https://github.com/elastisys/microrca
Source code of MicroRCA
https://github.com/elastisys/microrca
Last synced: about 1 year ago
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Source code of MicroRCA
- Host: GitHub
- URL: https://github.com/elastisys/microrca
- Owner: elastisys
- Created: 2020-06-18T08:05:55.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2023-05-19T13:27:22.000Z (about 3 years ago)
- Last Synced: 2025-03-29T05:36:48.388Z (about 1 year ago)
- Language: Python
- Size: 126 KB
- Stars: 70
- Watchers: 3
- Forks: 26
- Open Issues: 1
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Metadata Files:
- Readme: README.md
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README
## MicroRCA: Microservices root cause analysis
This project provides the source code of MicroRCA.
### Quick Start
MicroRCA requires data collected from application-level (response times between two communicating services) and system-level (resource usage in container and host). An example of the data is given in folder [data](/data).
#### Presequisite
* python 3+
* [nx](https://networkx.github.io/documentation/stable/index.html)
* sklearn-learn
#### 1. Clone the Repository
`git clone https://github.com/elastisys/MicroRCA.git`
#### 2. Customize the prefix of files
Change the `folder`, `faults_types` and the `file name` of csv files accordingly
#### 3. Run the code and tune parameters
Tune parameters `alpha` and `ad_threshold` with your data.
### MicroRCA Procedures
### Paper Reference
Li Wu, Johan Tordsson, Erik Elmroth, Odej Kao.
**MicroRCA: Root Cause Localization of Performance Issues in Microservices**
IEEE/IFIP Network Operations and Management Symposium (NOMS),
20-24 April 2020, Budapest, Hungary
Download: [[PDF](https://hal.inria.fr/hal-02441640/document#:~:text=MicroRCA%20infers%20root%20causes%20in,propagation%20across%20services%20and%20machines)] [[BibTeX](https://dblp.uni-trier.de/rec/bibtex/conf/noms/WuTEK20)]