Jupyter Notebook Ansible
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◦ GitHub/Twitter: @yacchin1205
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(NII)
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1867 1930
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– – , 1978
Which type are you? ANACONDA EMPOWERS THE ENTIRE DATA SCIENCE TEAM
<https: //www.continuum.io/open-data-science> as of July 1, 2016
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Moving Target
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→
NII
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• • Hadoop …
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• • • •
Hardiman, General Electric in 1965
https://www.engadget.com/2014/01/26/ge-man-amplifying-robots/
Literate Computing
for Reproducible Infrastructure
Jupyter: Literate Computing
Jupyter
Data Scientist
Jupyter Notebook
https://tmpnb.org
Jupyter( IPython) + Ansible
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Notebook
Literate Computing for Reproducible Infrastructure
“Literate Computing for Reproducible Infrastructure”
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= computation = communication
◦ data live-code
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Automation .. Communication
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: Communication
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(Code )
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… Traceability
… Reusability
… Reproducibility
“ ”Notebook
https://github.com/NII-cloud-operation/Literate-computing-Basics
• • 1
• Notebook
• Notebook
• Notebook
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• https://github.com/ansible/ansible/issues/13485
Not only the handler is not triggered, it does not throw any error if it does not exist.
Jupyter + Ansible
Jupyter Notebook
http://qiita.com/yacchin1205/items/efaa498ca68e7c169015
Ansible
• Ansible
• • / sudo
• • Notebook
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Notebook
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N.
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takasix
2010 SIer SaaS
2011 ( )
2012 ( ) Microsoft Kinect Gescha
2013 2015 SIer OSS”CloudConductor-Patterns”
2016
Jupyter Notebooks Architecture
0MQHTTP &
Websokets
notebook extension system
0MQHTTP &
Websokets
nbextensions serverextensions
nbextensions
• JavaScript
• UI, Note
• •
server extension
• 4.2
• Notebook server
• HTTP
• (?)
nb extension
• Jupyter_code_cell_status • https://github.com/NII-cloud-operation/Jupyter-code_cell_status
• Jupyter-multi_outputs • https://github.com/NII-cloud-operation/Jupyter-multi_outputs
Jupyter-code_cell_status
Jupyter_code_cell_status -
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Jupyter_code_cell_status -
Jupyter_code_cell_status -
•
Jupyter_code_cell_status -
• nb extension
Jupyter-multi_outputs
Jupyter-multi_outputs -
• • • ”Trial and Error”
• • :
• :
Jupyter-multi_outputs -
Jupyter-multi_outputs - (1)
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Jupyter-multi_outputs - (2)
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Jupyter-multi_outputs - (3)
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Jupyter-multi_outputs - (4)
• .ipynb
• Extension
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Jupyter-multi_outputs -
• diff
• ……
Jupyter-multi_outputs -
• 1 stream
Jupyter-multi_outputs -
%matplotlib inline import numpy from matplotlib import pyplot x = numpy.arange(0, 10, 0.2) y = numpy.cos(x) pyplot.plot(x,y)
display_data:[<matplotlib.lines.Line2D at 0x7eff779f56d0>]
execute_result:data:image/png;base64,iVBORw0KGgoA…
notebook extension system
notebook extension system (1)
• nb extensions • Extension
• JavaScript prototype Extension
✴ code_cell_status multi_outputs
1 Extension
notebook extension system (2)
• server extensions • • notebook extension
Jupyter notebook
LiterateComputingfor Reproducible Infrastructure
PullRequest
Jupyter Notebook Ansible