting up python3-keyrings.alt (3.1.1-1) ...
+Setting up gnupg (2.2.12-1) ...
+Setting up build-essential (12.6) ...
+Setting up libalgorithm-diff-xs-perl (0.04-5+b1) ...
+Setting up python3-statsmodels-lib (0.8.0-9) ...
+Setting up python3-jupyter-core (4.4.0-2) ...
+Setting up libalgorithm-merge-perl (0.08-3) ...
+Setting up tk8.6-blt2.5 (2.5.3+dfsg-4) ...
+Setting up python3-matplotlib (3.0.2-2) ...
+Setting up python3-scipy (1.1.0-7) ...
+Setting up libpython3-dev:amd64 (3.7.3-1) ...
+Setting up python3-cvxopt (1.1.9+dfsg-3+b1) ...
+Setting up python3-tables-lib (3.4.4-2) ...
+Setting up blt (2.5.3+dfsg-4) ...
+Setting up python3-pandas-lib (0.23.3+dfsg-3) ...
+Setting up python3-tk:amd64 (3.7.3-1) ...
+Setting up python3-nbformat (4.4.0-1) ...
+Setting up python3-patsy (0.5.0+git13-g54dcf7b-1) ...
+Setting up python3-pandas (0.23.3+dfsg-3) ...
+Setting up python3-secretstorage (2.3.1-2) ...
+Setting up python3-ipython (5.8.0-1) ...
+Setting up python3-dev (3.7.3-1) ...
+Setting up python3-numexpr (2.6.9-1) ...
+Setting up python3-statsmodels (0.8.0-9) ...
+Setting up python3-keyring (17.1.1-1) ...
+Setting up python3-jupyter-client (5.2.3-1) ...
+Setting up python3-tables (3.4.4-2) ...
+Setting up python3-ipykernel (4.9.0-1) ...
+Setting up python3-nbconvert (5.4-2) ...
+Setting up jupyter-nbconvert (5.4-2) ...
+Processing triggers for libc-bin (2.28-10) ...
+Processing triggers for ca-certificates (20190110) ...
+Updating certificates in /etc/ssl/certs...
+0 added, 0 removed; done.
+Running hooks in /etc/ca-certificates/update.d...
+done.
+ ---> 9d49dddc5394
+Removing intermediate container e2a4b2e6b46b
+Successfully built 9d49dddc5394
+#+end_example
+
+Je n'ai pas précisé de nom à mon image. Je le fais maintenant.
+#+begin_src shell :results output :exports both
+docker tag 9d49dddc5394 debian_stable_jupyter_dockerfile:latest
+docker image ls
+#+end_src
+
+#+RESULTS:
+#+begin_example
+REPOSITORY TAG IMAGE ID CREATED SIZE
+debian_stable_jupyter_dockerfile latest 9d49dddc5394 4 minutes ago 960MB
+debian_stable_jupyter latest 2b001b2c02a6 About an hour ago 962MB
+simgrid-website latest 0f3727380ab6 13 days ago 1.19GB
+debian stable 40e13c3c9aab 13 days ago 114MB
+#+end_example
+
+Bon, l'environnement ainsi construit n'est pas rigoureusement
+identique à celui que j'ai construit manuellement. Je vais vérifier
+s'il me permet d'obtenir les mêmes résultats:
+
+#+begin_src shell :session *shell* :results output :exports both
+cp notebook.ipynb notebook_docker_dockerfile.ipynb
+docker run --volume=`pwd`:/tmp debian_stable_jupyter jupyter-nbconvert --to notebook --execute /tmp/notebook_docker_dockerfile.ipynb --output /tmp/notebook_docker_dockerfile.ipynb
+docker run --volume=`pwd`:/tmp debian_stable_jupyter jupyter-nbconvert --to html /tmp/notebook_docker_dockerfile.ipynb
+#+end_src
+
+#+RESULTS:
+:
+: [NbConvertApp] Converting notebook /tmp/notebook_docker_dockerfile.ipynb to notebook
+: [NbConvertApp] Executing notebook with kernel: python3
+: [NbConvertApp] Writing 41346 bytes to /tmp/notebook_docker_dockerfile.ipynb
+: [NbConvertApp] Converting notebook /tmp/notebook_docker_dockerfile.ipynb to html
+: [NbConvertApp] Writing 317721 bytes to /tmp/notebook_docker_dockerfile.html
+
+#+begin_src shell :session *shell* :results output :exports both
+ls -l
+#+end_src
+
+#+RESULTS:
+#+begin_example
+total 1412
+-rw-r--r-- 1 alegrand alegrand 305302 Jul 23 09:20 notebook.html
+-rw-r--r-- 1 alegrand alegrand 41019 Jul 23 09:19 notebook.ipynb
+-rw-r--r-- 1 root root 317832 Jul 23 10:10 notebook_docker.html
+-rw-r--r-- 1 alegrand alegrand 41473 Jul 23 10:10 notebook_docker.ipynb
+-rw-r--r-- 1 root root 317843 Jul 23 11:13 notebook_docker_dockerfile.html
+-rw-r--r-- 1 alegrand alegrand 41473 Jul 23 11:13 notebook_docker_dockerfile.ipynb
+-rw-r--r-- 1 alegrand alegrand 305805 Jul 23 09:21 notebook_rerun.html
+-rw-r--r-- 1 alegrand alegrand 41473 Jul 23 09:21 notebook_rerun.ipynb
+-rw-r--r-- 1 alegrand alegrand 485 Jul 23 09:19 shuttle.csv
+#+end_example
+
+Ah, au moins, cette fois-ci, les deux derniers notebooks
+=notebook_docker_dockerfile.ipynb= et =notebook_docker.ipynb= ont la même
+taille.
+
+#+begin_src shell :session *shell* :results output :exports both
+diff notebook_docker.ipynb notebook_docker_dockerfile.ipynb # | sed 's/^/>/'
+#+end_src
+
+#+RESULTS:
+:
+: 538c538
+: < " Time: | 08:10:00 | Pearson chi2: | 0.236 | \n",
+: ---
+: > " Time: | 09:13:51 | Pearson chi2: | 0.236 | \n",
+: 567c567
+: < "Time: 08:10:00 Pearson chi2: 0.236\n",
+: ---
+: > "Time: 09:13:51 Pearson chi2: 0.236\n",
+
+Ouf, cette fois-ci, il n'y a plus que la date qui ait changé.
+** Mise à disposition de mon image
+Reste à publier mon image. Je me suis créé un compte sur dockerhub
+afin de pouvoir y publier des images (vous pouvez aussi vous
+authentifier via github). Une fois que vous aurez votre login et votre
+mot de passe, il vous faudra les fournir au docker de votre machine
+via cette commande:
+# https://docs.docker.com/engine/reference/commandline/push/
+
+#+begin_src shell :session *shell* :results output :exports both
+docker login # login: alegrand38 passwd: XXXXXXXXXXX
+#+end_src
+
+Il vous faudra ensuite donner à votre image docker le nom qui
+apparaîtra sur dockerhub. Je choisis ici mon login suivi de
+=moocrr_jupyter=:
+#+begin_src shell :session *shell* :results output :exports both
+docker tag debian_stable_jupyter_dockerfile alegrand38/moocrr_jupyter
+#+end_src
+
+#+RESULTS:
+
+Je peux enfin publier mon image (attention, si vous êtes derrière une
+connexion ADSL, c'est long!):
+#+begin_src shell :results output :exports both
+docker push alegrand38/moocrr_jupyter
+#+end_src
+
+#+RESULTS:
+#+begin_example
+The push refers to a repository [docker.io/alegrand38/moocrr_jupyter]
+92d1efe6875b: Pushing [=====================================> ] 638.8MB/846.4MB
+92d1efe6875b: Pushed
+
+latest: digest: sha256:310d1018e5bfb831aa429b58d9b4073e68200c644ae92de1bc5e7f24ac6e6dd3 size: 742
+#+end_example
+
+Vous pouvez remarquer que deux "images" ont été poussées: une petite
+de 200MB et une grosse de 846MB. La première correspond à l'image de
+base que nous avons utilisée et la seconde à ce qui a été
+rajouté/modifié à la suite de notre mise à jour et de l'installation
+de python et de jupyter.
+
+Vos collègues peuvent maintenant récupérer cette image sans problème
+et la réutiliser.
+* Tester que votre code s'exécute correctement ailleurs que sur votre machine.
+Je montrerais ensuite CI (sur la branche master) et comment utiliser
+ces commandes pour que l'image soit capable d'exécuter notre notebook.
+
+https://docs.gitlab.com/ee/ci/quick_start/
+
+** Création d'un projet test et mise en place de l'intégration continue
+Je commence par créer un projet jouet sur gitlab, que je clone ensuite
+sur mon disque.
+#+begin_src shell :results output :exports both
+git clone git@gitlab.inria.fr:learninglab/mooc-rr/test_jupyter.git
+#+end_src
+
+#+RESULTS:
+
+#+begin_src shell :results output :exports both
+ls test_jupyter/
+#+end_src
+
+#+RESULTS:
+: README.md
+
+Parfait, maintenant, nous mettons à la racine de ce dépot une fichier
+=.gitlab-ci.yml= qui va partir d'une image docker et effectuer une série
+de commandes.
+
+#+begin_src shell :results output :exports both :tangle test_jupyter/.gitlab-ci.yml.old
+image: "debian:stable"
+
+before_script:
+ - perl -v
+ - which perl
+
+perl_addition:
+ script:
+ - perl -e "print(3+2);"
+
+perl_multiplication:
+ script:
+ - perl -e "print(3*2);"
+#+end_src
+
+#+begin_src shell :results output :exports both
+cd test_jupyter
+git add .gitlab-ci.yml
+git commit -m "Adding a gitlab-ci file"
+git push
+#+end_src
+
+#+RESULTS:
+: [master b74a444] Adding a gitlab-ci file
+: 1 file changed, 13 insertions(+)
+: create mode 100644 .gitlab-ci.yml
+
+
+On peut ensuite aller sur la page des commits:
+- https://gitlab.inria.fr/learninglab/mooc-rr/test_jupyter/commits/
+- https://gitlab.inria.fr/learninglab/mooc-rr/test_jupyter/commit/b74a444042bf081cf72b12b932494702d11d0299/pipelines?ref=master
+
+
+** Et maintenant, Jupyter avec notre image docker!
+Copions notre notebook et ses données dans notre projet:
+
+#+begin_src shell :results output :exports both
+cd test_jupyter/
+cp ../mooc_docker/notebook.ipynb ../mooc_docker/shuttle.csv ./
+git add notebook.ipynb shuttle.csv
+git commit -m "Adding a jupyter notebook"
+git push
+#+end_src
+
+#+RESULTS:
+: [master cd67d8b] Adding a jupyter notebook
+: 2 files changed, 737 insertions(+)
+: create mode 100644 notebook.ipynb
+: create mode 100644 shuttle.csv
+
+Changeons le docker file.
+
+#+begin_src shell :results output :exports both :tangle test_jupyter/.gitlab-ci.yml.old2
+image: "debian:stable"
+
+before_script:
+ - apt-get update && apt-get install -y python3 jupyter-nbconvert python3-ipykernel python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+ - python3 --version
+ - jupyter-nbconvert --version
+
+jupyter:
+ script:
+ - jupyter-nbconvert --to notebook --execute notebook.ipynb --output notebook.ipynb
+ - jupyter-nbconvert --to html notebook.ipynb
+#+end_src
+
+#+begin_src shell :results output :exports both
+cd test_jupyter
+git add .gitlab-ci.yml
+git commit -m "Updating gitlab-ci file for Jupyter"
+git push
+#+end_src
+
+#+RESULTS:
+: [master 0b796ae] Updating gitlab-ci file for Jupyter
+: 1 file changed, 1 insertion(+), 4 deletions(-)
+
+Problème, en faisant cela à chaque fois, c'est:
+ A. Très lent (au moindre commit de correction orthographique), on
+ fait télécharger des tonnes de paquets.
+ B. Pas stable puisqu'on reconstruit sans rien maîtriser.
