Merge remote-tracking branch 'origin/dev' into feature/1602-update-docs
This commit is contained in:
1
.gitignore
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1
.gitignore
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@@ -140,6 +140,7 @@ cython_debug/
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# IDE
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||||
.idea/
|
||||
docs/source/primaite-dependencies.rst
|
||||
|
||||
# outputs
|
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src/primaite/outputs/
|
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|
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0
docs/_static/.gitkeep
vendored
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0
docs/_static/.gitkeep
vendored
Normal file
2
docs/_templates/custom-class-template.rst
vendored
2
docs/_templates/custom-class-template.rst
vendored
@@ -9,7 +9,7 @@
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||||
:members:
|
||||
:show-inheritance:
|
||||
:inherited-members:
|
||||
:special-members: __call__, __add__, __mul__
|
||||
:special-members: __init__, __call__, __add__, __mul__
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|
||||
{% block methods %}
|
||||
{% if methods %}
|
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|
||||
@@ -44,6 +44,7 @@ The best place to start is :ref:`about`
|
||||
:caption: Project Links:
|
||||
:hidden:
|
||||
|
||||
..
|
||||
#Code <>
|
||||
#Issues <>
|
||||
#Pull Requests <>
|
||||
|
||||
@@ -186,7 +186,7 @@ Observation Spaces
|
||||
******************
|
||||
The observation space provides the blue agent with information about the current status of nodes and links.
|
||||
|
||||
PrimAITE builds on top of Gym Spaces to create an observation space that is easily configurable for users. It's made up of components which are managed by the :py:class:`primaite.environment.observations.ObservationHandler`. Each training scenario can define its own observation space, and the user can choose which information to inlude, and how it should be formatted.
|
||||
PrimAITE builds on top of Gym Spaces to create an observation space that is easily configurable for users. It's made up of components which are managed by the :py:class:`primaite.environment.observations.ObservationsHandler`. Each training scenario can define its own observation space, and the user can choose which information to inlude, and how it should be formatted.
|
||||
|
||||
NodeLinkTable component
|
||||
-----------------------
|
||||
@@ -408,4 +408,3 @@ The PrimAITE project has an ambition to include the following enhancements in fu
|
||||
|
||||
* Integration with a suitable standardised framework to allow multi-agent integration
|
||||
* Integration with external threat emulation tools, either using off-line data, or integrating at runtime
|
||||
* Provision of data such that agents can construct alternative observation spaces (as an alternative to the default PrimAITE observation space)
|
||||
|
||||
@@ -48,6 +48,41 @@ The environment config file consists of the following attributes:
|
||||
Determines whether a NODE, ACL, or ANY (combined NODE & ACL) action space format is adopted for the session
|
||||
|
||||
|
||||
* **OBSERVATION_SPACE** [dict]
|
||||
|
||||
Allows for user to configure observation space by combining one or more observation components. List of available
|
||||
components is in :py:mod:`primaite.environment.observations`.
|
||||
|
||||
The observation space config item should have a ``components`` key which is a list of components. Each component
|
||||
config must have a ``name`` key, and can optionally have an ``options`` key. The ``options`` are passed to the
|
||||
component while it is being initialised.
|
||||
|
||||
This example illustrates the correct format for the observation space config item
|
||||
|
||||
.. code-block:: yaml
|
||||
|
||||
observation_space:
|
||||
flatten: true
|
||||
components:
|
||||
- name: NODE_LINK_TABLE
|
||||
- name: NODE_STATUSES
|
||||
- name: LINK_TRAFFIC_LEVELS
|
||||
options:
|
||||
combine_service_traffic : False
|
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quantisation_levels: 99
|
||||
|
||||
|
||||
Currently available components are:
|
||||
|
||||
* :py:mod:`NODE_LINK_TABLE<primaite.environment.observations.NodeLinkTable>` this does not accept any additional options
|
||||
* :py:mod:`NODE_STATUSES<primaite.environment.observations.NodeStatuses>`, this does not accept any additional options
|
||||
* :py:mod:`LINK_TRAFFIC_LEVELS<primaite.environment.observations.LinkTrafficLevels>`, this accepts the following options:
|
||||
|
||||
* ``combine_service_traffic`` - whether to consider bandwidth use separately for each network protocol or combine them into a single bandwidth reading (boolean)
|
||||
* ``quantisation_levels`` - how many discrete bandwidth usage levels to use for encoding. This can be an integer equal to or greater than 3.
|
||||
|
||||
The other configurable item is ``flatten`` which is false by default. When set to true, the observation space is flattened (turned into a 1-D vector). You should use this if your RL agent does not natively support observation space types like ``gym.Spaces.Tuple``.
|
||||
|
||||
* **num_episodes** [int]
|
||||
|
||||
This defines the number of episodes that the agent will train or be evaluated over.
|
||||
@@ -321,31 +356,6 @@ The Lay Down Config
|
||||
|
||||
The lay down config file consists of the following attributes:
|
||||
|
||||
* **itemType: ACTIONS** [enum]
|
||||
|
||||
Determines whether a NODE or ACL action space format is adopted for the session
|
||||
|
||||
* **itemType: OBSERVATION_SPACE** [dict]
|
||||
|
||||
Allows for user to configure observation space by combining one or more observation components. List of available
|
||||
components is is :py:mod:'primaite.environment.observations'.
|
||||
|
||||
The observation space config item should have a ``components`` key which is a list of components. Each component
|
||||
config must have a ``name`` key, and can optionally have an ``options`` key. The ``options`` are passed to the
|
||||
component while it is being initialised.
