loghub
A large collection of system log datasets for AI-driven log analytics [ISSRE'23] (by logpai)
logparser
A machine learning toolkit for log parsing [ICSE'19, DSN'16] (by logpai)
| loghub | logparser | |
|---|---|---|
| 5 | 2 | |
| 1,530 | 1,433 | |
| 3.0% | 1.7% | |
| 5.3 | 7.5 | |
| 5 days ago | 3 months ago | |
| Python | ||
| GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
loghub
Posts with mentions or reviews of loghub.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-11-15.
- Security+ 601 - Where to learn READING LOGS?
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SOC with machine learning
https://github.com/logpai/loglizer has an MIT license. Seems like they've done some of the heavy lifting already. If you're just looking for logs, check out https://github.com/logpai/loghub.
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PSA: PLEASE learn data structures and algorithms. The amount of people in DevOps who can't code is too damn high!
Here is an example apache log fie: If you want to try and prove me wrong write a script to find and return line numbers which contain the string "Directory index forbidden" or some other substring which is better then O(N).
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Any dataset that could be interesting to analyze using text network analysis?
Any text? How about Loghub? Maybe you could visualize links in error messages for failure analysis, for example does a seemingly harmless warning seem to be linked to a much worse problem that occurs later?
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Mining metrics from unstructured logs
Here is a summary for a log from the logpai/loghub dataset (kudos to the Logpai team for sharing this dataset):
logparser
Posts with mentions or reviews of logparser.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-10-06.
-
Log2row: A tool that detects, extracts templates, and structures logs
You use GPT-4 to extract log patterns, does it really need LLM? There are more traditional approach such as https://github.com/logpai/logparser
- A machine learning toolkit for log parsing [ICSE'19, DSN'16]
What are some alternatives?
When comparing loghub and logparser you can also consider the following projects:
coroot-aws-agent - A prometheus exporter that gathers metrics from AWS services.
ADBench - Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.
HELK - The Hunting ELK
nginx-ui - Nginx UI allows you to access and modify the nginx configurations files without cli.
scrapydweb - Web app for Scrapyd cluster management, Scrapy log analysis & visualization, Auto packaging, Timer tasks, Monitor & Alert, and Mobile UI. DEMO :point_right:
zero-log-parser - Decode Zero log files from the mobile application into text files