+
+Une meilleur solution:
+#+begin_src shell :results output :exports both :tangle test_jupyter/.gitlab-ci.yml
+jupyter_frozen:
+ image: "alegrand38/moocrr_jupyter"
+ before_script:
+ - python3 --version
+ - jupyter-nbconvert --version
+ script:
+ - jupyter-nbconvert --to notebook --execute notebook.ipynb --output notebook.ipynb
+ - jupyter-nbconvert --to html notebook.ipynb
+
+jupyter_uptodate:
+ image: "debian:stable"
+ before_script:
+ - apt-get update && apt-get install -y python3 jupyter-nbconvert python3-ipykernel python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+ - python3 --version
+ - jupyter-nbconvert --version
+ script:
+ - jupyter-nbconvert --to notebook --execute notebook.ipynb --output notebook.ipynb
+ - jupyter-nbconvert --to html notebook.ipynb
+#+end_src
+
+#+begin_src shell :results output :exports both
+cd test_jupyter
+git add .gitlab-ci.yml
+git commit -m "Updating gitlab-ci file for Jupyter"
+git push
+#+end_src
+
+#+RESULTS:
+: [master a84baef] Updating gitlab-ci file for Jupyter
+: 1 file changed, 4 insertions(+), 5 deletions(-)
+
+
+Première chose à faire: activer l'intégration continue:
+- https://gitlab.inria.fr/learninglab/mooc-rr/test_jupyter/edit
+ (Settings/General/Permissions)
+- Passer par le container registry de gitlab ?
+
+Puis: https://gitlab.inria.fr/alegrand/test_jupyter/pipelines
+- Mais https://gitlab.inria.fr/alegrand/test_jupyter/pipelines/88234:
+ stuck car pas de runner configuré.
+- https://gitlab.inria.fr/alegrand/test_jupyter/-/settings/ci_cd
+ (Settings/CI-CD)
+ - Shared runners are disabled for the INRIA Gitlab instance.
+
+* Améliorer le test
+ Je peux alors montrer (a) comment utiliser l'environnement figé pour
+ s'assurer que nos propres modifications du notebook n'ont rien cassé
+ et (b) comment utiliser l'environnement qui se met à jour
+ régulièrement pour s'assurer que l'évolution de l'extérieur ne remet
+ pas en cause nos résultats.
+* Aller plus loin
+7. Enfin, pour s'occuper du point (B) sans passer par un docker
+ build/push manuel, je montrerais comment (sur une debian, par
+ exemple) améliorer le dockerfile afin d'expliciter les numéros de
+ version et de figer les sources des paquets. Tout est alors
+ explicite, figé, et construit sur une autre machine, ce qui ne
+ garantie rien mais renforce les chances que quelqu'un d'autre arrive
+ à reproduire cet environnement. Ça ouvre la voie à nix/guix qui
+ permettent d'expliciter finement tout ça mais dont je maîtrise mal
+ l'interaction avec docker. Mais je demanderai aux Nixiens autour de
+ moi ou à Ludovic Courtes.
+
+Une fois le push effectué, une information bien plus précise que le
+dockerfile:
+
+#+begin_src shell :results output :exports both
+docker run alegrand38/moocrr_jupyter dpkg --list
+#+end_src
+
+#+RESULTS:
+#+begin_example
+Desired=Unknown/Install/Remove/Purge/Hold
+| Status=Not/Inst/Conf-files/Unpacked/halF-conf/Half-inst/trig-aWait/Trig-pend
+|/ Err?=(none)/Reinst-required (Status,Err: uppercase=bad)
+||/ Name Version Architecture Description
++++-===========================-======================-============-===============================================================================
+ii adduser 3.118 all add and remove users and groups
+ii apt 1.8.2 amd64 commandline package manager
+ii base-files 10.3 amd64 Debian base system miscellaneous files
+ii base-passwd 3.5.46 amd64 Debian base system master password and group files
+ii bash 5.0-4 amd64 GNU Bourne Again SHell
+ii binutils 2.31.1-16 amd64 GNU assembler, linker and binary utilities
+ii binutils-common:amd64 2.31.1-16 amd64 Common files for the GNU assembler, linker and binary utilities
+ii binutils-x86-64-linux-gnu 2.31.1-16 amd64 GNU binary utilities, for x86-64-linux-gnu target
+ii blt 2.5.3+dfsg-4 amd64 graphics extension library for Tcl/Tk - run-time
+ii bsdutils 1:2.33.1-0.1 amd64 basic utilities from 4.4BSD-Lite
+ii build-essential 12.6 amd64 Informational list of build-essential packages
+ii bzip2 1.0.6-9.1 amd64 high-quality block-sorting file compressor - utilities
+ii ca-certificates 20190110 all Common CA certificates
+ii coreutils 8.30-3 amd64 GNU core utilities
+ii cpp 4:8.3.0-1 amd64 GNU C preprocessor (cpp)
+ii cpp-8 8.3.0-6 amd64 GNU C preprocessor
+ii dash 0.5.10.2-5 amd64 POSIX-compliant shell
+ii dbus 1.12.16-1 amd64 simple interprocess messaging system (daemon and utilities)
+ii debconf 1.5.71 all Debian configuration management system
+ii debian-archive-keyring 2019.1 all GnuPG archive keys of the Debian archive
+ii debianutils 4.8.6.1 amd64 Miscellaneous utilities specific to Debian
+ii dh-python 3.20190308 all Debian helper tools for packaging Python libraries and applications
+ii diffutils 1:3.7-3 amd64 File comparison utilities
+ii dirmngr 2.2.12-1 amd64 GNU privacy guard - network certificate management service
+ii dpkg 1.19.7 amd64 Debian package management system
+ii dpkg-dev 1.19.7 all Debian package development tools
+ii e2fsprogs 1.44.5-1 amd64 ext2/ext3/ext4 file system utilities
+ii fakeroot 1.23-1 amd64 tool for simulating superuser privileges
+ii fdisk 2.33.1-0.1 amd64 collection of partitioning utilities
+ii file 1:5.35-4 amd64 Recognize the type of data in a file using "magic" numbers
+ii findutils 4.6.0+git+20190209-2 amd64 utilities for finding files--find, xargs
+ii fontconfig-config 2.13.1-2 all generic font configuration library - configuration
+ii fonts-lyx 2.3.2-1 all TrueType versions of some TeX fonts used by LyX
+ii g++ 4:8.3.0-1 amd64 GNU C++ compiler
+ii g++-8 8.3.0-6 amd64 GNU C++ compiler
+ii gcc 4:8.3.0-1 amd64 GNU C compiler
+ii gcc-8 8.3.0-6 amd64 GNU C compiler
+ii gcc-8-base:amd64 8.3.0-6 amd64 GCC, the GNU Compiler Collection (base package)
+ii gir1.2-glib-2.0:amd64 1.58.3-2 amd64 Introspection data for GLib, GObject, Gio and GModule
+ii gnupg 2.2.12-1 all GNU privacy guard - a free PGP replacement
+ii gnupg-l10n 2.2.12-1 all GNU privacy guard - localization files
+ii gnupg-utils 2.2.12-1 amd64 GNU privacy guard - utility programs
+ii gpg 2.2.12-1 amd64 GNU Privacy Guard -- minimalist public key operations
+ii gpg-agent 2.2.12-1 amd64 GNU privacy guard - cryptographic agent
+ii gpg-wks-client 2.2.12-1 amd64 GNU privacy guard - Web Key Service client
+ii gpg-wks-server 2.2.12-1 amd64 GNU privacy guard - Web Key Service server
+ii gpgconf 2.2.12-1 amd64 GNU privacy guard - core configuration utilities
+ii gpgsm 2.2.12-1 amd64 GNU privacy guard - S/MIME version
+ii gpgv 2.2.12-1 amd64 GNU privacy guard - signature verification tool
+ii grep 3.3-1 amd64 GNU grep, egrep and fgrep
+ii gzip 1.9-3 amd64 GNU compression utilities
+ii hostname 3.21 amd64 utility to set/show the host name or domain name
+ii init-system-helpers 1.56+nmu1 all helper tools for all init systems
+ii iproute2 4.20.0-2 amd64 networking and traffic control tools
+ii iputils-ping 3:20180629-2 amd64 Tools to test the reachability of network hosts
+ii javascript-common 11 all Base support for JavaScript library packages
+ii jupyter-nbconvert 5.4-2 all Jupyter notebook conversion (scripts)
+ii krb5-locales 1.17-3 all internationalization support for MIT Kerberos
+ii libacl1:amd64 2.2.53-4 amd64 access control list - shared library
+ii libaec0:amd64 1.0.2-1 amd64 Adaptive Entropy Coding library
+ii libalgorithm-diff-perl 1.19.03-2 all module to find differences between files
+ii libalgorithm-diff-xs-perl 0.04-5+b1 amd64 module to find differences between files (XS accelerated)
+ii libalgorithm-merge-perl 0.08-3 all Perl module for three-way merge of textual data
+ii libamd2:amd64 1:5.4.0+dfsg-1 amd64 approximate minimum degree ordering library for sparse matrices
+ii libapparmor1:amd64 2.13.2-10 amd64 changehat AppArmor library
+ii libapt-pkg5.0:amd64 1.8.2 amd64 package management runtime library
+ii libasan5:amd64 8.3.0-6 amd64 AddressSanitizer -- a fast memory error detector
+ii libassuan0:amd64 2.5.2-1 amd64 IPC library for the GnuPG components
+ii libatomic1:amd64 8.3.0-6 amd64 support library providing __atomic built-in functions
+ii libattr1:amd64 1:2.4.48-4 amd64 extended attribute handling - shared library
+ii libaudit-common 1:2.8.4-3 all Dynamic library for security auditing - common files
+ii libaudit1:amd64 1:2.8.4-3 amd64 Dynamic library for security auditing
+ii libbinutils:amd64 2.31.1-16 amd64 GNU binary utilities (private shared library)
+ii libblas3:amd64 3.8.0-2 amd64 Basic Linear Algebra Reference implementations, shared library
+ii libblkid1:amd64 2.33.1-0.1 amd64 block device ID library
+ii libblosc1 1.15.1+ds1-1 amd64 high performance meta-compressor optimized for binary data
+ii libbsd0:amd64 0.9.1-2 amd64 utility functions from BSD systems - shared library
+ii libbz2-1.0:amd64 1.0.6-9.1 amd64 high-quality block-sorting file compressor library - runtime
+ii libc-bin 2.28-10 amd64 GNU C Library: Binaries
+ii libc-dev-bin 2.28-10 amd64 GNU C Library: Development binaries
+ii libc6:amd64 2.28-10 amd64 GNU C Library: Shared libraries
+ii libc6-dev:amd64 2.28-10 amd64 GNU C Library: Development Libraries and Header Files
+ii libcamd2:amd64 1:5.4.0+dfsg-1 amd64 symmetric approximate minimum degree library for sparse matrices
+ii libcap-ng0:amd64 0.7.9-2 amd64 An alternate POSIX capabilities library
+ii libcap2:amd64 1:2.25-2 amd64 POSIX 1003.1e capabilities (library)
+ii libcap2-bin 1:2.25-2 amd64 POSIX 1003.1e capabilities (utilities)
+ii libcc1-0:amd64 8.3.0-6 amd64 GCC cc1 plugin for GDB
+ii libccolamd2:amd64 1:5.4.0+dfsg-1 amd64 constrained column approximate library for sparse matrices
+ii libcholmod3:amd64 1:5.4.0+dfsg-1 amd64 sparse Cholesky factorization library for sparse matrices
+ii libcolamd2:amd64 1:5.4.0+dfsg-1 amd64 column approximate minimum degree ordering library for sparse matrices
+ii libcom-err2:amd64 1.44.5-1 amd64 common error description library
+ii libdb5.3:amd64 5.3.28+dfsg1-0.5 amd64 Berkeley v5.3 Database Libraries [runtime]
+ii libdbus-1-3:amd64 1.12.16-1 amd64 simple interprocess messaging system (library)
+ii libdebconfclient0:amd64 0.249 amd64 Debian Configuration Management System (C-implementation library)