|
||||
|
||||
This example illustrates the correct format for the observation space config item
|
||||
|
||||
.. code-block::yaml
|
||||
|
||||
- item_type: OBSERVATION_SPACE
|
||||
components:
|
||||
- name: LINK_TRAFFIC_LEVELS
|
||||
options:
|
||||
combine_service_traffic: false
|
||||
quantisation_levels: 8
|
||||
- name: NODE_STATUSES
|
||||
- name: LINK_TRAFFIC_LEVELS
|
||||
|
||||
* **itemType: STEPS** [int]
|
||||
|
||||
|
||||
@@ -1,429 +0,0 @@
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Name | Version | License | URL |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Babel | 2.12.1 | BSD License | https://babel.pocoo.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| GPUtil | 1.4.0 | MIT | https://github.com/anderskm/gputil |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Gymnasium | 0.26.3 | MIT | https://gymnasium.farama.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Jinja2 | 3.1.2 | BSD License | https://palletsprojects.com/p/jinja/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Markdown | 3.4.3 | BSD License | https://Python-Markdown.github.io/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| MarkupSafe | 2.1.2 | BSD License | https://palletsprojects.com/p/markupsafe/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Pillow | 9.5.0 | Historical Permission Notice and Disclaimer (HPND) | https://python-pillow.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| PyWavelets | 1.4.1 | MIT License | https://github.com/PyWavelets/pywt |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| PyYAML | 6.0 | MIT License | https://pyyaml.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Pygments | 2.15.1 | BSD License | https://pygments.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Send2Trash | 1.8.2 | BSD License | https://github.com/arsenetar/send2trash |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Sphinx | 6.1.3 | BSD License | https://www.sphinx-doc.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| Werkzeug | 2.3.4 | BSD License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| absl-py | 1.4.0 | Apache Software License | https://github.com/abseil/abseil-py |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| aiofiles | 22.1.0 | Apache Software License | https://github.com/Tinche/aiofiles |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| aiosignal | 1.3.1 | Apache Software License | https://github.com/aio-libs/aiosignal |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| aiosqlite | 0.19.0 | MIT License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| alabaster | 0.7.13 | BSD License | https://alabaster.readthedocs.io |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| anyio | 3.7.0 | MIT License | https://anyio.readthedocs.io/en/stable/versionhistory.html |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| argon2-cffi | 21.3.0 | MIT License | https://github.com/hynek/argon2-cffi/blob/main/CHANGELOG.md |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| argon2-cffi-bindings | 21.2.0 | MIT License | https://github.com/hynek/argon2-cffi-bindings |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| arrow | 1.2.3 | Apache Software License | https://arrow.readthedocs.io |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| asttokens | 2.2.1 | Apache 2.0 | https://github.com/gristlabs/asttokens |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| astunparse | 1.6.3 | BSD License | https://github.com/simonpercivall/astunparse |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| attrs | 23.1.0 | MIT License | https://www.attrs.org/en/stable/changelog.html |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| backcall | 0.2.0 | BSD License | https://github.com/takluyver/backcall |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| beautifulsoup4 | 4.12.2 | MIT License | https://www.crummy.com/software/BeautifulSoup/bs4/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| bleach | 6.0.0 | Apache Software License | https://github.com/mozilla/bleach |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| build | 0.10.0 | MIT License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| cachetools | 5.3.0 | MIT License | https://github.com/tkem/cachetools/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| certifi | 2023.5.7 | Mozilla Public License 2.0 (MPL 2.0) | https://github.com/certifi/python-certifi |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| cffi | 1.15.1 | MIT License | http://cffi.readthedocs.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| cfgv | 3.3.1 | MIT License | https://github.com/asottile/cfgv |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| charset-normalizer | 3.1.0 | MIT License | https://github.com/Ousret/charset_normalizer |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| click | 8.1.3 | BSD License | https://palletsprojects.com/p/click/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| cloudpickle | 2.2.1 | BSD License | https://github.com/cloudpipe/cloudpickle |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| colorama | 0.4.6 | BSD License | https://github.com/tartley/colorama |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| comm | 0.1.3 | BSD License | https://github.com/ipython/comm |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| contourpy | 1.0.7 | BSD License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| coverage | 7.2.6 | Apache Software License | https://github.com/nedbat/coveragepy |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| cycler | 0.11.0 | BSD License | https://github.com/matplotlib/cycler |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| debugpy | 1.6.7 | Eclipse Public License 2.0 (EPL-2.0); MIT License | https://aka.ms/debugpy |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| decorator | 5.1.1 | BSD License | https://github.com/micheles/decorator |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| defusedxml | 0.7.1 | Python Software Foundation License | https://github.com/tiran/defusedxml |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| distlib | 0.3.6 | Python Software Foundation License | https://github.com/pypa/distlib |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| dm-tree | 0.1.8 | Apache Software License | https://github.com/deepmind/tree |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| docutils | 0.19 | BSD License; GNU General Public License (GPL); Public Domain; Python Software Foundation License | https://docutils.sourceforge.io/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| exceptiongroup | 1.1.1 | MIT License | https://github.com/agronholm/exceptiongroup/blob/main/CHANGES.rst |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| executing | 1.2.0 | MIT License | https://github.com/alexmojaki/executing |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| fastjsonschema | 2.17.1 | BSD License | https://github.com/horejsek/python-fastjsonschema |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| filelock | 3.12.0 | The Unlicense (Unlicense) | https://github.com/tox-dev/py-filelock |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| flake8 | 6.0.0 | MIT License | https://github.com/pycqa/flake8 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| flatbuffers | 23.5.26 | Apache Software License | https://google.github.io/flatbuffers/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| fonttools | 4.39.4 | MIT License | http://github.com/fonttools/fonttools |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| fqdn | 1.5.1 | Mozilla Public License 2.0 (MPL 2.0) | https://github.com/ypcrts/fqdn |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| frozenlist | 1.3.3 | Apache Software License | https://github.com/aio-libs/frozenlist |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| furo | 2023.3.27 | MIT License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| gast | 0.4.0 | BSD License | https://github.com/serge-sans-paille/gast/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| google-auth | 2.19.0 | Apache Software License | https://github.com/googleapis/google-auth-library-python |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| google-auth-oauthlib | 0.4.6 | Apache Software License | https://github.com/GoogleCloudPlatform/google-auth-library-python-oauthlib |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| google-pasta | 0.2.0 | Apache Software License | https://github.com/google/pasta |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| grpcio | 1.51.3 | Apache Software License | https://grpc.io |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| gym | 0.21.0 | UNKNOWN | https://github.com/openai/gym |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| gymnasium-notices | 0.0.1 | MIT License | https://github.com/Farama-Foundation/gym-notices |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| h5py | 3.9.0 | BSD License | https://www.h5py.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| identify | 2.5.24 | MIT License | https://github.com/pre-commit/identify |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| idna | 3.4 | BSD License | https://github.com/kjd/idna |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| imageio | 2.29.0 | BSD License | https://github.com/imageio/imageio |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| imagesize | 1.4.1 | MIT License | https://github.com/shibukawa/imagesize_py |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| importlib-metadata | 4.13.0 | Apache Software License | https://github.com/python/importlib_metadata |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| iniconfig | 2.0.0 | MIT License | https://github.com/pytest-dev/iniconfig |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| ipykernel | 6.23.1 | BSD License | https://ipython.