logparser
loghub
logparser | loghub | |
---|---|---|
2 | 5 | |
1,433 | 1,530 | |
1.7% | 3.0% | |
7.5 | 5.3 | |
3 months ago | 2 days ago | |
Python | ||
GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
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logparser
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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]
loghub
- 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):
What are some alternatives?
ADBench - Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.
coroot-aws-agent - A prometheus exporter that gathers metrics from AWS services.
nginx-ui - Nginx UI allows you to access and modify the nginx configurations files without cli.
HELK - The Hunting ELK
zero-log-parser - Decode Zero log files from the mobile application into text files
scrapydweb - Web app for Scrapyd cluster management, Scrapy log analysis & visualization, Auto packaging, Timer tasks, Monitor & Alert, and Mobile UI. DEMO :point_right:
coroot-node-agent - A Prometheus exporter based on eBPF that gathers comprehensive container metrics
LogParser - A Log Parser, that create structured data from log files.
logparser - A library and a CLI tool for clustering unstructured logs.
pygotham-packaging - Notes from my presentation on Python packaging at PyGotham 2021
loglizer - A machine learning toolkit for log-based anomaly detection [ISSRE'16]