+ii libdpkg-perl 1.19.7 all Dpkg perl modules
+ii libdsdp-5.8gf 5.8-9.4 amd64 Software for Semidefinite Programming
+ii libelf1:amd64 0.176-1.1 amd64 library to read and write ELF files
+ii libexpat1:amd64 2.2.6-2 amd64 XML parsing C library - runtime library
+ii libexpat1-dev:amd64 2.2.6-2 amd64 XML parsing C library - development kit
+ii libext2fs2:amd64 1.44.5-1 amd64 ext2/ext3/ext4 file system libraries
+ii libfakeroot:amd64 1.23-1 amd64 tool for simulating superuser privileges - shared libraries
+ii libfdisk1:amd64 2.33.1-0.1 amd64 fdisk partitioning library
+ii libffi6:amd64 3.2.1-9 amd64 Foreign Function Interface library runtime
+ii libfftw3-double3:amd64 3.3.8-2 amd64 Library for computing Fast Fourier Transforms - Double precision
+ii libfile-fcntllock-perl 0.22-3+b5 amd64 Perl module for file locking with fcntl(2)
+ii libfontconfig1:amd64 2.13.1-2 amd64 generic font configuration library - runtime
+ii libfreetype6:amd64 2.9.1-3 amd64 FreeType 2 font engine, shared library files
+ii libgcc-8-dev:amd64 8.3.0-6 amd64 GCC support library (development files)
+ii libgcc1:amd64 1:8.3.0-6 amd64 GCC support library
+ii libgcrypt20:amd64 1.8.4-5 amd64 LGPL Crypto library - runtime library
+ii libgdbm-compat4:amd64 1.18.1-4 amd64 GNU dbm database routines (legacy support runtime version)
+ii libgdbm6:amd64 1.18.1-4 amd64 GNU dbm database routines (runtime version)
+ii libgfortran5:amd64 8.3.0-6 amd64 Runtime library for GNU Fortran applications
+ii libgirepository-1.0-1:amd64 1.58.3-2 amd64 Library for handling GObject introspection data (runtime library)
+ii libglib2.0-0:amd64 2.58.3-2 amd64 GLib library of C routines
+ii libglib2.0-data 2.58.3-2 all Common files for GLib library
+ii libglpk40:amd64 4.65-2 amd64 linear programming kit with integer (MIP) support
+ii libgmp10:amd64 2:6.1.2+dfsg-4 amd64 Multiprecision arithmetic library
+ii libgnutls30:amd64 3.6.7-4 amd64 GNU TLS library - main runtime library
+ii libgomp1:amd64 8.3.0-6 amd64 GCC OpenMP (GOMP) support library
+ii libgpg-error0:amd64 1.35-1 amd64 GnuPG development runtime library
+ii libgpm2:amd64 1.20.7-5 amd64 General Purpose Mouse - shared library
+ii libgsl23:amd64 2.5+dfsg-6 amd64 GNU Scientific Library (GSL) -- library package
+ii libgslcblas0:amd64 2.5+dfsg-6 amd64 GNU Scientific Library (GSL) -- blas library package
+ii libgssapi-krb5-2:amd64 1.17-3 amd64 MIT Kerberos runtime libraries - krb5 GSS-API Mechanism
+ii libhdf5-103:amd64 1.10.4+repack-10 amd64 Hierarchical Data Format 5 (HDF5) - runtime files - serial version
+ii libhogweed4:amd64 3.4.1-1 amd64 low level cryptographic library (public-key cryptos)
+ii libicu63:amd64 63.1-6 amd64 International Components for Unicode
+ii libidn2-0:amd64 2.0.5-1 amd64 Internationalized domain names (IDNA2008/TR46) library
+ii libimagequant0:amd64 2.12.2-1.1 amd64 palette quantization library
+ii libisl19:amd64 0.20-2 amd64 manipulating sets and relations of integer points bounded by linear constraints
+ii libitm1:amd64 8.3.0-6 amd64 GNU Transactional Memory Library
+ii libjbig0:amd64 2.1-3.1+b2 amd64 JBIGkit libraries
+ii libjpeg62-turbo:amd64 1:1.5.2-2+b1 amd64 libjpeg-turbo JPEG runtime library
+ii libjs-jquery 3.3.1~dfsg-3 all JavaScript library for dynamic web applications
+ii libjs-jquery-ui 1.12.1+dfsg-5 all JavaScript UI library for dynamic web applications
+ii libk5crypto3:amd64 1.17-3 amd64 MIT Kerberos runtime libraries - Crypto Library
+ii libkeyutils1:amd64 1.6-6 amd64 Linux Key Management Utilities (library)
+ii libkrb5-3:amd64 1.17-3 amd64 MIT Kerberos runtime libraries
+ii libkrb5support0:amd64 1.17-3 amd64 MIT Kerberos runtime libraries - Support library
+ii libksba8:amd64 1.3.5-2 amd64 X.509 and CMS support library
+ii liblapack3:amd64 3.8.0-2 amd64 Library of linear algebra routines 3 - shared version
+ii liblcms2-2:amd64 2.9-3 amd64 Little CMS 2 color management library
+ii libldap-2.4-2:amd64 2.4.47+dfsg-3 amd64 OpenLDAP libraries
+ii libldap-common 2.4.47+dfsg-3 all OpenLDAP common files for libraries
+ii liblocale-gettext-perl 1.07-3+b4 amd64 module using libc functions for internationalization in Perl
+ii liblsan0:amd64 8.3.0-6 amd64 LeakSanitizer -- a memory leak detector (runtime)
+ii libltdl7:amd64 2.4.6-9 amd64 System independent dlopen wrapper for GNU libtool
+ii liblua5.1-0:amd64 5.1.5-8.1+b2 amd64 Shared library for the Lua interpreter version 5.1
+ii liblz4-1:amd64 1.8.3-1 amd64 Fast LZ compression algorithm library - runtime
+ii liblzma5:amd64 5.2.4-1 amd64 XZ-format compression library
+ii liblzo2-2:amd64 2.10-0.1 amd64 data compression library
+ii libmagic-mgc 1:5.35-4 amd64 File type determination library using "magic" numbers (compiled magic file)
+ii libmagic1:amd64 1:5.35-4 amd64 Recognize the type of data in a file using "magic" numbers - library
+ii libmetis5:amd64 5.1.0.dfsg-5+b2 amd64 Serial Graph Partitioning and Fill-reducing Matrix Ordering
+ii libmnl0:amd64 1.0.4-2 amd64 minimalistic Netlink communication library
+ii libmount1:amd64 2.33.1-0.1 amd64 device mounting library
+ii libmpc3:amd64 1.1.0-1 amd64 multiple precision complex floating-point library
+ii libmpdec2:amd64 2.4.2-2 amd64 library for decimal floating point arithmetic (runtime library)
+ii libmpfr6:amd64 4.0.2-1 amd64 multiple precision floating-point computation
+ii libmpx2:amd64 8.3.0-6 amd64 Intel memory protection extensions (runtime)
+ii libncurses6:amd64 6.1+20181013-2 amd64 shared libraries for terminal handling
+ii libncursesw6:amd64 6.1+20181013-2 amd64 shared libraries for terminal handling (wide character support)
+ii libnettle6:amd64 3.4.1-1 amd64 low level cryptographic library (symmetric and one-way cryptos)
+ii libnorm1:amd64 1.5.8+dfsg2-1 amd64 NACK-Oriented Reliable Multicast (NORM) library
+ii libnpth0:amd64 1.6-1 amd64 replacement for GNU Pth using system threads
+ii libp11-kit0:amd64 0.23.15-2 amd64 library for loading and coordinating access to PKCS#11 modules - runtime
+ii libpam-modules:amd64 1.3.1-5 amd64 Pluggable Authentication Modules for PAM
+ii libpam-modules-bin 1.3.1-5 amd64 Pluggable Authentication Modules for PAM - helper binaries
+ii libpam-runtime 1.3.1-5 all Runtime support for the PAM library
+ii libpam0g:amd64 1.3.1-5 amd64 Pluggable Authentication Modules library
+ii libpcre3:amd64 2:8.39-12 amd64 Old Perl 5 Compatible Regular Expression Library - runtime files
+ii libperl5.28:amd64 5.28.1-6 amd64 shared Perl library
+ii libpgm-5.2-0:amd64 5.2.122~dfsg-3 amd64 OpenPGM shared library
+ii libpng16-16:amd64 1.6.36-6 amd64 PNG library - runtime (version 1.6)
+ii libprocps7:amd64 2:3.3.15-2 amd64 library for accessing process information from /proc
+ii libpython3-dev:amd64 3.7.3-1 amd64 header files and a static library for Python (default)
+ii libpython3-stdlib:amd64 3.7.3-1 amd64 interactive high-level object-oriented language (default python3 version)
+ii libpython3.7:amd64 3.7.3-2 amd64 Shared Python runtime library (version 3.7)
+ii libpython3.7-dev:amd64 3.7.3-2 amd64 Header files and a static library for Python (v3.7)
+ii libpython3.7-minimal:amd64 3.7.3-2 amd64 Minimal subset of the Python language (version 3.7)
+ii libpython3.7-stdlib:amd64 3.7.3-2 amd64 Interactive high-level object-oriented language (standard library, version 3.7)
+ii libquadmath0:amd64 8.3.0-6 amd64 GCC Quad-Precision Math Library
+ii libreadline7:amd64 7.0-5 amd64 GNU readline and history libraries, run-time libraries
+ii libsasl2-2:amd64 2.1.27+dfsg-1 amd64 Cyrus SASL - authentication abstraction library
+ii libsasl2-modules:amd64 2.1.27+dfsg-1 amd64 Cyrus SASL - pluggable authentication modules
+ii libsasl2-modules-db:amd64 2.1.27+dfsg-1 amd64 Cyrus SASL - pluggable authentication modules (DB)
+ii libseccomp2:amd64 2.3.3-4 amd64 high level interface to Linux seccomp filter
+ii libselinux1:amd64 2.8-1+b1 amd64 SELinux runtime shared libraries
+ii libsemanage-common 2.8-2 all Common files for SELinux policy management libraries
+ii libsemanage1:amd64 2.8-2 amd64 SELinux policy management library
+ii libsepol1:amd64 2.8-1 amd64 SELinux library for manipulating binary security policies
+ii libsmartcols1:amd64 2.33.1-0.1 amd64 smart column output alignment library
+ii libsnappy1v5:amd64 1.1.7-1 amd64 fast compression/decompression library
+ii libsodium23:amd64 1.0.17-1 amd64 Network communication, cryptography and signaturing library
+ii libsqlite3-0:amd64 3.27.2-3 amd64 SQLite 3 shared library
+ii libss2:amd64 1.44.5-1 amd64 command-line interface parsing library
+ii libssl1.1:amd64 1.1.1c-1 amd64 Secure Sockets Layer toolkit - shared libraries
+ii libstdc++-8-dev:amd64 8.3.0-6 amd64 GNU Standard C++ Library v3 (development files)
+ii libstdc++6:amd64 8.3.0-6 amd64 GNU Standard C++ Library v3
+ii libsuitesparseconfig5:amd64 1:5.4.0+dfsg-1 amd64 configuration routines for all SuiteSparse modules
+ii libsystemd0:amd64 241-5 amd64 systemd utility library
+ii libsz2:amd64 1.0.2-1 amd64 Adaptive Entropy Coding library - SZIP
+ii libtasn1-6:amd64 4.13-3 amd64 Manage ASN.1 structures (runtime)
+ii libtcl8.6:amd64 8.6.9+dfsg-2 amd64 Tcl (the Tool Command Language) v8.6 - run-time library files
+ii libtiff5:amd64 4.0.10-4 amd64 Tag Image File Format (TIFF) library
+ii libtinfo6:amd64 6.1+20181013-2 amd64 shared low-level terminfo library for terminal handling
+ii libtk8.6:amd64 8.6.9-2 amd64 Tk toolkit for Tcl and X11 v8.6 - run-time files
+ii libtsan0:amd64 8.3.0-6 amd64 ThreadSanitizer -- a Valgrind-based detector of data races (runtime)
+ii libubsan1:amd64 8.3.0-6 amd64 UBSan -- undefined behaviour sanitizer (runtime)
+ii libudev1:amd64 241-5 amd64 libudev shared library
+ii libumfpack5:amd64 1:5.4.0+dfsg-1 amd64 sparse LU factorization library
+ii libunistring2:amd64 0.9.10-1 amd64 Unicode string library for C
+ii libuuid1:amd64 2.33.1-0.1 amd64 Universally Unique ID library
+ii libwebp6:amd64 0.6.1-2 amd64 Lossy compression of digital photographic images.
+ii libwebpdemux2:amd64 0.6.1-2 amd64 Lossy compression of digital photographic images.
+ii libwebpmux3:amd64 0.6.1-2 amd64 Lossy compression of digital photographic images.