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| ipython | 8.13.2 | BSD License | https://ipython.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| ipython-genutils | 0.2.0 | BSD License | http://ipython.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| isoduration | 20.11.0 | ISC License (ISCL) | https://github.com/bolsote/isoduration |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jax | 0.4.12 | Apache-2.0 | https://github.com/google/jax |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jedi | 0.18.2 | MIT License | https://github.com/davidhalter/jedi |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| json5 | 0.9.14 | Apache Software License | https://github.com/dpranke/pyjson5 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jsonpointer | 2.3 | BSD License | https://github.com/stefankoegl/python-json-pointer |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jsonschema | 4.17.3 | MIT License | https://github.com/python-jsonschema/jsonschema |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter-events | 0.6.3 | BSD License | http://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter-server | 1.24.0 | BSD License | https://jupyter-server.readthedocs.io |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter-ydoc | 0.2.4 | BSD 3-Clause License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter_client | 8.2.0 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter_core | 5.3.0 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter_server_fileid | 0.9.0 | BSD License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter_server_terminals | 0.4.4 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyter_server_ydoc | 0.6.1 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyterlab | 3.6.1 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyterlab-pygments | 0.2.2 | BSD | https://github.com/jupyterlab/jupyterlab_pygments |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| jupyterlab_server | 2.22.1 | BSD License | https://jupyterlab-server.readthedocs.io |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| keras | 2.12.0 | Apache Software License | https://keras.io/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| kiwisolver | 1.4.4 | BSD License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| lazy_loader | 0.2 | BSD License | https://github.com/scientific-python/lazy_loader |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| libclang | 16.0.0 | Apache Software License | https://github.com/sighingnow/libclang |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| lz4 | 4.3.2 | BSD License | https://github.com/python-lz4/python-lz4 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| markdown-it-py | 2.2.0 | MIT License | https://github.com/executablebooks/markdown-it-py |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| matplotlib | 3.7.1 | Python Software Foundation License | https://matplotlib.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| matplotlib-inline | 0.1.6 | BSD 3-Clause | https://github.com/ipython/matplotlib-inline |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| mavizstyle | 1.0.0 | UNKNOWN | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| mccabe | 0.7.0 | MIT License | https://github.com/pycqa/mccabe |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| mdurl | 0.1.2 | MIT License | https://github.com/executablebooks/mdurl |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| mistune | 2.0.5 | BSD License | https://github.com/lepture/mistune |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| ml-dtypes | 0.2.0 | Apache Software License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| mock | 5.0.2 | BSD License | http://mock.readthedocs.org/en/latest/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| mpmath | 1.3.0 | BSD License | http://mpmath.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| msgpack | 1.0.5 | Apache Software License | https://msgpack.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| nbclassic | 0.5.6 | BSD License | https://github.com/jupyter/nbclassic |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| nbclient | 0.8.0 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| nbconvert | 7.4.0 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| nbformat | 5.9.0 | BSD License | https://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| nest-asyncio | 1.5.6 | BSD License | https://github.com/erdewit/nest_asyncio |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| networkx | 3.1 | BSD License | https://networkx.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| nodeenv | 1.8.0 | BSD License | https://github.com/ekalinin/nodeenv |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| notebook | 6.5.4 | BSD License | http://jupyter.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| notebook_shim | 0.2.3 | BSD License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| numpy | 1.23.5 | BSD License | https://www.numpy.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| oauthlib | 3.2.2 | BSD License | https://github.com/oauthlib/oauthlib |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| opt-einsum | 3.3.0 | MIT | https://github.com/dgasmith/opt_einsum |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| overrides | 7.3.1 | Apache License, Version 2.0 | https://github.com/mkorpela/overrides |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| packaging | 23.1 | Apache Software License; BSD License | https://github.com/pypa/packaging |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pandas | 2.0.1 | BSD License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pandocfilters | 1.5.0 | BSD License | http://github.com/jgm/pandocfilters |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| parso | 0.8.3 | MIT License | https://github.com/davidhalter/parso |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pickleshare | 0.7.5 | MIT License | https://github.com/pickleshare/pickleshare |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| platformdirs | 3.5.1 | MIT License | https://github.com/platformdirs/platformdirs |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| plotly | 5.15.0 | MIT License | https://plotly.com/python/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pluggy | 1.0.0 | MIT License | https://github.com/pytest-dev/pluggy |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pre-commit | 2.20.0 | MIT License | https://github.com/pre-commit/pre-commit |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| primaite | 2.0.0rc1 | GFX | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| primaite | 2.0.0rc1 | GFX | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| primaite | 2.0.0rc1 | GFX | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| prometheus-client | 0.17.0 | Apache Software License | https://github.com/prometheus/client_python |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| prompt-toolkit | 3.0.38 | BSD License | https://github.com/prompt-toolkit/python-prompt-toolkit |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| protobuf | 3.20.3 | BSD-3-Clause | https://developers.google.com/protocol-buffers/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| psutil | 5.9.5 | BSD License | https://github.com/giampaolo/psutil |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pure-eval | 0.2.2 | MIT License | http://github.com/alexmojaki/pure_eval |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pyasn1 | 0.5.0 | BSD License | https://github.com/pyasn1/pyasn1 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pyasn1-modules | 0.3.0 | BSD License | https://github.com/pyasn1/pyasn1-modules |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pycodestyle | 2.10.0 | MIT License | https://pycodestyle.pycqa.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pycparser | 2.21 | BSD License | https://github.com/eliben/pycparser |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pyflakes | 3.0.1 | MIT License | https://github.com/PyCQA/pyflakes |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pyparsing | 3.0.9 | MIT License | https://github.com/pyparsing/pyparsing/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pyproject_hooks | 1.0.0 | MIT License | https://github.com/pypa/pyproject-hooks |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pyrsistent | 0.19.3 | MIT License | https://github.com/tobgu/pyrsistent/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pytest | 7.2.0 | MIT License | https://docs.pytest.org/en/latest/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pytest-cov | 4.0.0 | MIT License | https://github.com/pytest-dev/pytest-cov |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pytest-flake8 | 1.1.1 | BSD License | https://github.com/tholo/pytest-flake8 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| python-dateutil | 2.8.2 | Apache Software License; BSD License | https://github.com/dateutil/dateutil |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| python-json-logger | 2.0.7 | BSD License | http://github.com/madzak/python-json-logger |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pytz | 2023.3 | MIT License | http://pythonhosted.org/pytz |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pywin32 | 306 | Python Software Foundation License | https://github.com/mhammond/pywin32 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pywinpty | 2.0.10 | MIT | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| pyzmq | 25.1.0 | BSD License; GNU Library or Lesser General Public License (LGPL) | https://pyzmq.readthedocs.