diff --git a/about.md b/about.md
index 7cf3289..2c4d9bb 100644
--- a/about.md
+++ b/about.md
@@ -1,4 +1,9 @@
-# PerfSPEC Learning Phase
+---
+gitea: none
+include_toc: true
+---
+
+# PerfSPEC Learning Phase - ABOUT
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.
@@ -10,48 +15,12 @@ Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforc
-__PerfSPEC__ has three phases:
-- Ranking
-- Learning
-- Runtime
+# What is done so far ?
-This repository is focused in __Learning__ phase with attention on:
+- [X]
-- Event logs info load and process
-- Predictive learning model
-
-> Note: It is considered that __event data collection__ in `raw-audit-logs.log.gz` are realistic and representative to simulate
-administrative operations.
-
-## Files
-
-- `raw-audit-logs.log` contains raw Kubernetes audit logs collected using the `audit-policy.yaml` audit policy.
-
-Tools are distributed in directories:
-
-- [Collect](collect)
-- [Process](process)
-- [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.
-
-Each `task/programming-language` may have a __data__ directory where processing output files is generated.
-
-### Collect data
-
-If you wish to [collect](collect) your own dataset, there are several source files that might help:
-
-- `collect/collect.py` is a script to trigger the installation and uninstallation of public Helm repositories.
-- `collect/helm-charts.json` is a backup of Helm charts used at the time of the collection.
-
-### Process data
+# Plans
-### Learning
-
-
-
-## Reference
-
-[1]: [H. Kermabon-Bobinnec et al., "PerfSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers," in IEEE Transactions on Dependable and Secure Computing, doi: 10.1109/TDSC.2024.3420712.](https://ieeexplore.ieee.org/document/10577533)
+# In Review
\ No newline at end of file
diff --git a/imgs/full_layout.md b/imgs/full_layout.md
deleted file mode 100644
index ee16095..0000000
--- a/imgs/full_layout.md
+++ /dev/null
@@ -1,39 +0,0 @@
-# PerfSPEC Learning Phase Directory Layout
-
-
- ├── PerfSPEC.pdf Reference document
- ├── README.md
- ├── about.md
- ├── actions_distribution.pdf Generated actions distribytion
- ├── collect Collect logs scripts
- │ ├── audit-policy.yaml
- │ ├── collect.py
- │ └── helm-charts.json
- ├── data Extracted from compress archive
- │ ├── actions-dataset-audit.txt
- │ ├── actions-logs.log
- │ ├── actions_distribution.pdf
- │ ├── main-audit-logs.log
- │ └── raw-audit-logs.log
- ├── data_sample.tar.xz Compress archive with 'data'
- ├── imgs
- ├── install.md Installation notes
- ├── intro.md
- ├── learning
- │ └── python
- │ ├── __pycache__ Ignored in git
- │ ├── lib_perfspec.py
- │ ├── model_perfspec.py
- │ ├── prepare_perfspec.py
- │ ├── run_perfspec.py
- │ └── train_perfspec.py
- ├── models Extracted from compress archive
- │ ├── checkpoints
- │ │ ├── model_at_epoch_175.keras
- │ │ └── model_at_epoch_185.keras
- │ ├── history.json
- │ └── perfSPEC_model.keras
- ├── models_sample.tar.xz Comperss archive with 'models'
- ├── presentacion.pdf Presentation slides
- └── raw-audit-logs.log.xz Main Raw Logs file
-
diff --git a/intro.md b/intro.md
index efd7cbc..deda883 100644
--- a/intro.md
+++ b/intro.md
@@ -1,3 +1,8 @@
+---
+gitea: none
+include_toc: true
+---
+
# PerfSPEC Learning Phase INTRO
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.
@@ -10,48 +15,7 @@ Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforc
-__PerfSPEC__ has three phases:
+# Why ?
-- Ranking
-- Learning
-- Runtime
+Security has to be **PROACTIVE**
-This repository is focused in __Learning__ phase with attention on:
-
-- Event logs info load and process
-- Predictive learning model
-
-> Note: It is considered that __event data collection__ in `raw-audit-logs.log.gz` are realistic and representative to simulate
-administrative operations.
-
-## Files
-
-- `raw-audit-logs.log` contains raw Kubernetes audit logs collected using the `audit-policy.yaml` audit policy.
-
-Tools are distributed in directories:
-
-- [Collect](collect)
-- [Process](process)
-- [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.
-
-Each `task/programming-language` may have a __data__ directory where processing output files is generated.
-
-### Collect data
-
-If you wish to [collect](collect) your own dataset, there are several source files that might help:
-
-- `collect/collect.py` is a script to trigger the installation and uninstallation of public Helm repositories.
-- `collect/helm-charts.json` is a backup of Helm charts used at the time of the collection.
-
-### Process data
-
-
-### Learning
-
-
-
-## Reference
-
-[1]: [H. Kermabon-Bobinnec et al., "PerfSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers," in IEEE Transactions on Dependable and Secure Computing, doi: 10.1109/TDSC.2024.3420712.](https://ieeexplore.ieee.org/document/10577533)