+ii libx11-6:amd64 2:1.6.7-1 amd64 X11 client-side library
+ii libx11-data 2:1.6.7-1 all X11 client-side library
+ii libxau6:amd64 1:1.0.8-1+b2 amd64 X11 authorisation library
+ii libxcb1:amd64 1.13.1-2 amd64 X C Binding
+ii libxdmcp6:amd64 1:1.1.2-3 amd64 X11 Display Manager Control Protocol library
+ii libxext6:amd64 2:1.3.3-1+b2 amd64 X11 miscellaneous extension library
+ii libxft2:amd64 2.3.2-2 amd64 FreeType-based font drawing library for X
+ii libxml2:amd64 2.9.4+dfsg1-7+b3 amd64 GNOME XML library
+ii libxrender1:amd64 1:0.9.10-1 amd64 X Rendering Extension client library
+ii libxslt1.1:amd64 1.1.32-2 amd64 XSLT 1.0 processing library - runtime library
+ii libxss1:amd64 1:1.2.3-1 amd64 X11 Screen Saver extension library
+ii libxtables12:amd64 1.8.2-4 amd64 netfilter xtables library
+ii libyaml-0-2:amd64 0.2.1-1 amd64 Fast YAML 1.1 parser and emitter library
+ii libzmq5:amd64 4.3.1-4+deb10u1 amd64 lightweight messaging kernel (shared library)
+ii libzstd1:amd64 1.3.8+dfsg-3 amd64 fast lossless compression algorithm
+ii linux-libc-dev:amd64 4.19.37-5+deb10u1 amd64 Linux support headers for userspace development
+ii login 1:4.5-1.1 amd64 system login tools
+ii lsb-base 10.2019051400 all Linux Standard Base init script functionality
+ii make 4.2.1-1.2 amd64 utility for directing compilation
+ii manpages 4.16-2 all Manual pages about using a GNU/Linux system
+ii manpages-dev 4.16-2 all Manual pages about using GNU/Linux for development
+ii mawk 1.3.3-17+b3 amd64 a pattern scanning and text processing language
+ii mime-support 3.62 all MIME files 'mime.types' & 'mailcap', and support programs
+ii mount 2.33.1-0.1 amd64 tools for mounting and manipulating filesystems
+ii ncurses-base 6.1+20181013-2 all basic terminal type definitions
+ii ncurses-bin 6.1+20181013-2 amd64 terminal-related programs and man pages
+ii netbase 5.6 all Basic TCP/IP networking system
+ii openssl 1.1.1c-1 amd64 Secure Sockets Layer toolkit - cryptographic utility
+ii pandoc 2.2.1-3+b2 amd64 general markup converter
+ii pandoc-data 2.2.1-3 all general markup converter - data files
+ii passwd 1:4.5-1.1 amd64 change and administer password and group data
+ii patch 2.7.6-3 amd64 Apply a diff file to an original
+ii perl 5.28.1-6 amd64 Larry Wall's Practical Extraction and Report Language
+ii perl-base 5.28.1-6 amd64 minimal Perl system
+ii perl-modules-5.28 5.28.1-6 all Core Perl modules
+ii pinentry-curses 1.1.0-2 amd64 curses-based PIN or pass-phrase entry dialog for GnuPG
+ii procps 2:3.3.15-2 amd64 /proc file system utilities
+ii psmisc 23.2-1 amd64 utilities that use the proc file system
+ii python-matplotlib-data 3.0.2-2 all Python based plotting system (data package)
+ii python-pip-whl 18.1-5 all Python package installer
+ii python-tables-data 3.4.4-2 all hierarchical database for Python based on HDF5 - test data
+ii python3 3.7.3-1 amd64 interactive high-level object-oriented language (default python3 version)
+ii python3-asn1crypto 0.24.0-1 all Fast ASN.1 parser and serializer (Python 3)
+ii python3-atomicwrites 1.1.5-2 all Atomic file writes - Python 3.x
+ii python3-attr 18.2.0-1 all Attributes without boilerplate (Python 3)
+ii python3-bleach 3.1.0-1 all whitelist-based HTML-sanitizing library (Python 3)
+ii python3-bs4 4.7.1-1 all error-tolerant HTML parser for Python 3
+ii python3-cffi-backend 1.12.2-1 amd64 Foreign Function Interface for Python 3 calling C code - runtime
+ii python3-chardet 3.0.4-3 all universal character encoding detector for Python3
+ii python3-crypto 2.6.1-9+b1 amd64 cryptographic algorithms and protocols for Python 3
+ii python3-cryptography 2.6.1-3 amd64 Python library exposing cryptographic recipes and primitives (Python 3)
+ii python3-cvxopt 1.1.9+dfsg-3+b1 amd64 Python3 package for convex optimization
+ii python3-cycler 0.10.0-1 all composable kwarg iterator (Python 3)
+ii python3-dateutil 2.7.3-3 all powerful extensions to the standard Python 3 datetime module
+ii python3-dbus 1.2.8-3 amd64 simple interprocess messaging system (Python 3 interface)
+ii python3-decorator 4.3.0-1.1 all simplify usage of Python decorators by programmers
+ii python3-defusedxml 0.5.0-2 all XML bomb protection for Python stdlib modules (for Python 3)
+ii python3-dev 3.7.3-1 amd64 header files and a static library for Python (default)
+ii python3-distutils 3.7.3-1 all distutils package for Python 3.x
+ii python3-entrypoints 0.3-1 all Discover and load entry points from installed packages (Python 3)
+ii python3-gi 3.30.4-1 amd64 Python 3 bindings for gobject-introspection libraries
+ii python3-html5lib 1.0.1-1 all HTML parser/tokenizer based on the WHATWG HTML5 specification
+ii python3-ipykernel 4.9.0-1 all IPython kernel for Jupyter (Python 3)
+ii python3-ipython 5.8.0-1 all Enhanced interactive Python shell (Python 3 version)
+ii python3-ipython-genutils 0.2.0-1 all IPython vestigial utilities for Python 3
+ii python3-jinja2 2.10-2 all small but fast and easy to use stand-alone template engine
+ii python3-joblib 0.13.0-2 all tools to provide lightweight pipelining in Python
+ii python3-jsonschema 2.6.0-4 all An(other) implementation of JSON Schema (Draft 3 and 4) - Python 3.x
+ii python3-jupyter-client 5.2.3-1 all Jupyter protocol client APIs (Python 3)
+ii python3-jupyter-core 4.4.0-2 all Core common functionality of Jupyter projects for Python 3
+ii python3-keyring 17.1.1-1 all store and access your passwords safely - Python 3 version of the package
+ii python3-keyrings.alt 3.1.1-1 all alternate backend implementations for python3-keyring
+ii python3-kiwisolver 1.0.1-2+b1 amd64 fast implementation of the Cassowary constraint solver - Python 3.X
+ii python3-lib2to3 3.7.3-1 all Interactive high-level object-oriented language (2to3, version 3.6)
+ii python3-lxml:amd64 4.3.2-1 amd64 pythonic binding for the libxml2 and libxslt libraries
+ii python3-markupsafe 1.1.0-1 amd64 HTML/XHTML/XML string library for Python 3
+ii python3-matplotlib 3.0.2-2 amd64 Python based plotting system in a style similar to Matlab (Python 3)
+ii python3-minimal 3.7.3-1 amd64 minimal subset of the Python language (default python3 version)
+ii python3-mistune 0.8.4-1 all Markdown parser for Python 3
+ii python3-more-itertools 4.2.0-1 all library with routines for operating on iterables, beyond itertools (Python 3)
+ii python3-nbconvert 5.4-2 all Jupyter notebook conversion (Python 3)
+ii python3-nbformat 4.4.0-1 all Jupyter notebook format (Python 3)
+ii python3-numexpr 2.6.9-1 amd64 Fast numerical array expression evaluator for Python 3 and NumPy
+ii python3-numpy 1:1.16.2-1 amd64 Fast array facility to the Python 3 language
+ii python3-olefile 0.46-1 all Python module to read/write MS OLE2 files
+ii python3-pandas 0.23.3+dfsg-3 all data structures for "relational" or "labeled" data - Python 3
+ii python3-pandas-lib 0.23.3+dfsg-3 amd64 low-level implementations and bindings for pandas - Python 3
+ii python3-pandocfilters 1.4.2-1 all python3 bindings for Pandoc's filters
+ii python3-patsy 0.5.0+git13-g54dcf7b-1 all statistical models in Python using symbolic formulas
+ii python3-pexpect 4.6.0-1 all Python 3 module for automating interactive applications
+ii python3-pickleshare 0.7.5-1 all File system based database that uses Python pickles for Python 3
+ii python3-pil:amd64 5.4.1-2 amd64 Python Imaging Library (Python3)
+ii python3-pip 18.1-5 all Python package installer
+ii python3-pkg-resources 40.8.0-1 all Package Discovery and Resource Access using pkg_resources
+ii python3-pluggy 0.8.0-1 all plugin and hook calling mechanisms for Python - 3.x
+ii python3-prompt-toolkit 1.0.15-1 all library for building interactive command lines (Python 3)
+ii python3-psutil 5.5.1-1 amd64 module providing convenience functions for managing processes (Python3)
+ii python3-ptyprocess 0.6.0-1 all Run a subprocess in a pseudo terminal from Python 3
+ii python3-py 1.7.0-2 all Advanced Python development support library (Python 3)
+ii python3-pygments 2.3.1+dfsg-1 all syntax highlighting package written in Python 3
+ii python3-pyparsing 2.2.0+dfsg1-2 all alternative to creating and executing simple grammars - Python 3.x
+ii python3-pytest 3.10.1-2 all Simple, powerful testing in Python3
+ii python3-scipy 1.1.0-7 amd64 scientific tools for Python 3
+ii python3-secretstorage 2.3.1-2 all Python module for storing secrets - Python 3.x version
+ii python3-setuptools 40.8.0-1 all Python3 Distutils Enhancements
+ii python3-simplegeneric 0.8.1-2 all simple generic functions for Python3
+ii python3-simplejson 3.16.0-1 amd64 simple, fast, extensible JSON encoder/decoder for Python 3.x
+ii python3-six 1.12.0-1 all Python 2 and 3 compatibility library (Python 3 interface)
+ii python3-soupsieve 1.8+dfsg-1 all modern CSS selector implementation for BeautifulSoup (Python 3)
+ii python3-statsmodels 0.8.0-9 all Python3 module for the estimation of statistical models
+ii python3-statsmodels-lib 0.8.0-9 amd64 Python3 low-level implementations and bindings for statsmodels
+ii python3-tables 3.4.4-2 all hierarchical database for Python3 based on HDF5
+ii python3-tables-lib 3.4.4-2 amd64 hierarchical database for Python3 based on HDF5 (extension)
+ii python3-testpath 0.4.2+dfsg-1 all Utilities for Python 3 code working with files and commands
+ii python3-tk:amd64 3.7.3-1 amd64 Tkinter - Writing Tk applications with Python 3.x
+ii python3-tornado 5.1.1-4 amd64 scalable, non-blocking web server and tools - Python 3 package
+ii python3-traitlets 4.3.2-1 all Lightweight Traits-like package for Python 3
+ii python3-tz 2019.1-1 all Python3 version of the Olson timezone database
+ii python3-wcwidth 0.1.7+dfsg1-3 all determine printable width of a string on a terminal (Python 3)
+ii python3-webencodings 0.5.1-1 all Python implementation of the WHATWG Encoding standard
+ii python3-wheel 0.32.3-2 all built-package format for Python
+ii python3-xdg 0.25-5 all Python 3 library to access freedesktop.org standards
+ii python3-zmq 17.1.2-2 amd64 Python3 bindings for 0MQ library
+ii python3.7 3.7.3-2 amd64 Interactive high-level object-oriented language (version 3.7)
+ii python3.7-dev 3.7.3-2 amd64 Header files and a static library for Python (v3.7)
+ii python3.7-minimal 3.7.3-2 amd64 Minimal subset of the Python language (version 3.7)
+ii readline-common 7.0-5 all GNU readline and history libraries, common files
+ii sed 4.7-1 amd64 GNU stream editor for filtering/transforming text
+ii sensible-utils 0.0.12 all Utilities for sensible alternative selection
+ii shared-mime-info 1.10-1 amd64 FreeDesktop.org shared MIME database and spec
+ii sysvinit-utils 2.93-8 amd64 System-V-like utilities
+ii tar 1.30+dfsg-6 amd64 GNU version of the tar archiving utility
+ii tk8.6-blt2.5 2.5.3+dfsg-4 amd64 graphics extension library for Tcl/Tk - library
+ii ttf-bitstream-vera 1.10-8 all The Bitstream Vera family of free TrueType fonts
+ii tzdata 2019a-1 all time zone and daylight-saving time data
+ii ucf 3.0038+nmu1 all Update Configuration File(s): preserve user changes to config files
+ii util-linux 2.33.1-0.1 amd64 miscellaneous system utilities
+ii x11-common 1:7.7+19 all X Window System (X.Org) infrastructure
+ii xdg-user-dirs 0.17-2 amd64 tool to manage well known user directories
+ii xz-utils 5.2.4-1 amd64 XZ-format compression utilities
+ii zlib1g:amd64 1:1.2.11.dfsg-1 amd64 compression library - runtime
+#+end_example
+
+#+begin_src shell :results output :exports both
+dpkg --get-selections # dpkg --set-selections
+#+end_src
+* Time machine
+
+From https://www.debian.org/releases/:
+
+- oldoldstable: jessie (juin 2018)
+- oldstable: stretch (avril 2019)
+- stable: buster (juillet 2019)
+- testing: bullseye
+- unstable: sid
+** oldoldstable (jessie) :noexport:
+
+#+begin_src shell :session *docker* :results output :exports both
+docker run -t -i debian:oldoldstable-slim
+#+end_src
+
+#+RESULTS:
+:
+: echo 'org_babel_sh_eoe'
+
+#+begin_src shell :session *docker* :results output :exports both