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| ray | 2.2.0 | Apache 2.0 | https://github.com/ray-project/ray |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| requests | 2.31.0 | Apache Software License | https://requests.readthedocs.io |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| requests-oauthlib | 1.3.1 | BSD License | https://github.com/requests/requests-oauthlib |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| rfc3339-validator | 0.1.4 | MIT License | https://github.com/naimetti/rfc3339-validator |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| rfc3986-validator | 0.1.1 | MIT License | https://github.com/naimetti/rfc3986-validator |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| rich | 13.3.5 | MIT License | https://github.com/Textualize/rich |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| rsa | 4.9 | Apache Software License | https://stuvel.eu/rsa |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| ruff | 0.0.272 | MIT License | https://github.com/charliermarsh/ruff |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| scikit-image | 0.20.0 | BSD License | https://scikit-image.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| scipy | 1.10.1 | BSD License | https://scipy.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| shellingham | 1.5.0.post1 | ISC License (ISCL) | https://github.com/sarugaku/shellingham |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| six | 1.16.0 | MIT License | https://github.com/benjaminp/six |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sniffio | 1.3.0 | Apache Software License; MIT License | https://github.com/python-trio/sniffio |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| snowballstemmer | 2.2.0 | BSD License | https://github.com/snowballstem/snowball |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| soupsieve | 2.4.1 | MIT License | https://github.com/facelessuser/soupsieve |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinx-basic-ng | 1.0.0b1 | MIT License | https://github.com/pradyunsg/sphinx-basic-ng |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinx-code-tabs | 0.5.3 | The Unlicense (Unlicense) | https://github.com/coldfix/sphinx-code-tabs |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinx-copybutton | 0.5.2 | MIT License | https://github.com/executablebooks/sphinx-copybutton |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinxcontrib-applehelp | 1.0.4 | BSD License | https://www.sphinx-doc.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinxcontrib-devhelp | 1.0.2 | BSD License | http://sphinx-doc.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinxcontrib-htmlhelp | 2.0.1 | BSD License | https://www.sphinx-doc.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinxcontrib-jsmath | 1.0.1 | BSD License | http://sphinx-doc.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinxcontrib-qthelp | 1.0.3 | BSD License | http://sphinx-doc.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sphinxcontrib-serializinghtml | 1.1.5 | BSD License | http://sphinx-doc.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| stable-baselines3 | 1.6.2 | MIT | https://github.com/DLR-RM/stable-baselines3 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| stack-data | 0.6.2 | MIT License | http://github.com/alexmojaki/stack_data |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| sympy | 1.12 | BSD License | https://sympy.org |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tabulate | 0.9.0 | MIT License | https://github.com/astanin/python-tabulate |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tenacity | 8.2.2 | Apache Software License | https://github.com/jd/tenacity |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorboard | 2.11.2 | Apache Software License | https://github.com/tensorflow/tensorboard |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorboard-data-server | 0.6.1 | Apache Software License | https://github.com/tensorflow/tensorboard/tree/master/tensorboard/data/server |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorboard-plugin-wit | 1.8.1 | Apache 2.0 | https://whatif-tool.dev |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorboardX | 2.6 | MIT License | https://github.com/lanpa/tensorboardX |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorflow | 2.12.0 | Apache Software License | https://www.tensorflow.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorflow-estimator | 2.12.0 | Apache Software License | https://www.tensorflow.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorflow-intel | 2.12.0 | Apache Software License | https://www.tensorflow.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tensorflow-io-gcs-filesystem | 0.31.0 | Apache Software License | https://github.com/tensorflow/io |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| termcolor | 2.3.0 | MIT License | https://github.com/termcolor/termcolor |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| terminado | 0.17.1 | BSD License | https://github.com/jupyter/terminado |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tifffile | 2023.4.12 | BSD License | https://www.cgohlke.com |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tinycss2 | 1.2.1 | BSD License | https://www.courtbouillon.org/tinycss2 |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| toml | 0.10.2 | MIT License | https://github.com/uiri/toml |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tomli | 2.0.1 | MIT License | https://github.com/hukkin/tomli |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| torch | 2.0.1 | BSD License | https://pytorch.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tornado | 6.3.2 | Apache Software License | http://www.tornadoweb.org/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| traitlets | 5.9.0 | BSD License | https://github.com/ipython/traitlets |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| typer | 0.9.0 | MIT License | https://github.com/tiangolo/typer |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| typing_extensions | 4.6.2 | Python Software Foundation License | https://github.com/python/typing_extensions/issues |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| tzdata | 2023.3 | Apache Software License | https://github.com/python/tzdata |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| uri-template | 1.2.0 | MIT License | https://github.com/plinss/uri_template/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| urllib3 | 1.26.16 | MIT License | https://urllib3.readthedocs.io/ |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| virtualenv | 20.21.0 | MIT License | https://github.com/pypa/virtualenv |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| webcolors | 1.13 | BSD License | UNKNOWN |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| webencodings | 0.5.1 | BSD License | https://github.com/SimonSapin/python-webencodings |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| websocket-client | 1.5.2 | Apache Software License | https://github.com/websocket-client/websocket-client.git |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| wrapt | 1.14.1 | BSD License | https://github.com/GrahamDumpleton/wrapt |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| y-py | 0.5.9 | MIT License | https://github.com/y-crdt/ypy |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| ypy-websocket | 0.8.2 | UNKNOWN | https://github.com/y-crdt/ypy-websocket |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
| zipp | 3.15.0 | MIT License | https://github.com/jaraco/zipp |
|
||||
+-------------------------------+-------------+--------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------+
|
||||
@@ -1 +1,2 @@
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
"""Access Control List. Models firewall functionality."""
|
||||
|
||||
@@ -9,7 +9,7 @@ class AccessControlList:
|
||||
"""Access Control List class."""
|
||||
|
||||
def __init__(self):
|
||||
"""Init."""
|
||||
"""Initialise an empty AccessControlList."""
|
||||
self.acl: Dict[str, ACLRule] = {} # A dictionary of ACL Rules
|
||||
|
||||
def check_address_match(self, _rule: ACLRule, _source_ip_address: str, _dest_ip_address: str) -> bool:
|
||||
|
||||
@@ -7,14 +7,13 @@ class ACLRule:
|
||||
|
||||
def __init__(self, _permission, _source_ip, _dest_ip, _protocol, _port):
|
||||
"""
|
||||
Init.
|
||||
Initialise an ACL Rule.
|
||||
|
||||
Args:
|
||||
_permission: The permission (ALLOW or DENY)
|
||||
_source_ip: The source IP address
|
||||
_dest_ip: The destination IP address
|
||||
_protocol: The rule protocol
|
||||
_port: The rule port
|
||||
:param _permission: The permission (ALLOW or DENY)
|
||||
:param _source_ip: The source IP address
|
||||
:param _dest_ip: The destination IP address
|
||||
:param _protocol: The rule protocol
|
||||
:param _port: The rule port
|
||||
"""
|
||||
self.permission = _permission
|
||||
self.source_ip = _source_ip
|
||||
|
||||
@@ -0,0 +1 @@
|
||||
"""Common interface between RL agents from different libraries and PrimAITE."""
|
||||
|
||||
@@ -42,12 +42,21 @@ class AgentSessionABC(ABC):
|
||||
"""
|
||||
An ABC that manages training and/or evaluation of agents in PrimAITE.
|
||||
|
||||
This class cannot be directly instantiated and must be inherited from
|
||||
with all implemented abstract methods implemented.
|
||||
This class cannot be directly instantiated and must be inherited from with all implemented abstract methods
|
||||
implemented.
|
||||
"""
|
||||
|
||||
@abstractmethod
|
||||
def __init__(self, training_config_path, lay_down_config_path):
|
||||
"""
|
||||
Initialise an agent session from config files.
