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about.md
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about.md
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---
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# PerfSPEC Learning Phase - ABOUT
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# [PerfSPEC Learning Phase](Readme.md) - ABOUT
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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], this repository contains source files used to generate and process data.
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For more info use:
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For more [PrefSPEC](Readme.md) info use:
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- [PrefSPEC main description](Readme.md)
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- [PrefSPEC introduction](intro.md)
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- [PrefSPEC reference document](PerfSPEC.pdf)
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- [Main description](Readme.md)
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- [Introduction](intro.md)
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- [Reference document](PerfSPEC.pdf)
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- [Presentación in Spanish](presentacion.pdf)
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- [How to install](https://repo.jesusperez.pro/jesus/perfspec-learning/src/branch/main/install.md)
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- [Autogenerated graph view of actions and events distribution](actions_distribution.pdf)
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# Plans
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## Tools and enviroment
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# In Review
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- [ ] Use [Polars](https://pola.rs/) by default
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- [ ] Use [Nushell](https://www.nushell.sh/] for command-line interfrace and data processing
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- [ ] Try [Rust Machine Learning](https://burn.dev/) as alternative or complement of [Keras](https://keras.io/) / [TensorFlow requiremens](https://www.tensorflow.org/install/pip)
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- [ ] Incorporate other training models and [Large language model][LLM]
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## [PerfSPEC](Readme.md)
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- [ ] Borrow some parts to [PerfSPEC Learning Phase](Readme.md) **Ranking** phase in classify and measure resources and performance costs
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- [ ] Analisys and connection with other parts of [PerfSPEC design and reference](PerfSPEC.pdf) like **Ranking** and **Runtime** phases
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# In Review
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- [ ] Check predictions accuracy
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- [ ] Validate data procedures and results
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- [ ] Verify and test use cases
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