+cat /etc/apt/sources.list
+#+end_src
+
+#+RESULTS:
+:
+: deb http://snapshot.debian.org/archive/debian/20190708T033000Z oldoldstable main
+: deb http://deb.debian.org/debian oldoldstable main
+: deb http://snapshot.debian.org/archive/debian-security/20190708T033000Z oldoldstable/updates main
+: deb http://security.debian.org/debian-security oldoldstable/updates main
+
+
+#+begin_src shell :results output :exports both
+mkdir -p mooc_docker_image_oldoldstable
+#+end_src
+
+#+RESULTS:
+
+#+begin_src shell :results output :exports both :tangle mooc_docker_image_oldoldstable/Dockerfile
+FROM debian:oldoldstable
+
+LABEL maintainer="Arnaud Legrand "
+
+RUN apt-get update \
+ && apt-get install -y python3 \
+ jupyter-nbconvert python3-ipykernel \
+ python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+#+end_src
+
+#+begin_src shell :results output :exports both
+docker build -t debian_oldoldstable_jupyter_dockerfile mooc_docker_image_oldoldstable
+#+end_src
+
+#+RESULTS:
+
+#+BEGIN_EXAMPLE
+The command '/bin/sh -c apt-get update && apt-get install -y python3 jupyter-nbconvert python3-ipykernel python3-matplotlib python3-pandas python3-numpy python3-statsmodels' returned a non-zero code: 100
+#+END_EXAMPLE
+
+#+begin_src shell :session *docker* :results output :exports both
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3-pandas python3-numpy python3-statsmodels ; do
+ echo $i;
+ apt-cache show $i | grep Version ;
+done
+#+end_src
+
+#+RESULTS:
+#+begin_example
+python3-ipykernel
+E: No packages found
+jupyter-nbconvert
+E: No packages found
+python3-matplotlib
+Version: 1.4.2-3.1
+python3-pandas
+Version: 0.14.1-2
+python3-numpy
+Version: 1:1.8.2-2
+python3-statsmodels
+E: No packages found
+#+end_example
+
+https://snapshot.debian.org/binary/python3-statsmodels/
+
+#+begin_src shell :session *docker* :results output :exports both
+apt-get install wget
+wget https://snapshot.debian.org/archive/debian/20170929T215212Z/pool/main/s/statsmodels/python3-statsmodels_0.8.0-4_all.deb
+wget https://snapshot.debian.org/archive/debian-ports/20171026T191424Z/pool/main/n/nbconvert/jupyter-nbconvert_5.3.1-1_all.deb
+wget https://snapshot.debian.org/archive/debian-ports/20171026T191424Z/pool/main/n/nbconvert/python3-nbconvert_5.3.1-1_all.deb
+dpkg -i python3-statsmodels_0.8.0-4_all.deb jupyter-nbconvert_5.3.1-1_all.deb python3-nbconvert_5.3.1-1_all.deb
+apt-get -f install
+#+end_src
+
+#+begin_src shell :session *docker* :results output :exports both
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3-pandas python3-numpy python3-statsmodels ; do
+ echo "===== $i =====";
+ dpkg -s $i
+done
+#+end_src
+
+#+RESULTS:
+#+begin_example
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3-
pandas python3-numpy python3-statsmodels ; do
+echo "===== $i =====";
+dpkg -s $i
+done
+===== python3-ipykernel =====
+dpkg-query: package 'python3-ipykernel' is not installed and no information is available
+Use dpkg --info (= dpkg-deb --info) to examine archive files,
+and dpkg --contents (= dpkg-deb --contents) to list their contents.
+===== jupyter-nbconvert =====
+dpkg-query: package 'jupyter-nbconvert' is not installed and no information is available
+Use dpkg --info (= dpkg-deb --info) to examine archive files,
+and dpkg --contents (= dpkg-deb --contents) to list their contents.
+===== python3-matplotlib =====
+Package: python3-matplotlib
+Status: install ok installed
+Priority: optional
+Section: python
+Installed-Size: 12987
+Architecture: amd64
+Source: matplotlib
+Version: 1.4.2-3.1
+= 1.4.2-3.1), python3-pyparsing (>= 1.5.6), python3-six (>= 1.4), python3-tz, libjs-jquery, libjs-jquery-ui, python3-numpy (>= 1:1.8.0), python3-numpy-abi9, python3 (<< 3.5), python3 (>= 3.4~), python3-nose, libc6 (>= 2.14), libfreetype6 (>= 2.2.1), libgcc1 (>= 1:4.1.1), libpng12-0 (>= 1.2.13-4), libstdc++6 (>= 4.6), libtcl8.6 (>= 8.6.0), libtk8.6 (>= 8.6.0)
+Recommends: python3-pil, python3-tk
+Suggests: dvipng, gir1.2-gtk-3.0, ghostscript, inkscape, ipython3, librsvg2-common, python-matplotlib-doc, python3-cairocffi, python3-gi, python3-gi-cairo, python3-gobject, python3-pyqt4, python3-scipy, python3-sip, python3-tornado, texlive-extra-utils, texlive-latex-extra, ttf-staypuft
+Enhances: ipython3
+Description: Python based plotting system in a style similar to Matlab (Python 3)
+ Matplotlib is a pure Python plotting library designed to bring
+ publication quality plotting to Python with a syntax familiar to
+ Matlab users. All of the plotting commands in the pylab interface can
+ be accessed either via a functional interface familiar to Matlab
+ users or an object oriented interface familiar to Python users.
+ .
+ This package contains the Python 3 version of matplotlib.
+Homepage: http://matplotlib.org/
+===== python3-pandas =====
+echo 'org_babel_sh_eoe'
+Package: python3-pandas
+Status: install ok installed
+Priority: optional
+Section: python
+Installed-Size: 8903
+#+end_example
+
+#+begin_src shell :session *docker* :results output :exports both
+apt-get install python3-numpy
+#+end_src
+
+#+RESULTS:
+#+begin_example
+Reading package lists... Done
+Building dependency tree
+Reading state information... Done
+You might want to run 'apt-get -f install' to correct these:
+The following packages have unmet dependencies:
+ jupyter-nbconvert : Depends: python3:any (>= 3.3~)
+ python3-nbconvert : Depends: python3-entrypoints but it is not installable
+ Depends: python3-ipython (>= 5.0.0) but it is not installable
+ Depends: python3-jupyter-client but it is not installable
+ Depends: python3-testpath but it is not installable
+ Depends: python3-bleach but it is not going to be installed
+ Depends: python3-jinja2 but it is not going to be installed
+ Depends: python3-jupyter-core but it is not installable
+ Depends: python3-mistune but it is not installable
+ Depends: python3-nbformat but it is not installable
+ Depends: python3-pandocfilters (>= 1.4) but it is not going to be installed
+ Depends: python3-pygments but it is not going to be installed
+ Depends: python3-traitlets but it is not installable
+ Depends: python3:any (>= 3.3.2-2~)
+ Recommends: pandoc but it is not going to be installed
+ python3-numpy : Depends: python3 (>= 3.4~) but it is not going to be installed
+ Depends: python3 (< 3.5) but it is not going to be installed
+ Depends: python3.4 but it is not going to be installed
+ Depends: libblas3 but it is not going to be installed or
+ libblas.so.3
+ Depends: libgfortran3 (>= 4.3) but it is not going to be installed
+ Depends: liblapack3 but it is not going to be installed or
+ liblapack.so.3
+ Depends: libquadmath0 (>= 4.6) but it is not going to be installed
+ python3-statsmodels : Depends: python3:any (>= 3.3.2-2~)
+ Depends: python3-scipy but it is not going to be installed
+ Depends: python3-statsmodels-lib (>= 0.8.0-4) but it is not installable
+ Depends: python3-patsy but it is not going to be installed
+ Depends: python3-pandas but it is not going to be installed
+ Recommends: python3-matplotlib but it is not going to be installed
+ Recommends: python3-joblib but it is not going to be installed
+ Recommends: python3-cvxopt but it is not installable
+E: Unmet dependencies. Try 'apt-get -f install' with no packages (or
+specify a solution).
+#+end_example
+
+Moralité: c'est l'horreur, vaut mieux oublier de partir d'une distrib
+où les paquets n'étaient pas encore rentrés. Il faudrait itérativement
+repérer chacun des paquets, un numéro de version qui va bien et les
+récuperer sur snapshot...
+** oldstable (stretch, V2 more controled) :noexport:
+
+#+begin_src shell :session *docker* :results output :exports both
+docker run -t -i debian:stretch-20190708-slim
+#+end_src
+
+#+RESULTS:
+: Unable to find image 'debian:stretch-20190708-slim' locally
+: stretch-20190708-slim: Pulling from library/debian
+:
+: [1A[2K
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[1BDigest: sha256:0c04edb9ae10feb7ac03a659dd41e16c79e04fdb2b10cf93c3cbcef1fd6cc1d5
+: Status: Downloaded newer image for debian:stretch-20190708-slim
+
+#+begin_src shell :session *docker* :results output :exports both
+cat /etc/apt/sources.list
+#+end_src
+
+#+RESULTS:
+:
+: deb http://snapshot.debian.org/archive/debian/20190708T033000Z stretch main
+: deb http://deb.debian.org/debian stretch main
+: deb http://snapshot.debian.org/archive/debian-security/20190708T033000Z stretch/updates main
+: deb http://security.debian.org/debian-security stretch/updates main
+: deb http://snapshot.debian.org/archive/debian/20190708T033000Z stretch-updates main
+: deb http://deb.debian.org/debian stretch-updates main
+
+#+begin_src shell :session *docker* :results output :exports both
+cp /etc/apt/sources.list /etc/apt/sources.list.bak
+cat /etc/apt/sources.list.bak | grep snapsho > /etc/apt/sources.list
+cat /etc/apt/sources.list
+#+end_src
+
+#+RESULTS:
+: cp /etc/apt/sources.list /etc/apt/sources.list.bak
+: cat /etc/apt/sources.list.bak | grep snapsho > /etc/apt/sources.list
+: cat /etc/apt/sources.list
+: deb http://snapshot.debian.org/archive/debian/20190708T033000Z stretch main
+: deb http://snapshot.debian.org/archive/debian-security/20190708T033000Z stretch/updates main
+: deb http://snapshot.debian.org/archive/debian/20190708T033000Z stretch-updates main
+
+
+# #+begin_src shell :results output :exports both
+# mkdir -p mooc_docker_image_oldoldstable
+# #+end_src
+
+# #+RESULTS:
+
+# #+begin_src shell :results output :exports both :tangle mooc_docker_image_oldoldstable/Dockerfile
+# FROM debian:oldoldstable
+
+# LABEL maintainer="Arnaud Legrand "
+
+# RUN apt-get update \
+# && apt-get install -y python3 \
+# jupyter-nbconvert python3-ipykernel \
+# python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+# #+end_src
+
+# #+begin_src shell :results output :exports both
+# docker build -t debian_oldoldstable_jupyter_dockerfile mooc_docker_image_oldoldstable
+# #+end_src
+
+# #+RESULTS:
+
+# #+BEGIN_EXAMPLE
+# The command '/bin/sh -c apt-get update && apt-get install -y python3 jupyter-nbconvert python3-ipykernel python3-matplotlib python3-pandas python3-numpy python3-statsmodels' returned a non-zero code: 100
+# #+END_EXAMPLE
+
+#+begin_src shell :session *docker* :results output :exports both
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3-pandas python3-numpy python3-statsmodels ; do
+ echo $i;
+ apt-cache show $i | grep Version ;
+done
+#+end_src
+
+#+RESULTS:
+#+begin_example
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3
3-pandas python3-numpy python3-statsmodels ; do
+echo $i;
+apt-cache show $i | grep Version ;
+done
+python3-ipykernel
+E: No packages found
+jupyter-nbconvert
+E: No packages found
+python3-matplotlib
+E: No packages found
+python3-pandas
+E: No packages found
+python3-numpy
+E: No packages found
+python3-statsmodels
+E: No packages found
+#+end_example
+
+#+begin_src shell :session *docker* :results output :exports both
+apt-get update
+#+end_src
+
+#+RESULTS:
+:
+: echo 'org_babel_sh_eoe'
+: Reading package lists... Done
+
+
+#+begin_src shell :session *docker* :results output :exports both
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3-pandas python3-numpy python3-statsmodels ; do
+ echo $i;
+ apt-cache show $i | grep Version ;
+done
+#+end_src
+
+#+RESULTS:
+#+begin_example
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3
3-pandas python3-numpy python3-statsmodels ; do
+echo $i;
+apt-cache show $i | grep Version ;
+done
+python3-ipykernel
+E: No packages found
+jupyter-nbconvert
+E: No packages found
+python3-matplotlib
+E: No packages found
+python3-pandas
+E: No packages found
+python3-numpy
+E: No packages found
+python3-statsmodels
+E: No packages found
+#+end_example
+
+Du coup, je suis obligé de rétablir le sources.list d'origine... :( Et
+là, pas de python3-statsmodels mais tout le reste est présent. Au
+moins, je peux tenter ça plus une install de python3-statsmodels à
+partir de snapshots.