|
||||
|
||||
:param training_config_path: YAML file containing configurable items defined in
|
||||
`primaite.config.training_config.TrainingConfig`
|
||||
:type training_config_path: Union[path, str]
|
||||
:param lay_down_config_path: YAML file containing configurable items for generating network laydown.
|
||||
:type lay_down_config_path: Union[path, str]
|
||||
"""
|
||||
if not isinstance(training_config_path, Path):
|
||||
training_config_path = Path(training_config_path)
|
||||
self._training_config_path: Final[Union[Path, str]] = training_config_path
|
||||
@@ -55,7 +64,7 @@ class AgentSessionABC(ABC):
|
||||
|
||||
if not isinstance(lay_down_config_path, Path):
|
||||
lay_down_config_path = Path(lay_down_config_path)
|
||||
self._lay_down_config_path: Final[Union[Path]] = lay_down_config_path
|
||||
self._lay_down_config_path: Final[Union[Path, str]] = lay_down_config_path
|
||||
self._lay_down_config: Dict = lay_down_config.load(self._lay_down_config_path)
|
||||
self.sb3_output_verbose_level = self._training_config.sb3_output_verbose_level
|
||||
|
||||
@@ -305,11 +314,20 @@ class HardCodedAgentSessionABC(AgentSessionABC):
|
||||
"""
|
||||
An Agent Session ABC for evaluation deterministic agents.
|
||||
|
||||
This class cannot be directly instantiated and must be inherited from
|
||||
with all implemented abstract methods implemented.
|
||||
This class cannot be directly instantiated and must be inherited from with all implemented abstract methods
|
||||
implemented.
|
||||
"""
|
||||
|
||||
def __init__(self, training_config_path, lay_down_config_path):
|
||||
"""
|
||||
Initialise a hardcoded agent session.
|
||||
|
||||
:param training_config_path: YAML file containing configurable items defined in
|
||||
`primaite.config.training_config.TrainingConfig`
|
||||
:type training_config_path: Union[path, str]
|
||||
:param lay_down_config_path: YAML file containing configurable items for generating network laydown.
|
||||
:type lay_down_config_path: Union[path, str]
|
||||
"""
|
||||
super().__init__(training_config_path, lay_down_config_path)
|
||||
self._setup()
|
||||
|
||||
|
||||
@@ -439,7 +439,8 @@ class HardCodedACLAgent(HardCodedAgentSessionABC):
|
||||
return action
|
||||
|
||||
def _calculate_action_basic_view(self, obs: np.ndarray) -> int:
|
||||
"""Calculate a good acl-based action for the blue agent to take.
|
||||
"""
|
||||
Calculate a good acl-based action for the blue agent to take.
|
||||
|
||||
Uses ONLY information from the current observation with NO knowledge
|
||||
of previous actions taken and NO reward feedback.
|
||||
|
||||
@@ -44,6 +44,18 @@ class RLlibAgent(AgentSessionABC):
|
||||
"""An AgentSession class that implements a Ray RLlib agent."""
|
||||
|
||||
def __init__(self, training_config_path, lay_down_config_path):
|
||||
"""
|
||||
Initialise the RLLib Agent training session.
|
||||
|
||||
:param training_config_path: YAML file containing configurable items defined in
|
||||
`primaite.config.training_config.TrainingConfig`
|
||||
:type training_config_path: Union[path, str]
|
||||
:param lay_down_config_path: YAML file containing configurable items for generating network laydown.
|
||||
:type lay_down_config_path: Union[path, str]
|
||||
:raises ValueError: If the training config contains an unexpected value for agent_framework (should be "RLLIB")
|
||||
:raises ValueError: If the training config contains an unexpected value for agent_identifies (should be `PPO`
|
||||
or `A2C`)
|
||||
"""
|
||||
super().__init__(training_config_path, lay_down_config_path)
|
||||
if not self._training_config.agent_framework == AgentFramework.RLLIB:
|
||||
msg = f"Expected RLLIB agent_framework, " f"got {self._training_config.agent_framework}"
|
||||
|
||||
@@ -19,6 +19,18 @@ class SB3Agent(AgentSessionABC):
|
||||
"""An AgentSession class that implements a Stable Baselines3 agent."""
|
||||
|
||||
def __init__(self, training_config_path, lay_down_config_path):
|
||||
"""
|
||||
Initialise the SB3 Agent training session.
|
||||
|
||||
:param training_config_path: YAML file containing configurable items defined in
|
||||
`primaite.config.training_config.TrainingConfig`
|
||||
:type training_config_path: Union[path, str]
|
||||
:param lay_down_config_path: YAML file containing configurable items for generating network laydown.
|
||||
:type lay_down_config_path: Union[path, str]
|
||||
:raises ValueError: If the training config contains an unexpected value for agent_framework (should be "SB3")
|
||||
:raises ValueError: If the training config contains an unexpected value for agent_identifies (should be `PPO`
|
||||
or `A2C`)
|
||||
"""
|
||||
super().__init__(training_config_path, lay_down_config_path)
|
||||
if not self._training_config.agent_framework == AgentFramework.SB3:
|
||||
msg = f"Expected SB3 agent_framework, " f"got {self._training_config.agent_framework}"
|
||||
|
||||
@@ -17,8 +17,7 @@ class DummyAgent(HardCodedAgentSessionABC):
|
||||
"""
|
||||
A Dummy Agent.
|
||||
|
||||
All action spaces setup so dummy action is always 0 regardless of action
|
||||
type used.
|
||||
All action spaces setup so dummy action is always 0 regardless of action type used.
|
||||
"""
|
||||
|
||||
def _calculate_action(self, obs):
|
||||
|
||||
@@ -67,7 +67,8 @@ def transform_action_acl_readable(action: List[str]) -> List[Union[str, int]]:
|
||||
|
||||
|
||||
def is_valid_node_action(action: List[int]) -> bool:
|
||||
"""Is the node action an actual valid action.
|
||||
"""
|
||||
Is the node action an actual valid action.
|
||||
|
||||
Only uses information about the action to determine if the action has an effect
|
||||
|
||||
@@ -183,7 +184,6 @@ def transform_change_obs_readable(obs: np.ndarray) -> List[List[Union[str, int]]
|
||||
os_states = [SoftwareState(i).name for i in obs[:, 2]]
|
||||
new_obs = [ids, operating_states, os_states]
|
||||
|
||||
# changed range(3,...) to range(4,...) because we added file system which was new since ADSP
|
||||
for service in range(4, obs.shape[1]):
|
||||
# Links bit/s don't have a service state
|
||||
service_states = [SoftwareState(i).name if i <= 4 else i for i in obs[:, service]]
|
||||
|
||||
@@ -1 +1,2 @@
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
"""Objects which are shared between many PrimAITE modules."""
|
||||
|
||||
@@ -7,10 +7,10 @@ class Protocol(object):
|
||||
|
||||
def __init__(self, _name):
|
||||
"""
|
||||
Init.
