csle-tolerance

Tolerance: (T)w(o)-(l)ev(e)l (r)ecovery (a)nd respo(n)se (c)ontrol with f(e)edback.

Requirements

• Python 3.8+
• csle-base
• csle-common
• csle-attacker
• csle-defender
• csle-collector
• gymnasium (for creating RL environments)
• numpy (for scientific computing)
• scikit-learn (For statistical computations)
• pulp (for linear programming)

Development Requirements

• Python 3.8+
• flake8 (for linting)
• flake8-rst-docstrings (for linting docstrings)
• tox (for automated testing)
• pytest (for unit tests)
• pytest-cov (for unit test coverage)
• mypy (for static typing)
• mypy-extensions (for static typing)
• mypy-protobuf (for static typing)
• types-PyYaml (for static typing)
• types-paramiko (for static typing)
• types-protobuf (for static typing)
• types-requests (for static typing)
• types-urllib3 (for static typing)
• sphinx (for API documentation)
• sphinxcontrib-napoleon (for API documentation)
• sphinx-rtd-theme (for API documentation)
• pytest-mock (for mocking tests)
• pytest-grpc (for grpc tests)

Installation

# install from pip
pip install csle-tolerance==<version>
# local install from source
$ pip install -e csle-tolerance
# or (equivalently):
make install
# force upgrade deps
$ pip install -e csle-tolerance --upgrade
# git clone and install from source
git clone https://github.com/Limmen/csle
cd csle/simulation-system/libs/csle-tolerance
pip3 install -e .
# Install development dependencies
$ pip install -r requirements_dev.txt

Development tools

Install all development tools at once:

make install_dev

or

pip install -r requirements_dev.txt

API documentation

This section contains instructions for generating API documentation using sphinx.

Latest Documentation

The latest documentation is available at https://limmen.dev/csle/docs/csle-tolerance

Generate API Documentation

First make sure that the CSLE_HOME environment variable is set:

echo $CSLE_HOME

Then generate the documentation with the commands:

cd docs
sphinx-apidoc -f -o source/ ../src/csle_tolerance/
make html

To update the official documentation at https://limmen.dev/csle, copy the generated HTML files to the documentation folder:

cp -r build/html ../../../../docs/_docs/csle-tolerance

To run all documentation commands at once, use the command:

make docs

Static code analysis

To run the Python linter, execute the following command:

flake8 .
# or (equivalently):
make lint

To run the mypy type checker, execute the following command:

mypy .
# or (equivalently):
make types

Unit tests

To run the unit tests, execute the following command:

pytest
# or (equivalently):
make unit_tests

To run tests of a specific test suite, execute the following command:

pytest -k "ClassName"

To generate a coverage report, execute the following command:

pytest --cov=csle_tolerance

Run tests and code analysis in different python environments

To run tests and code analysis in different python environemnts, execute the following command:

tox
# or (equivalently):
make tests

Create a new release and publish to PyPi

First build the package by executing:

python3 -m build
# or (equivalently)
make build

After running the command above, the built package is available at ./dist.

Push the built package to PyPi by running:

python3 -m twine upload dist/*
# or (equivalently)
make push

To run all commands for the release at once, execute:

make release

Author & Maintainer

Kim Hammar [e-mail]

Copyright and license

LICENSE

Creative Commons

(C) 2020-2025, Kim Hammar