+
+https://snapshot.debian.org/binary/python3-statsmodels/
+
+
+wget https://snapshot.debian.org/archive/debian/20170929T215212Z/pool/main/s/statsmodels/python3-statsmodels_0.8.0-4_all.deb
+ python3-statsmodels-lib
+** Debian Stretch with packages from march 2018
+
+#+begin_src shell :session *docker* :results output :exports both
+docker run -t -i debian:stretch-slim
+#+end_src
+
+#+RESULTS:
+
+#+begin_src shell :session *docker* :results output :exports both
+cat /etc/apt/sources.list
+#+end_src
+
+#+RESULTS:
+:
+: deb http://snapshot.debian.org/archive/debian/20190708T033000Z stretch main
+: deb http://deb.debian.org/debian stretch main
+: deb http://snapshot.debian.org/archive/debian-security/20190708T033000Z stretch/updates main
+: deb http://security.debian.org/debian-security stretch/updates main
+: deb http://snapshot.debian.org/archive/debian/20190708T033000Z stretch-updates main
+: deb http://deb.debian.org/debian stretch-updates main
+
+#+begin_src shell :session *docker* :results output :exports both
+# echo "deb http://snapshot.debian.org/archive/debian/20170929T215212Z/ testing main" > /etc/apt/sources.list
+echo "deb http://snapshot.debian.org/archive/debian/20180310T130644Z/ testing main" > /etc/apt/sources.list
+cat /etc/apt/sources.list
+#+end_src
+
+#+RESULTS:
+:
+: echo "deb http://snapshot.debian.org/archive/debian/20170929T215212Z/
/ testing main" > /etc/apt/sources.list
+: echo "deb http://snapshot.debian.org/archive/debian/20180310T130644Z/ t
testing main" > /etc/apt/sources.list
+: cat /etc/apt/sources.list
+: deb http://snapshot.debian.org/archive/debian/20180310T130644Z/ testing main
+
+Inspiring from: https://unix.stackexchange.com/questions/2544/how-to-work-around-release-file-expired-problem-on-a-local-mirror
+
+#+begin_src shell :results output :exports both
+apt-get -o Acquire::Check-Valid-Until=false update
+#+end_src
+
+#+begin_src shell :session *docker* :results output :exports both
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3-pandas python3-numpy python3-statsmodels ; do
+ echo $i;
+ apt-cache show $i | grep Version ;
+done
+#+end_src
+
+#+RESULTS:
+#+begin_example
+for i in python3-ipykernel jupyter-nbconvert python3-matplotlib python3
3-pandas python3-numpy python3-statsmodels ; do
+echo $i;
+apt-cache show $i | grep Version ;
+done
+python3-ipykernel
+Version: 4.8.2-2
+jupyter-nbconvert
+Version: 5.3.1-1
+python3-matplotlib
+Version: 2.1.1-2
+python3-pandas
+Version: 0.20.3-11
+python3-numpy
+Version: 1:1.13.3-2
+python3-statsmodels
+Version: 0.8.0-6
+#+end_example
+
+#+begin_src shell :session *docker* :results output :exports both
+apt-get install -y python3 \
+ jupyter-nbconvert python3-ipykernel \
+ python3-matplotlib python3-pandas python3-numpy python3-statsmodels
+#+end_src
+
+#+RESULTS:
+#+begin_example
+apt-get install -y python3 \
+
+.dockerenv dev/ lib/ mnt/ root/ srv/ usr/
+bin/ etc/ lib64/ opt/ run/ sys/ var/
+boot/ home/ media/ proc/ sbin/ tmp/
+jupyter-nbconvert python3-ipykernel \
+
+.dockerenv dev/ lib/ mnt/ root/ srv/ usr/
+bin/ etc/ lib64/ opt/ run/ sys/ var/
+boot/ home/ media/ proc/ sbin/ tmp/
+#+end_example
+
+#+begin_src shell :session *docker* :results output :exports both
+dpkg --list
+#+end_src
+
+#+RESULTS:
+#+begin_example
+Desired=Unknown/Install/Remove/Purge/Hold
+| Status=Not/Inst/Conf-files/Unpacked/halF-conf/Half-inst/trig-aWait/Trig-pend
+|/ Err?=(none)/Reinst-required (Status,Err: uppercase=bad)
+||/ Name Version Architecture Description
++++-================-=============-=============-======================================
+ii adduser 3.115 all add and remove users and groups
+ii apt 1.4.9 amd64 commandline package manager
+ii base-files 9.9+deb9u9 amd64 Debian base system miscellaneous files
+ii base-passwd 3.5.43 amd64 Debian base system master password and
+ii bash 4.4-5 amd64 GNU Bourne Again SHell
+ii binutils 2.30-5 amd64 GNU assembler, linker and binary utili
+ii binutils-common: 2.30-5 amd64 Common files for the GNU assembler, li
+ii binutils-x86-64- 2.30-5 amd64 GNU binary utilities, for x86-64-linux
+ii blt 2.5.3+dfsg-4 amd64 graphics extension library for Tcl/Tk
+ii bsdutils 1:2.29.2-1+de amd64 basic utilities from 4.4BSD-Lite
+ii build-essential 12.4 amd64 Informational list of build-essential
+ii bzip2 1.0.6-8.1 amd64 high-quality block-sorting file compre
+ii ca-certificates 20170717 all Common CA certificates
+ii coreutils 8.26-3 amd64 GNU core utilities
+ii cpp 4:7.2.0-1d1 amd64 GNU C preprocessor (cpp)
+ii cpp-7 7.3.0-5 amd64 GNU C preprocessor
+ii dash 0.5.8-2.4 amd64 POSIX-compliant shell
+ii dbus 1.12.6-2 amd64 simple interprocess messaging system (
+ii debconf 1.5.61 all Debian configuration management system
+ii debian-archive-k 2017.5 all GnuPG archive keys of the Debian archi
+ii debianutils 4.8.1.1 amd64 Miscellaneous utilities specific to De
+ii dh-python 2.20170125 all Debian helper tools for packaging Pyth
+ii diffutils 1:3.5-3 amd64 File comparison utilities
+ii dirmngr 2.2.5-1 amd64 GNU privacy guard - network certificat
+ii dpkg 1.18.25 amd64 Debian package management system
+ii dpkg-dev 1.19.0.5 all Debian package development tools
+ii e2fslibs:amd64 1.43.4-2 amd64 ext2/ext3/ext4 file system libraries
+ii e2fsprogs 1.43.4-2 amd64 ext2/ext3/ext4 file system utilities
+ii fakeroot 1.22-2 amd64 tool for simulating superuser privileg
+ii file 1:5.32-2 amd64 Recognize the type of data in a file u
+ii findutils 4.6.0+git+201 amd64 utilities for finding files--find, xar
+ii fontconfig-confi 2.12.6-0.1 all generic font configuration library - c
+ii fonts-lyx 2.2.3-5 all TrueType versions of some TeX fonts us
+ii g++ 4:7.2.0-1d1 amd64 GNU C++ compiler
+ii g++-7 7.3.0-5 amd64 GNU C++ compiler
+ii gcc 4:7.2.0-1d1 amd64 GNU C compiler
+ii gcc-6-base:amd64 6.3.0-18+deb9 amd64 GCC, the GNU Compiler Collection (base
+ii gcc-7 7.3.0-5 amd64 GNU C compiler
+ii gcc-7-base:amd64 7.3.0-5 amd64 GCC, the GNU Compiler Collection (base
+ii gcc-8-base:amd64 8-20180218-1 amd64 GCC, the GNU Compiler Collection (base
+ii gir1.2-glib-2.0: 1.54.1-4 amd64 Introspection data for GLib, GObject,
+ii gnupg 2.2.5-1 amd64 GNU privacy guard - a free PGP replace
+ii gnupg-l10n 2.2.5-1 all GNU privacy guard - localization files
+ii gnupg-utils 2.2.5-1 amd64 GNU privacy guard - utility programs
+ii gpg 2.2.5-1 amd64 GNU Privacy Guard -- minimalist public
+ii gpg-agent 2.2.5-1 amd64 GNU privacy guard - cryptographic agen
+ii gpg-wks-client 2.2.5-1 amd64 GNU privacy guard - Web Key Service cl
+ii gpg-wks-server 2.2.5-1 amd64 GNU privacy guard - Web Key Service se
+ii gpgconf 2.2.5-1 amd64 GNU privacy guard - core configuration
+ii gpgsm 2.2.5-1 amd64 GNU privacy guard - S/MIME version
+ii gpgv 2.2.5-1 amd64 GNU privacy guard - signature verifica
+ii grep 2.27-2 amd64 GNU grep, egrep and fgrep
+ii gzip 1.6-5+b1 amd64 GNU compression utilities
+ii hostname 3.18+b1 amd64 utility to set/show the host name or d
+ii init-system-help 1.48 all helper tools for all init systems
+ii javascript-commo 11 all Base support for JavaScript library pa
+ii jupyter-nbconver 5.3.1-1 all Jupyter notebook conversion (scripts)
+ii krb5-locales 1.16-2 all internationalization support for MIT K
+ii libacl1:amd64 2.2.52-3+b1 amd64 Access control list shared library
+ii libaec0:amd64 1.0.2-1 amd64 Adaptive Entropy Coding library
+ii libalgorithm-dif 1.19.03-1 all module to find differences between fil
+ii libalgorithm-dif 0.04-5 amd64 module to find differences between fil
+ii libalgorithm-mer 0.08-3 all Perl module for three-way merge of tex
+ii libamd2:amd64 1:5.1.2-2 amd64 approximate minimum degree ordering li
+ii libapparmor1:amd 2.12-3 amd64 changehat AppArmor library
+ii libapt-pkg5.0:am 1.4.9 amd64 package management runtime library
+ii libasan4:amd64 7.3.0-5 amd64 AddressSanitizer -- a fast memory erro
+ii libassuan0:amd64 2.5.1-2 amd64 IPC library for the GnuPG components
+ii libatomic1:amd64 8-20180218-1 amd64 support library providing __atomic bui
+ii libattr1:amd64 1:2.4.47-2+b2 amd64 Extended attribute shared library
+ii libaudit-common 1:2.6.7-2 all Dynamic library for security auditing
+ii libaudit1:amd64 1:2.6.7-2 amd64 Dynamic library for security auditing
+ii libbinutils:amd6 2.30-5 amd64 GNU binary utilities (private shared l
+ii libblas3:amd64 3.7.1-4 amd64 Basic Linear Algebra Reference impleme
+ii libblkid1:amd64 2.29.2-1+deb9 amd64 block device ID library
+ii libblosc1 1.11.1+ds2-3 amd64 high performance meta-compressor optim
+ii libbsd0:amd64 0.8.7-1 amd64 utility functions from BSD systems - s
+ii libbz2-1.0:amd64 1.0.6-8.1 amd64 high-quality block-sorting file compre
+ii libc-bin 2.27-1 amd64 GNU C Library: Binaries
+ii libc-dev-bin 2.27-1 amd64 GNU C Library: Development binaries
+ii libc6:amd64 2.27-1 amd64 GNU C Library: Shared libraries
+ii libc6-dev:amd64 2.27-1 amd64 GNU C Library: Development Libraries a
+ii libcamd2:amd64 1:5.1.2-2 amd64 symmetric approximate minimum degree l
+ii libcap-ng0:amd64 0.7.7-3+b1 amd64 An alternate POSIX capabilities librar
+ii libcc1-0:amd64 8-20180218-1 amd64 GCC cc1 plugin for GDB
+ii libccolamd2:amd6 1:5.1.2-2 amd64 constrained column approximate library
+ii libcholmod3:amd6 1:5.1.2-2 amd64 sparse Cholesky factorization library
+ii libcilkrts5:amd6 7.3.0-5 amd64 Intel Cilk Plus language extensions (r
+ii libcolamd2:amd64 1:5.1.2-2 amd64 column approximate minimum degree orde
+ii libcomerr2:amd64 1.43.4-2 amd64 common error description library
+ii libdb5.3:amd64 5.3.28-12+deb amd64 Berkeley v5.3 Database Libraries [runt
+ii libdbus-1-3:amd6 1.12.6-2 amd64 simple interprocess messaging system (
