jesus/perfspec-learning
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Jesús Pérez Lorenzo 2025-01-27 08:21:39 +00:00
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README.md
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Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], thir repository contains source files used to generate and process data. Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], thir repository contains source files used to generate and process data.
[PrefSPEC document](PerfSPEC.pdf) Main Reference: [PrefSPEC document](PerfSPEC.pdf) as [White paper](https://en.wikipedia.org/wiki/White_paper)
[Presentación in Spanish](presentacion.pdf) [Presentación in Spanish](presentacion.pdf)
[How to install](https://repo.jesusperez.pro/jesus/perfspec-learning/src/branch/main/install.md) covers basic enviroment,tools, and recommendations.
<div style="margin: auto"> <div style="margin: auto">
<a target="_blank" href="perfspec-learning/src/branch/main/presentacion.pdf"><img src="imgs/prefSPEC-learning.png" width="800"></a> <a target="_blank" href="perfspec-learning/src/branch/main/presentacion.pdf"><img src="imgs/prefSPEC-learning.png" width="800"></a>
</div> </div>
__PerfSPEC__ has three phases: __PerfSPEC__
>[!NOTE] With `PerfSPEC` [Security Policies](https://en.wikipedia.org/wiki/Security_policy) can be managed / watched in **Proactive** mode by using <u>ranking</u>, <u>learning</u> and <u>profiles</u> for safetiness and performance.
has three phases:
- Ranking - Ranking
- Learning - Learning
@ -21,7 +27,7 @@ This repository is focused in __Learning__ phase with attention on:
- Event logs info load and process - Event logs info load and process
- Predictive learning model - Predictive learning model
> Note: It is considered that __event data collection__ in `raw-audit-logs.log.gz` are realistic and representative to simulate > Note: It is considered that __event data collection__ in `raw-audit-logs.log.xz` are realistic and representative to simulate
administrative operations. administrative operations.
## Files ## Files
@ -34,9 +40,9 @@ Tools are distributed in directories:
- [Process](process) - [Process](process)
- [Learning](learning) - [Learning](learning)
As some tasks can be used in [Python](https://python.org) or [Rust](https://www.rust-lang.org/) there are directories for each programming languge inside directories tasks. As some tasks can be used in [Python](https://python.org) or [Rust](https://www.rust-lang.org/) there are or will be directories for each programming languge inside directories tasks.
Each `task/programming-language` may have a __data__ directory where processing output files is generated. Each `task/programming-language` use a common __data__ directory where processing output files is generated.
### Collect data ### Collect data