|
||||
Initialise a protocol.
|
||||
|
||||
Args:
|
||||
_name: The protocol name
|
||||
:param _name: The name of the protocol
|
||||
:type _name: str
|
||||
"""
|
||||
self.name = _name
|
||||
self.load = 0 # bps
|
||||
|
||||
@@ -9,7 +9,7 @@ class Service(object):
|
||||
|
||||
def __init__(self, name: str, port: str, software_state: SoftwareState):
|
||||
"""
|
||||
Init.
|
||||
Initialise a service.
|
||||
|
||||
:param name: The service name.
|
||||
:param port: The service port.
|
||||
|
||||
@@ -0,0 +1 @@
|
||||
"""Configuration parameters for running experiments."""
|
||||
|
||||
@@ -26,8 +26,7 @@ def load(file_path: Union[str, Path], legacy_file: bool = False) -> Dict:
|
||||
Read in a lay down config yaml file.
|
||||
|
||||
:param file_path: The config file path.
|
||||
:param legacy_file: True if the config file is legacy format, otherwise
|
||||
False.
|
||||
:param legacy_file: True if the config file is legacy format, otherwise False.
|
||||
:return: The lay down config as a dict.
|
||||
:raises ValueError: If the file_path does not exist.
|
||||
"""
|
||||
|
||||
@@ -291,14 +291,11 @@ def convert_legacy_training_config_dict(
|
||||
Convert a legacy training config dict to the new format.
|
||||
|
||||
:param legacy_config_dict: A legacy training config dict.
|
||||
:param agent_framework: The agent framework to use as legacy training
|
||||
configs don't have agent_framework values.
|
||||
:param agent_identifier: The red agent identifier to use as legacy
|
||||
training configs don't have agent_identifier values.
|
||||
:param action_type: The action space type to set as legacy training configs
|
||||
don't have action_type values.
|
||||
:param num_steps: The number of steps to set as legacy training configs
|
||||
don't have num_steps values.
|
||||
:param agent_framework: The agent framework to use as legacy training configs don't have agent_framework values.
|
||||
:param agent_identifier: The red agent identifier to use as legacy training configs don't have agent_identifier
|
||||
values.
|
||||
:param action_type: The action space type to set as legacy training configs don't have action_type values.
|
||||
:param num_steps: The number of steps to set as legacy training configs don't have num_steps values.
|
||||
:return: The converted training config dict.
|
||||
"""
|
||||
config_dict = {
|
||||
|
||||
@@ -1,3 +1,4 @@
|
||||
"""Utility to generate plots of sessions metrics after PrimAITE."""
|
||||
from enum import Enum
|
||||
|
||||
|
||||
|
||||
@@ -1 +1,2 @@
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
"""Gym/Gymnasium environment for RL agents consisting of a simulated computer network."""
|
||||
|
||||
@@ -25,6 +25,12 @@ class AbstractObservationComponent(ABC):
|
||||
|
||||
@abstractmethod
|
||||
def __init__(self, env: "Primaite"):
|
||||
"""
|
||||
Initialise observation component.
|
||||
|
||||
:param env: Primaite training environment.
|
||||
:type env: Primaite
|
||||
"""
|
||||
_LOGGER.info(f"Initialising {self} observation component")
|
||||
self.env: "Primaite" = env
|
||||
self.space: spaces.Space
|
||||
@@ -44,11 +50,13 @@ class AbstractObservationComponent(ABC):
|
||||
|
||||
|
||||
class NodeLinkTable(AbstractObservationComponent):
|
||||
"""Table with nodes and links as rows and hardware/software status as cols.
|
||||
"""
|
||||
Table with nodes and links as rows and hardware/software status as cols.
|
||||
|
||||
This will create the observation space formatted as a table of integers.
|
||||
There is one row per node, followed by one row per link.
|
||||
The number of columns is 4 plus one per service. They are:
|
||||
|
||||
* node/link ID
|
||||
* node hardware status / 0 for links
|
||||
* node operating system status (if active/service) / 0 for links
|
||||
@@ -67,6 +75,12 @@ class NodeLinkTable(AbstractObservationComponent):
|
||||
_DATA_TYPE: type = np.int64
|
||||
|
||||
def __init__(self, env: "Primaite"):
|
||||
"""
|
||||
Initialise a NodeLinkTable observation space component.
|
||||
|
||||
:param env: Training environment.
|
||||
:type env: Primaite
|
||||
"""
|
||||
super().__init__(env)
|
||||
|
||||
# 1. Define the shape of your observation space component
|
||||
@@ -88,7 +102,8 @@ class NodeLinkTable(AbstractObservationComponent):
|
||||
self.structure = self.generate_structure()
|
||||
|
||||
def update(self):
|
||||
"""Update the observation based on current environment state.
|
||||
"""
|
||||
Update the observation based on current environment state.
|
||||
|
||||
The structure of the observation space is described in :class:`.NodeLinkTable`
|
||||
"""
|
||||
@@ -169,12 +184,14 @@ class NodeLinkTable(AbstractObservationComponent):
|
||||
|
||||
|
||||
class NodeStatuses(AbstractObservationComponent):
|
||||
"""Flat list of nodes' hardware, OS, file system, and service states.
|
||||
"""
|
||||
Flat list of nodes' hardware, OS, file system, and service states.
|
||||
|
||||
The MultiDiscrete observation space can be though of as a one-dimensional vector of discrete states, represented by
|
||||
integers.
|
||||
Each node has 3 elements plus 1 per service. It will have the following structure:
|
||||
.. code-block::
|
||||
|
||||
[
|
||||
node1 hardware state,
|
||||
node1 OS state,
|
||||
@@ -190,14 +207,17 @@ class NodeStatuses(AbstractObservationComponent):
|
||||
node2 serviceN state (one for each service),
|
||||
...
|
||||
]
|
||||
|
||||
:param env: The environment that forms the basis of the observations
|
||||
:type env: Primaite
|
||||
"""
|
||||
|
||||
_DATA_TYPE: type = np.int64
|
||||
|
||||
def __init__(self, env: "Primaite"):
|
||||
"""
|
||||
Initialise a NodeStatuses observation component.
|
||||
|
||||
:param env: Training environment.
|
||||
:type env: Primaite
|
||||
"""
|
||||
super().__init__(env)
|
||||
|
||||
# 1. Define the shape of your observation space component
|
||||
@@ -218,7 +238,8 @@ class NodeStatuses(AbstractObservationComponent):
|
||||
self.structure = self.generate_structure()
|
||||
|
||||
def update(self):
|
||||
"""Update the observation based on current environment state.
|
||||
"""
|
||||
Update the observation based on current environment state.
|
||||
|
||||
The structure of the observation space is described in :class:`.NodeStatuses`
|
||||
"""
|
||||
@@ -271,28 +292,22 @@ class NodeStatuses(AbstractObservationComponent):
|
||||
|
||||
|
||||
class LinkTrafficLevels(AbstractObservationComponent):
|
||||
"""Flat list of traffic levels encoded into banded categories.