+ii libdebconfclient 0.227 amd64 Debian Configuration Management System
+ii libdpkg-perl 1.19.0.5 all Dpkg perl modules
+ii libdsdp-5.8gf 5.8-9.4 amd64 Software for Semidefinite Programming
+ii libexpat1:amd64 2.2.5-3 amd64 XML parsing C library - runtime librar
+ii libexpat1-dev:am 2.2.5-3 amd64 XML parsing C library - development ki
+ii libfakeroot:amd6 1.22-2 amd64 tool for simulating superuser privileg
+ii libfdisk1:amd64 2.29.2-1+deb9 amd64 fdisk partitioning library
+ii libffi6:amd64 3.2.1-8 amd64 Foreign Function Interface library run
+ii libfftw3-double3 3.3.7-1 amd64 Library for computing Fast Fourier Tra
+ii libfile-fcntlloc 0.22-3+b4 amd64 Perl module for file locking with fcnt
+ii libfontconfig1:a 2.12.6-0.1 amd64 generic font configuration library - r
+ii libfreetype6:amd 2.8.1-2 amd64 FreeType 2 font engine, shared library
+ii libgcc-7-dev:amd 7.3.0-5 amd64 GCC support library (development files
+ii libgcc1:amd64 1:8-20180218- amd64 GCC support library
+ii libgcrypt20:amd6 1.8.1-4 amd64 LGPL Crypto library - runtime library
+ii libgdbm-compat4: 1.14.1-4 amd64 GNU dbm database routines (legacy supp
+ii libgdbm5:amd64 1.14.1-4 amd64 GNU dbm database routines (runtime ver
+ii libgfortran4:amd 7.3.0-5 amd64 Runtime library for GNU Fortran applic
+ii libgirepository- 1.54.1-4 amd64 Library for handling GObject introspec
+ii libglib2.0-0:amd 2.54.3-2 amd64 GLib library of C routines
+ii libglib2.0-data 2.54.3-2 all Common files for GLib library
+ii libglpk40:amd64 4.65-2 amd64 linear programming kit with integer (M
+ii libgmp10:amd64 2:6.1.2+dfsg- amd64 Multiprecision arithmetic library
+ii libgnutls30:amd6 3.5.18-1 amd64 GNU TLS library - main runtime library
+ii libgomp1:amd64 8-20180218-1 amd64 GCC OpenMP (GOMP) support library
+ii libgpg-error0:am 1.26-2 amd64 library for common error values and me
+ii libgsl23:amd64 2.4+dfsg-6 amd64 GNU Scientific Library (GSL) -- librar
+ii libgslcblas0:amd 2.4+dfsg-6 amd64 GNU Scientific Library (GSL) -- blas l
+ii libgssapi-krb5-2 1.16-2 amd64 MIT Kerberos runtime libraries - krb5
+ii libhdf5-100:amd6 1.10.0-patch1 amd64 Hierarchical Data Format 5 (HDF5) - ru
+ii libhogweed4:amd6 3.4-1 amd64 low level cryptographic library (publi
+ii libicu57:amd64 57.1-8 amd64 International Components for Unicode
+ii libidn2-0:amd64 2.0.4-1.1 amd64 Internationalized domain names (IDNA20
+ii libisl15:amd64 0.18-1 amd64 manipulating sets and relations of int
+ii libitm1:amd64 8-20180218-1 amd64 GNU Transactional Memory Library
+ii libjbig0:amd64 2.1-3.1+b2 amd64 JBIGkit libraries
+ii libjpeg62-turbo: 1:1.5.2-2+b1 amd64 libjpeg-turbo JPEG runtime library
+ii libjs-jquery 3.2.1-1 all JavaScript library for dynamic web app
+ii libjs-jquery-ui 1.12.1+dfsg-5 all JavaScript UI library for dynamic web
+ii libk5crypto3:amd 1.16-2 amd64 MIT Kerberos runtime libraries - Crypt
+ii libkeyutils1:amd 1.5.9-9.2 amd64 Linux Key Management Utilities (librar
+ii libkrb5-3:amd64 1.16-2 amd64 MIT Kerberos runtime libraries
+ii libkrb5support0: 1.16-2 amd64 MIT Kerberos runtime libraries - Suppo
+ii libksba8:amd64 1.3.5-2 amd64 X.509 and CMS support library
+ii liblapack3:amd64 3.7.1-4 amd64 Library of linear algebra routines 3 -
+ii liblcms2-2:amd64 2.9-1 amd64 Little CMS 2 color management library
+ii libldap-2.4-2:am 2.4.45+dfsg-1 amd64 OpenLDAP libraries
+ii libldap-common 2.4.45+dfsg-1 all OpenLDAP common files for libraries
+ii liblocale-gettex 1.07-3+b3 amd64 module using libc functions for intern
+ii liblsan0:amd64 8-20180218-1 amd64 LeakSanitizer -- a memory leak detecto
+ii libltdl7:amd64 2.4.6-2 amd64 System independent dlopen wrapper for
+ii liblua5.1-0:amd6 5.1.5-8.1+b2 amd64 Shared library for the Lua interpreter
+ii libluajit-5.1-2: 2.1.0~beta3+d amd64 Just in time compiler for Lua - librar
+ii libluajit-5.1-co 2.1.0~beta3+d all Just in time compiler for Lua - common
+ii liblz4-1:amd64 0.0~r131-2+b1 amd64 Fast LZ compression algorithm library
+ii liblzma5:amd64 5.2.2-1.2+b1 amd64 XZ-format compression library
+ii liblzo2-2:amd64 2.08-1.2+b2 amd64 data compression library
+ii libmagic-mgc 1:5.32-2 amd64 File type determination library using
+ii libmagic1:amd64 1:5.32-2 amd64 Recognize the type of data in a file u
+ii libmetis5:amd64 5.1.0.dfsg-5+ amd64 Serial Graph Partitioning and Fill-red
+ii libmount1:amd64 2.29.2-1+deb9 amd64 device mounting library
+ii libmpc3:amd64 1.1.0-1 amd64 multiple precision complex floating-po
+ii libmpdec2:amd64 2.4.2-1 amd64 library for decimal floating point ari
+ii libmpfr6:amd64 4.0.0-7 amd64 multiple precision floating-point comp
+ii libmpx2:amd64 8-20180218-1 amd64 Intel memory protection extensions (ru
+ii libncursesw5:amd 6.0+20161126- amd64 shared libraries for terminal handling
+ii libnettle6:amd64 3.4-1 amd64 low level cryptographic library (symme
+ii libnorm1:amd64 1.5r6+dfsg1-6 amd64 NACK-Oriented Reliable Multicast (NORM
+ii libnpth0:amd64 1.5-3 amd64 replacement for GNU Pth using system t
+ii libp11-kit0:amd6 0.23.9-2 amd64 library for loading and coordinating a
+ii libpam-modules:a 1.1.8-3.6 amd64 Pluggable Authentication Modules for P
+ii libpam-modules-b 1.1.8-3.6 amd64 Pluggable Authentication Modules for P
+ii libpam-runtime 1.1.8-3.6 all Runtime support for the PAM library
+ii libpam0g:amd64 1.1.8-3.6 amd64 Pluggable Authentication Modules libra
+ii libpcre3:amd64 2:8.39-3 amd64 Old Perl 5 Compatible Regular Expressi
+ii libperl5.26:amd6 5.26.1-5 amd64 shared Perl library
+ii libpgm-5.2-0:amd 5.2.122~dfsg- amd64 OpenPGM shared library
+ii libpng16-16:amd6 1.6.34-1 amd64 PNG library - runtime (version 1.6)
+ii libpython-stdlib 2.7.14-4 amd64 interactive high-level object-oriented
+ii libpython2.7-min 2.7.14-6 amd64 Minimal subset of the Python language
+ii libpython2.7-std 2.7.14-6 amd64 Interactive high-level object-oriented
+ii libpython3-dev:a 3.6.4-1 amd64 header files and a static library for
+ii libpython3-stdli 3.6.4-1 amd64 interactive high-level object-oriented
+ii libpython3.6:amd 3.6.4-4 amd64 Shared Python runtime library (version
+ii libpython3.6-dev 3.6.4-4 amd64 Header files and a static library for
+ii libpython3.6-min 3.6.4-4 amd64 Minimal subset of the Python language
+ii libpython3.6-std 3.6.4-4 amd64 Interactive high-level object-oriented
+ii libquadmath0:amd 8-20180218-1 amd64 GCC Quad-Precision Math Library
+ii libreadline7:amd 7.0-3 amd64 GNU readline and history libraries, ru
+ii libsasl2-2:amd64 2.1.27~101-g0 amd64 Cyrus SASL - authentication abstractio
+ii libsasl2-modules 2.1.27~101-g0 amd64 Cyrus SASL - pluggable authentication
+ii libsasl2-modules 2.1.27~101-g0 amd64 Cyrus SASL - pluggable authentication
+ii libselinux1:amd6 2.6-3+b3 amd64 SELinux runtime shared libraries
+ii libsemanage-comm 2.6-2 all Common files for SELinux policy manage
+ii libsemanage1:amd 2.6-2 amd64 SELinux policy management library
+ii libsepol1:amd64 2.6-2 amd64 SELinux library for manipulating binar
+ii libsmartcols1:am 2.29.2-1+deb9 amd64 smart column output alignment library
+ii libsnappy1v5:amd 1.1.7-1 amd64 fast compression/decompression library
+ii libsodium23:amd6 1.0.16-2 amd64 Network communication, cryptography an
+ii libsqlite3-0:amd 3.22.0-1 amd64 SQLite 3 shared library
+ii libss2:amd64 1.43.4-2 amd64 command-line interface parsing library
+ii libssl1.1:amd64 1.1.0g-2 amd64 Secure Sockets Layer toolkit - shared
+ii libstdc++-7-dev: 7.3.0-5 amd64 GNU Standard C++ Library v3 (developme
+ii libstdc++6:amd64 8-20180218-1 amd64 GNU Standard C++ Library v3
+ii libsuitesparseco 1:5.1.2-2 amd64 configuration routines for all SuiteSp
+ii libsystemd0:amd6 232-25+deb9u1 amd64 systemd utility library
+ii libsz2:amd64 1.0.2-1 amd64 Adaptive Entropy Coding library - SZIP
+ii libtasn1-6:amd64 4.13-2 amd64 Manage ASN.1 structures (runtime)
+ii libtcl8.6:amd64 8.6.8+dfsg-3 amd64 Tcl (the Tool Command Language) v8.6 -
+ii libtiff5:amd64 4.0.9-4 amd64 Tag Image File Format (TIFF) library
+ii libtinfo5:amd64 6.0+20161126- amd64 shared low-level terminfo library for
+ii libtk8.6:amd64 8.6.8-3 amd64 Tk toolkit for Tcl and X11 v8.6 - run-
+ii libtsan0:amd64 8-20180218-1 amd64 ThreadSanitizer -- a Valgrind-based de
+ii libubsan0:amd64 7.3.0-5 amd64 UBSan -- undefined behaviour sanitizer
+ii libudev1:amd64 232-25+deb9u1 amd64 libudev shared library
+ii libumfpack5:amd6 1:5.1.2-2 amd64 sparse LU factorization library
+ii libunistring2:am 0.9.8-1 amd64 Unicode string library for C
+ii libustr-1.0-1:am 1.0.4-6 amd64 Micro string library: shared library
+ii libuuid1:amd64 2.29.2-1+deb9 amd64 Universally Unique ID library
+ii libwebp6:amd64 0.6.1-2 amd64 Lossy compression of digital photograp
+ii libwebpdemux2:am 0.6.1-2 amd64 Lossy compression of digital photograp
+ii libwebpmux3:amd6 0.6.1-2 amd64 Lossy compression of digital photograp
+ii libx11-6:amd64 2:1.6.4-3 amd64 X11 client-side library
+ii libx11-data 2:1.6.4-3 all X11 client-side library
+ii libxau6:amd64 1:1.0.8-1+b2 amd64 X11 authorisation library
+ii libxcb1:amd64 1.12-1 amd64 X C Binding
+ii libxdmcp6:amd64 1:1.1.2-3 amd64 X11 Display Manager Control Protocol l
+ii libxext6:amd64 2:1.3.3-1+b2 amd64 X11 miscellaneous extension library
+ii libxft2:amd64 2.3.2-1+b2 amd64 FreeType-based font drawing library fo
+ii libxml2:amd64 2.9.4+dfsg1-6 amd64 GNOME XML library
+ii libxrender1:amd6 1:0.9.10-1 amd64 X Rendering Extension client library
+ii libxslt1.1:amd64 1.1.29-5 amd64 XSLT 1.0 processing library - runtime
+ii libxss1:amd64 1:1.2.2-1+b2 amd64 X11 Screen Saver extension library
+ii libyaml-0-2:amd6 0.1.7-2 amd64 Fast YAML 1.1 parser and emitter libra
+ii libzmq5:amd64 4.2.3-1+b1 amd64 lightweight messaging kernel (shared l
