Presentation | 2021-03-04 A Reproducibility Support Tool Using Execution Log for Jupyter Notebook Naotoshi Matsubara, Ken Matsui, Naoyasu Ubayashi, Yasutaka Kamei, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Jupyter Notebook is a tool for managing programs, explanatory texts, and execution results, and is widely used in various fields. It has a feature that code can be executed in an arbitrary order, which facilitates trial and error, but it is pointed out to cause loss of reproducibility. In particular, it is difficult to reproduce the information lost by multiple executions and deletions of a program. In order to prevent the loss of reproducibility in Jupyter Notebook, we propose a developer support tool that maintains reproducibility by using the execution log. Its functions include deleting the code that causes errors, deleting duplicated code that is unnecessary for reproducing the results, and outputting the code that reproduces the results of the original file. The proposed tool is effective in continuous development because it enables to reproduce the situation during the development. Also, it can reproduce the output result with less code than the original file. In addition, the proposed tool can reproduce the output result with less code than the original file, which enables the re-use of the program source. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Jupyter Notebook / reproducibility |
Paper # | SS2020-43 |
Date of Issue | 2021-02-24 (SS) |
Conference Information | |
Committee | SS |
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Conference Date | 2021/3/3(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Takashi Kobayashi(Tokyo Inst. of Tech.) |
Vice Chair | Kozo Okano(Shinshu Univ.) |
Secretary | Kozo Okano(Hiroshima City Univ.) |
Assistant | Shinpei Ogata(Shinshu Univ.) |
Paper Information | |
Registration To | Technical Committee on Software Science |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Reproducibility Support Tool Using Execution Log for Jupyter Notebook |
Sub Title (in English) | |
Keyword(1) | Jupyter Notebook |
Keyword(2) | reproducibility |
1st Author's Name | Naotoshi Matsubara |
1st Author's Affiliation | Kyushu University(Kyushu Univ.) |
2nd Author's Name | Ken Matsui |
2nd Author's Affiliation | Kyushu University(Kyushu Univ.) |
3rd Author's Name | Naoyasu Ubayashi |
3rd Author's Affiliation | Kyushu University(Kyushu Univ.) |
4th Author's Name | Yasutaka Kamei |
4th Author's Affiliation | Kyushu University(Kyushu Univ.) |
Date | 2021-03-04 |
Paper # | SS2020-43 |
Volume (vol) | vol.120 |
Number (no) | SS-407 |
Page | pp.pp.90-95(SS), |
#Pages | 6 |
Date of Issue | 2021-02-24 (SS) |