Giter VIP home page Giter VIP logo

log_generator's Introduction

Apache Log Translator

This repository contains tools used for generating synthetic Apache logs and the tools needed to parse reference empirical logs, see paper "On Automatic Parsing of Log Records" for details.

Apache Fake Log Generator

For the Apache Fake Log Generator tool, please see the ./generator/ folder. A complete description of how to use the tool in the ./generator/README.md file.

Real Log Converter

For the tool used to parse real logs VA, VB, and VC , and convert them into a format ingestible by a machine learning model, please see the ./real_log_cleaner folder. The origins of the logs are as follows: VA, VB, and VC. Additional details are given in ./real_log_cleaner/README.md file.

Sample Logs Used

To view all of the sample log files used (including the three real log files, as well as the five generated log files mentioned in the paper), please visit the data repository.

Publication

The details of the tool and the data are given in a preprint. The final version of the paper was published in proceedings of the International Conference on Software Engineering (ICSE’21); you can see the recording of the presentation here. Please cite the tool and data as

@INPROCEEDINGS{rand2021log,
  author={Rand, Jared and Miranskyy, Andriy},
  booktitle={2021 IEEE/ACM 43rd International Conference on Software Engineering: New Ideas and Emerging Results (ICSE-NIER)}, 
  title={{On Automatic Parsing of Log Records}}, 
  year={2021},
  pages={41-45},
  doi={10.1109/ICSE-NIER52604.2021.00017}
}

License

This project is licensed under the MIT License.

Contact Us

If you have found a bug or came up with a new feature -- please open an issue or pull request.

Acknowledgments

This work was supported and funded by Ryerson University and Natural Sciences and Engineering Research Council of Canada.

log_generator's People

Contributors

wulffhunter avatar miranska avatar

Stargazers

Adam Sorrenti avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.