+ii libzstd1 1.3.3+dfsg-1 amd64 fast lossless compression algorithm
+ii linux-libc-dev:a 4.15.4-1 amd64 Linux support headers for userspace de
+ii login 1:4.4-4.1 amd64 system login tools
+ii lsb-base 9.20161125 all Linux Standard Base init script functi
+ii make 4.1-9.1 amd64 utility for directing compilation
+ii manpages 4.15-1 all Manual pages about using a GNU/Linux s
+ii manpages-dev 4.15-1 all Manual pages about using GNU/Linux for
+ii mawk 1.3.3-17+b3 amd64 a pattern scanning and text processing
+ii mime-support 3.60 all MIME files 'mime.types' & 'mailcap', a
+ii mount 2.29.2-1+deb9 amd64 tools for mounting and manipulating fi
+ii multiarch-suppor 2.24-11+deb9u amd64 Transitional package to ensure multiar
+ii ncurses-base 6.0+20161126- all basic terminal type definitions
+ii ncurses-bin 6.0+20161126- amd64 terminal-related programs and man page
+ii netbase 5.4 all Basic TCP/IP networking system
+ii openssl 1.1.0g-2 amd64 Secure Sockets Layer toolkit - cryptog
+ii pandoc 1.19.2.4~dfsg amd64 general markup converter
+ii pandoc-data 1.19.2.4~dfsg all general markup converter - data files
+ii passwd 1:4.4-4.1 amd64 change and administer password and gro
+ii patch 2.7.6-1 amd64 Apply a diff file to an original
+ii perl 5.26.1-5 amd64 Larry Wall's Practical Extraction and
+ii perl-base 5.26.1-5 amd64 minimal Perl system
+ii perl-modules-5.2 5.26.1-5 all Core Perl modules
+ii pinentry-curses 1.1.0-1 amd64 curses-based PIN or pass-phrase entry
+ii python 2.7.14-4 amd64 interactive high-level object-oriented
+ii python-matplotli 2.1.1-2 all Python based plotting system (data pac
+ii python-minimal 2.7.14-4 amd64 minimal subset of the Python language
+ii python-pip-whl 9.0.1-2 all Python package installer
+ii python-tables-da 3.4.2-4 all hierarchical database for Python based
+ii python2.7 2.7.14-6 amd64 Interactive high-level object-oriented
+ii python2.7-minima 2.7.14-6 amd64 Minimal subset of the Python language
+ii python3 3.6.4-1 amd64 interactive high-level object-oriented
+ii python3-asn1cryp 0.24.0-1 all Fast ASN.1 parser and serializer (Pyth
+ii python3-bleach 2.1.3-1 all whitelist-based HTML-sanitizing librar
+ii python3-bs4 4.6.0-1 all error-tolerant HTML parser for Python
+ii python3-cffi-bac 1.11.5-1 amd64 Foreign Function Interface for Python
+ii python3-chardet 3.0.4-1 all universal character encoding detector
+ii python3-crypto 2.6.1-8 amd64 cryptographic algorithms and protocols
+ii python3-cryptogr 2.1.4-1 amd64 Python library exposing cryptographic
+ii python3-cvxopt 1.1.9+dfsg-2+ amd64 Python3 package for convex optimizatio
+ii python3-cycler 0.10.0-1 all composable kwarg iterator (Python 3)
+ii python3-dateutil 2.6.1-1 all powerful extensions to the standard Py
+ii python3-dbus 1.2.6-1 amd64 simple interprocess messaging system (
+ii python3-decorato 4.1.2-1 all simplify usage of Python decorators by
+ii python3-dev 3.6.4-1 amd64 header files and a static library for
+ii python3-distutil 3.6.4-4 all distutils package for Python 3.x
+ii python3-entrypoi 0.2.3-1 all Discover and load entry points from in
+ii python3-gi 3.26.1-2 amd64 Python 3 bindings for gobject-introspe
+ii python3-html5lib 0.999999999-1 all HTML parser/tokenizer based on the WHA
+ii python3-idna 2.6-1 all Python IDNA2008 (RFC 5891) handling (P
+ii python3-ipykerne 4.8.2-2 all IPython kernel for Jupyter (Python 3)
+ii python3-ipython 5.5.0-1 all Enhanced interactive Python shell (Pyt
+ii python3-ipython- 0.2.0-1 all IPython vestigial utilities for Python
+ii python3-jinja2 2.10-1 all small but fast and easy to use stand-a
+ii python3-joblib 0.11-1 all tools to provide lightweight pipelinin
+ii python3-jsonsche 2.6.0-2 all An(other) implementation of JSON Schem
+ii python3-jupyter- 5.2.2-1 all Jupyter protocol client APIs (Python 3
+ii python3-jupyter- 4.4.0-2 all Core common functionality of Jupyter p
+ii python3-keyring 10.6.0-1 all store and access your passwords safely
+ii python3-keyrings 3.0-1 all alternate backend implementations for
+ii python3-lib2to3 3.6.4-4 all Interactive high-level object-oriented
+ii python3-lxml 4.1.0-1 amd64 pythonic binding for the libxml2 and l
+ii python3-markupsa 1.0-1+b1 amd64 HTML/XHTML/XML string library for Pyth
+ii python3-matplotl 2.1.1-2 amd64 Python based plotting system in a styl
+ii python3-minimal 3.6.4-1 amd64 minimal subset of the Python language
+ii python3-mistune 0.8.3-2 all Markdown parser for Python 3
+ii python3-nbconver 5.3.1-1 all Jupyter notebook conversion (Python 3)
+ii python3-nbformat 4.4.0-1 all Jupyter notebook format (Python 3)
+ii python3-numexpr 2.6.4-1 amd64 Fast numerical array expression evalua
+ii python3-numpy 1:1.13.3-2 amd64 Fast array facility to the Python 3 la
+ii python3-olefile 0.45.1-1 all Python module to read/write MS OLE2 fi
+ii python3-pandas 0.20.3-11 all data structures for "relational" or "l
+ii python3-pandas-l 0.20.3-11 amd64 low-level implementations and bindings
+ii python3-pandocfi 1.4.2-1 all python3 bindings for Pandoc's filters
+ii python3-patsy 0.4.1+git34-g all statistical models in Python using sym
+ii python3-pexpect 4.2.1-1 all Python 3 module for automating interac
+ii python3-picklesh 0.7.4-2 all File system based database that uses P
+ii python3-pil:amd6 4.3.0-2 amd64 Python Imaging Library (Python3)
+ii python3-pip 9.0.1-2 all Python package installer
+ii python3-pkg-reso 38.4.0-1 all Package Discovery and Resource Access
+ii python3-prompt-t 1.0.15-1 all library for building interactive comma
+ii python3-ptyproce 0.5.2-1 all Run a subprocess in a pseudo terminal
+ii python3-py 1.5.2-1 all Advanced Python development support li
+ii python3-pygments 2.2.0+dfsg-1 all syntax highlighting package written in
+ii python3-pyparsin 2.2.0+dfsg1-2 all alternative to creating and executing
+ii python3-pytest 3.2.5-2 all Simple, powerful testing in Python3
+ii python3-scipy 0.19.1-2 amd64 scientific tools for Python 3
+ii python3-secretst 2.3.1-2 all Python module for storing secrets - Py
+ii python3-setuptoo 38.4.0-1 all Python3 Distutils Enhancements
+ii python3-simplege 0.8.1-1 all simple generic functions for Python3
+ii python3-simplejs 3.13.2-1 amd64 simple, fast, extensible JSON encoder/
+ii python3-six 1.11.0-2 all Python 2 and 3 compatibility library (
+ii python3-statsmod 0.8.0-6 all Python3 module for the estimation of s
+ii python3-statsmod 0.8.0-6 amd64 Python3 low-level implementations and
+ii python3-tables 3.4.2-4 all hierarchical database for Python3 base
+ii python3-tables-l 3.4.2-4 amd64 hierarchical database for Python3 base
+ii python3-testpath 0.3.1+dfsg-3 all Utilities for Python 3 code working wi
+ii python3-tk:amd64 3.6.4-4 amd64 Tkinter - Writing Tk applications with
+ii python3-tornado 4.5.3-1 amd64 scalable, non-blocking web server and
+ii python3-traitlet 4.3.2-1 all Lightweight Traits-like package for Py
+ii python3-tz 2018.3-2 all Python3 version of the Olson timezone
+ii python3-wcwidth 0.1.7+dfsg1-1 all determine printable width of a string
+ii python3-webencod 0.5-2 all Python implementation of the WHATWG En
+ii python3-wheel 0.30.0-0.2 all built-package format for Python
+ii python3-xdg 0.25-4 all Python 3 library to access freedesktop
+ii python3-zmq 16.0.2-2+b1 amd64 Python3 bindings for 0MQ library
+ii python3.6 3.6.4-4 amd64 Interactive high-level object-oriented
+ii python3.6-dev 3.6.4-4 amd64 Header files and a static library for
+ii python3.6-minima 3.6.4-4 amd64 Minimal subset of the Python language
+ii readline-common 7.0-3 all GNU readline and history libraries, co
+ii sed 4.4-1 amd64 GNU stream editor for filtering/transf
+ii sensible-utils 0.0.9+deb9u1 all Utilities for sensible alternative sel
+ii shared-mime-info 1.9-2 amd64 FreeDesktop.org shared MIME database a
+ii sysvinit-utils 2.88dsf-59.9 amd64 System-V-like utilities
+ii tar 1.29b-1.1 amd64 GNU version of the tar archiving utili
+ii tk8.6-blt2.5 2.5.3+dfsg-4 amd64 graphics extension library for Tcl/Tk
+ii ttf-bitstream-ve 1.10-8 all The Bitstream Vera family of free True
+ii tzdata 2019a-0+deb9u all time zone and daylight-saving time dat
+ii ucf 3.0038 all Update Configuration File(s): preserve
+ii util-linux 2.29.2-1+deb9 amd64 miscellaneous system utilities
+ii x11-common 1:7.7+19 all X Window System (X.Org) infrastructure
+ii xdg-user-dirs 0.16-1 amd64 tool to manage well known user directo
+ii xz-utils 5.2.2-1.3 amd64 XZ-format compression utilities
+ii zlib1g:amd64 1:1.2.8.dfsg- amd64 compression library - runtime
+#+end_example
+
+#+begin_src shell :results output :exports both
+docker ps
+#+end_src
+
+#+RESULTS:
+: CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES
+: 3e302c4c2ed7 debian:stretch-20190708-slim "bash" 7 hours ago Up 7 hours dazzling_nobel
+: 71cd67954552 alegrand38/moocrr_jupyter "bash" 29 hours ago Up 29 hours nervous_shaw
+
+#+begin_src shell :results output :exports both
+docker commit 3e302c4c2ed7 debian_stretch_20180310_python3_statsmodels
+#+end_src
+
+#+RESULTS:
+: sha256:e86b1c50e7a8896bb44686f827a85d5375d192560e25ad2a1533cde7dfac8b1a
+
+* Ressources
+** Rstudio
+https://hub.docker.com/r/rocker/rstudio/
+** Emacs
+https://github.com/JAremko/docker-emacs
+https://hub.docker.com/r/jare/emacs
+
+#+begin_src shell :results output :exports both
+docker run -ti -v /tmp/.X11-unix:/tmp/.X11-unix:ro -e DISPLAY="unix$DISPLAY" -e UNAME="alegrand" -e GNAME="alegrand" -e UID="1000" -e GID="1000" -v ~/Work/Documents/Enseignements/RR_MOOC/gitlab-inria/mooc-rr-ressources/module2/ressources/rr_org:/home/emacs/.emacs.d -v /tmp/:/mnt/workspace jare/emacs emacs
+#+end_src
+
+#+RESULTS:
+
+** Docker for windows
+https://docs.docker.com/docker-for-windows/