https://github.com/openmainframeproject/ade
ADE detects anomalous time slices and messages in Linux logs (either RFC3164 or RFC5424 format) using statistical learning.
https://github.com/openmainframeproject/ade
Last synced: about 2 months ago
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ADE detects anomalous time slices and messages in Linux logs (either RFC3164 or RFC5424 format) using statistical learning.
- Host: GitHub
- URL: https://github.com/openmainframeproject/ade
- Owner: openmainframeproject
- License: gpl-3.0
- Created: 2016-02-17T19:42:39.000Z (over 9 years ago)
- Default Branch: master
- Last Pushed: 2024-10-03T16:53:33.000Z (8 months ago)
- Last Synced: 2025-03-31T04:07:12.431Z (2 months ago)
- Language: Java
- Homepage: https://www.openmainframeproject.org/projects/anomaly-detection-engine-for-linux-logs-ade
- Size: 55.5 MB
- Stars: 51
- Watchers: 11
- Forks: 34
- Open Issues: 19
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Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Anomaly Detection Engine for Linux Logs (ADE)
ADE can process a large numbers of logs from a large number of Linux systems to
create a compact summary of those logs. The summary identifies and
consolidates similar text strings into a single message example and assigns it
a key (message id). The summary determines if the
message id are being issued when expected, are being issued at the expected
rate during a time slice, and how often during the day are the message
or a similar message (same message id) issued.You can use those results to examine
- A set of logs to find anomalies which may be
helpful when attempting to find
the root cause of a problem or incident
- The currently generated logs to find anomalies which may be
helpful when attempting to find the cause of an on-going problem or incidentPlease see http://openmainframeproject.github.io/ade/ for documentation on ADE.
## Releases
### Saw Kill 1.0.4
- Fix problems with timezone in Junit test
- Fix problems with year of test data in function test### Fall Kill 1.0.3
[](https://bestpractices.coreinfrastructure.org/projects/378)- Support for Core Infrastructure Initiative
- add travis-ci build for every pull request
- analyze every pull request with Sonarqube
- store results of Sonarqube analysis at Sonarqube.com
- Add sample to mask sensitive data within Linux logs to allow sharing of logs
- Fix problem with train_test.sh
- Fix additional problems identified by Sonarqube### Poesten Kill 1.0.2
- Support for changing analytics
- command to check syntax of model (flowlayout.xml file)
- command to print out statistical information contained within model file (.bin file) to text file
- command to print out version of code and data base
- Multiple SonarQube(TM) issues fixed
- Fix to problem with regression test
- Wiki article "Example of reading ADE data into R objects"### Esopus Creek 1.0.1
- Support for MariaDB(TM)
- Verify script - determine if sufficient messages are available to create a valid model
- Multiple SonarQube(TM) issues fixed
- Wiki article "Hints on how to update XSLT - tailor the output shown in a browser to problem"### Initial release 1.0.0
- Parsing of Linux Logs in RFC5424 and RFC3164 format
- Splitting logs into time slices
- Handling wrapper messages
- Statistical analysis of logs
- Creates output