|
||||
"""
|
||||
Flat list of traffic levels encoded into banded categories.
|
||||
|
||||
For each link, total traffic or traffic per service is encoded into a categorical value.
|
||||
For example, if ``quantisation_levels=5``, the traffic levels represent these values:
|
||||
0 = No traffic (0% of bandwidth)
|
||||
1 = No traffic (0%-33% of bandwidth)
|
||||
2 = No traffic (33%-66% of bandwidth)
|
||||
3 = No traffic (66%-100% of bandwidth)
|
||||
4 = No traffic (100% of bandwidth)
|
||||
|
||||
* 0 = No traffic (0% of bandwidth)
|
||||
* 1 = No traffic (0%-33% of bandwidth)
|
||||
* 2 = No traffic (33%-66% of bandwidth)
|
||||
* 3 = No traffic (66%-100% of bandwidth)
|
||||
* 4 = No traffic (100% of bandwidth)
|
||||
|
||||
.. note::
|
||||
The lowest category always corresponds to no traffic and the highest category to the link being at max capacity.
|
||||
Any amount of traffic between 0% and 100% (exclusive) is divided evenly into the remaining categories.
|
||||
|
||||
:param env: The environment that forms the basis of the observations
|
||||
:type env: Primaite
|
||||
:param combine_service_traffic: Whether to consider total traffic on the link, or each protocol individually,
|
||||
defaults to False
|
||||
:type combine_service_traffic: bool, optional
|
||||
:param quantisation_levels: How many bands to consider when converting the traffic amount to a categorical value ,
|
||||
defaults to 5
|
||||
:type quantisation_levels: int, optional
|
||||
"""
|
||||
|
||||
_DATA_TYPE: type = np.int64
|
||||
@@ -303,6 +318,18 @@ class LinkTrafficLevels(AbstractObservationComponent):
|
||||
combine_service_traffic: bool = False,
|
||||
quantisation_levels: int = 5,
|
||||
):
|
||||
"""
|
||||
Initialise a LinkTrafficLevels observation component.
|
||||
|
||||
:param env: The environment that forms the basis of the observations
|
||||
:type env: Primaite
|
||||
:param combine_service_traffic: Whether to consider total traffic on the link, or each protocol individually,
|
||||
defaults to False
|
||||
:type combine_service_traffic: bool, optional
|
||||
:param quantisation_levels: How many bands to consider when converting the traffic amount to a categorical
|
||||
value, defaults to 5
|
||||
:type quantisation_levels: int, optional
|
||||
"""
|
||||
if quantisation_levels < 3:
|
||||
_msg = (
|
||||
f"quantisation_levels must be 3 or more because the lowest and highest levels are "
|
||||
@@ -333,7 +360,8 @@ class LinkTrafficLevels(AbstractObservationComponent):
|
||||
self.structure = self.generate_structure()
|
||||
|
||||
def update(self):
|
||||
"""Update the observation based on current environment state.
|
||||
"""
|
||||
Update the observation based on current environment state.
|
||||
|
||||
The structure of the observation space is described in :class:`.LinkTrafficLevels`
|
||||
"""
|
||||
@@ -374,10 +402,11 @@ class LinkTrafficLevels(AbstractObservationComponent):
|
||||
|
||||
|
||||
class ObservationsHandler:
|
||||
"""Component-based observation space handler.
|
||||
"""
|
||||
Component-based observation space handler.
|
||||
|
||||
This allows users to configure observation spaces by mixing and matching components.
|
||||
Each component can also define further parameters to make them more flexible.
|
||||
This allows users to configure observation spaces by mixing and matching components. Each component can also define
|
||||
further parameters to make them more flexible.
|
||||
"""
|
||||
|
||||
_REGISTRY: Final[Dict[str, type]] = {
|
||||
@@ -387,6 +416,7 @@ class ObservationsHandler:
|
||||
}
|
||||
|
||||
def __init__(self):
|
||||
"""Initialise the observation handler."""
|
||||
self.registered_obs_components: List[AbstractObservationComponent] = []
|
||||
|
||||
# internal the observation space (unflattened version of space if flatten=True)
|
||||
@@ -414,7 +444,8 @@ class ObservationsHandler:
|
||||
self._flat_observation = spaces.flatten(self._space, self._observation)
|
||||
|
||||
def register(self, obs_component: AbstractObservationComponent):
|
||||
"""Add a component for this handler to track.
|
||||
"""
|
||||
Add a component for this handler to track.
|
||||
|
||||
:param obs_component: The component to add.
|
||||
:type obs_component: AbstractObservationComponent
|
||||
@@ -423,10 +454,11 @@ class ObservationsHandler:
|
||||
self.update_space()
|
||||
|
||||
def deregister(self, obs_component: AbstractObservationComponent):
|
||||
"""Remove a component from this handler.
|
||||
"""
|
||||
Remove a component from this handler.
|
||||
|
||||
:param obs_component: Which component to remove. It must exist within this object's
|
||||
``registered_obs_components`` attribute.
|
||||
``registered_obs_components`` attribute.
|
||||
:type obs_component: AbstractObservationComponent
|
||||
"""
|
||||
self.registered_obs_components.remove(obs_component)
|
||||
@@ -466,11 +498,13 @@ class ObservationsHandler:
|
||||
|
||||
@classmethod
|
||||
def from_config(cls, env: "Primaite", obs_space_config: dict):
|
||||
"""Parse a config dictinary, return a new observation handler populated with new observation component objects.
|
||||
"""
|
||||
Parse a config dictinary, return a new observation handler populated with new observation component objects.
|
||||
|
||||
The expected format for the config dictionary is:
|
||||
|
||||
..code-block::python
|
||||
.. code-block:: python
|
||||
|
||||
config = {
|
||||
components: [
|
||||
{
|
||||
@@ -510,7 +544,8 @@ class ObservationsHandler:
|
||||
return handler
|
||||
|
||||
def describe_structure(self):
|
||||
"""Create a list of names for the features of the obs space.
|
||||
"""
|
||||
Create a list of names for the features of the obs space.
|
||||
|
||||
The order of labels follows the flattened version of the space.
|
||||
"""
|
||||
|
||||
@@ -73,8 +73,7 @@ class Primaite(Env):
|
||||
:param training_config_path: The training config filepath.
|
||||
:param lay_down_config_path: The lay down config filepath.
|
||||
:param session_path: The directory path the session is writing to.
|
||||
:param timestamp_str: The session timestamp in the format:
|
||||
<yyyy-mm-dd>_<hh-mm-ss>.
|
||||
:param timestamp_str: The session timestamp in the format: <yyyy-mm-dd>_<hh-mm- ss>.
