ベアメタルクラウドの\喘をJupyter NotebookとAnsibleでC亠晒してみた
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This document discusses using Jupyter Notebooks and Ansible together for literate computing and reproducible infrastructure. It introduces Jupyter Notebooks and their architecture including notebook extensions and server extensions. It then provides examples of specific notebook extensions developed at NII including code_cell_status and multi_outputs that add additional functionality. The document concludes by discussing how Ansible playbooks can be executed from Jupyter Notebooks to automate infrastructure configuration.
![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´](https://image.slidesharecdn.com/jtf2016-20160724-160724100658/85/Jupyter-Notebook-Ansible-67-320.jpg)
ベアメタルクラウドの\喘をJupyter NotebookとAnsibleでC亠晒してみた
- 2. ? ? GitHub/Twitter: @yacchin1205 : : : ( ) (NII) ( )
- 3. ? /
- 4. ? is
- 6. ´ 1867 1930 ´ C C , 1978
- 7. ´ ´ C C , 1978
- 8. / /
- 10. Which type are you? ANACONDA EMPOWERS THE ENTIRE DATA SCIENCE TEAM <https: //www.continuum.io/open-data-science> ? as of July 1, 2016
- 12. NII ? ´ ? ? Hadoop ´ ? ´ ? ? ? ?
- 13. Hardiman, General Electric in 1965 https://www.engadget.com/2014/01/26/ge-man-amplifying-robots/
- 17. Jupyter( IPython) + Ansible ＃ ＃ ＃ Notebook Literate Computing for Reproducible Infrastructure
- 21. ＾Literate Computing for Reproducible Infrastructure￣ ? / = computation = communication ? data live-code ?
- 22. Automation .. Communication : : Communication ? ? ? (Code ) ? /
- 23. ´ Traceability ´ Reusability ´ Reproducibility
- 26. Hadoop
- 28. Notebook
- 29. Ansible Playbook
- 30. Ansible Playbook
- 31. ´
- 32. ´
- 34. Update
- 37. ? ? 1 ? Notebook ? Notebook ? Notebook ´
- 39. ? 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.
- 40. ? ´
- 41. Notebook
- 44. Ansible ? Ansible ? ? / sudo ? ? Notebook ? Notebook ?
- 45. Jupyter
- 46. N. ? )? takasix 2010 SIer SaaS 2011 ( ) 2012 ( ) Microsoft Kinect Gescha 2013 2015 SIer OSS￣CloudConductor-Patterns￣ 2016
- 47. Jupyter Notebooks Architecture 0MQ HTTP & Websokets
- 48. notebook extension system 0MQ HTTP & Websokets nbextensions serverextensions
- 49. nbextensions ? JavaScript ? UI, Note ? ?
- 50. server extension ? 4.2 ? Notebook server ? HTTP ? (?)
- 52. 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
- 57. Jupyter_code_cell_status - ? nb extension
- 59. Jupyter-multi_outputs - ? ? ? ￣Trial and Error￣ ? ? : ? :
- 64. Jupyter-multi_outputs - (4) ? .ipynb ? Extension ? ? ( )
- 66. Jupyter-multi_outputs - ? 1 stream
- 67. 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´
- 69. notebook extension system (1) ? nb extensions ? Extension ? JavaScript prototype Extension ? code_cell_status multi_outputs 1 Extension
- 70. notebook extension system (2) ? server extensions ? ? notebook extension
- 71. ? ? Jupyter notebook ? LiterateComputing? for Reproducible Infrastructure? ? PullRequest