|
||||
"""
|
||||
self.session_path: Final[Path] = session_path
|
||||
self.timestamp_str: Final[str] = timestamp_str
|
||||
@@ -660,7 +659,8 @@ class Primaite(Env):
|
||||
pass
|
||||
|
||||
def init_observations(self) -> Tuple[spaces.Space, np.ndarray]:
|
||||
"""Create the environment's observation handler.
|
||||
"""
|
||||
Create the environment's observation handler.
|
||||
|
||||
:return: The observation space, initial observation (zeroed out array with the correct shape)
|
||||
:rtype: Tuple[spaces.Space, np.ndarray]
|
||||
@@ -1040,7 +1040,8 @@ class Primaite(Env):
|
||||
self.num_ports = len(self.ports_list)
|
||||
|
||||
def get_observation_info(self, observation_info):
|
||||
"""Extracts observation_info.
|
||||
"""
|
||||
Extracts observation_info.
|
||||
|
||||
:param observation_info: Config item that defines which type of observation space to use
|
||||
:type observation_info: str
|
||||
@@ -1057,7 +1058,8 @@ class Primaite(Env):
|
||||
self.action_type = ActionType[action_info["type"]]
|
||||
|
||||
def save_obs_config(self, obs_config: dict):
|
||||
"""Cache the config for the observation space.
|
||||
"""
|
||||
Cache the config for the observation space.
|
||||
|
||||
This is necessary as the observation space can't be built while reading the config,
|
||||
it must be done after all the nodes, links, and services have been initialised.
|
||||
@@ -1070,10 +1072,9 @@ class Primaite(Env):
|
||||
|
||||
def reset_environment(self):
|
||||
"""
|
||||
# Resets environment.
|
||||
Resets environment.
|
||||
|
||||
Uses config data config data in order to build the environment
|
||||
configuration.
|
||||
Uses config data config data in order to build the environment configuration.
|
||||
"""
|
||||
for item in self.lay_down_config:
|
||||
if item["item_type"] == "NODE":
|
||||
@@ -1157,7 +1158,6 @@ class Primaite(Env):
|
||||
5: [1, 3, 1, 0],
|
||||
...
|
||||
}
|
||||
|
||||
"""
|
||||
# reserve 0 action to be a nothing action
|
||||
actions = {0: [1, 0, 0, 0]}
|
||||
@@ -1213,7 +1213,6 @@ class Primaite(Env):
|
||||
Create a dictionary mapping each possible discrete action to a more readable mutlidiscrete action.
|
||||
|
||||
The dictionary contains actions of both Node and ACL action types.
|
||||
|
||||
"""
|
||||
node_action_dict = self.create_node_action_dict()
|
||||
acl_action_dict = self.create_acl_action_dict()
|
||||
|
||||
@@ -1 +1,2 @@
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
"""Network connections between nodes in the simulation."""
|
||||
|
||||
@@ -10,14 +10,13 @@ class Link(object):
|
||||
|
||||
def __init__(self, _id, _bandwidth, _source_node_name, _dest_node_name, _services):
|
||||
"""
|
||||
Init.
|
||||
Initialise a Link within the simulated network.
|
||||
|
||||
Args:
|
||||
_id: The IER id
|
||||
_bandwidth: The bandwidth of the link (bps)
|
||||
_source_node_name: The name of the source node
|
||||
_dest_node_name: The name of the destination node
|
||||
_protocols: The protocols to add to the link
|
||||
:param _id: The IER id
|
||||
:param _bandwidth: The bandwidth of the link (bps)
|
||||
:param _source_node_name: The name of the source node
|
||||
:param _dest_node_name: The name of the destination node
|
||||
:param _protocols: The protocols to add to the link
|
||||
"""
|
||||
self.id = _id
|
||||
self.bandwidth = _bandwidth
|
||||
|
||||
@@ -14,7 +14,8 @@ def run(
|
||||
training_config_path: Union[str, Path],
|
||||
lay_down_config_path: Union[str, Path],
|
||||
):
|
||||
"""Run the PrimAITE Session.
|
||||
"""
|
||||
Run the PrimAITE Session.
|
||||
|
||||
:param training_config_path: The training config filepath.
|
||||
:param lay_down_config_path: The lay down config filepath.
|
||||
|
||||
@@ -1 +1,2 @@
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
"""Nodes represent network hosts in the simulation."""
|
||||
|
||||
@@ -26,7 +26,7 @@ class ActiveNode(Node):
|
||||
config_values: TrainingConfig,
|
||||
):
|
||||
"""
|
||||
Init.
|
||||
Initialise an active node.
|
||||
|
||||
:param node_id: The node ID
|
||||
:param name: The node name
|
||||
|
||||
@@ -19,7 +19,7 @@ class Node:
|
||||
config_values: TrainingConfig,
|
||||
):
|
||||
"""
|
||||
Init.
|
||||
Initialise a node.
|
||||
|
||||
:param node_id: The node id.
|
||||
:param name: The name of the node.
|
||||
|
||||
@@ -16,16 +16,15 @@ class NodeStateInstructionGreen(object):
|
||||
_state,
|
||||
):
|
||||
"""
|
||||
Init.
|
||||
Initialise the Node State Instruction.
|
||||
|
||||
Args:
|
||||
_id: The node state instruction id
|
||||
_start_step: The start step of the instruction
|
||||
_end_step: The end step of the instruction
|
||||
_node_id: The id of the associated node
|
||||
_node_pol_type: The pattern of life type
|
||||
_service_name: The service name
|
||||
_state: The state (node or service)
|
||||
:param _id: The node state instruction id
|
||||
:param _start_step: The start step of the instruction
|
||||
:param _end_step: The end step of the instruction
|
||||
:param _node_id: The id of the associated node
|
||||
:param _node_pol_type: The pattern of life type
|
||||
:param _service_name: The service name
|
||||
:param _state: The state (node or service)
|
||||
"""
|
||||
self.id = _id
|
||||
self.start_step = _start_step
|
||||
|
||||
@@ -24,20 +24,19 @@ class NodeStateInstructionRed(object):
|
||||
_pol_source_node_service_state,
|
||||
):
|
||||
"""
|
||||
Init.
|
||||
Initialise the Node State Instruction for the red agent.
|
||||
|
||||
Args:
|
||||
_id: The node state instruction id
|
||||
_start_step: The start step of the instruction
|
||||
_end_step: The end step of the instruction
|
||||
_target_node_id: The id of the associated node
|
||||
-pol_initiator: The way the PoL is applied (DIRECT, IER or SERVICE)
|
||||
_pol_type: The pattern of life type
|
||||
-pol_protocol: The pattern of life protocol/service affected
|
||||
_pol_state: The state (node or service)
|
||||
_pol_source_node_id: The source node Id (used for initiator type SERVICE)
|
||||
_pol_source_node_service: The source node service (used for initiator type SERVICE)
|
||||
_pol_source_node_service_state: The source node service state (used for initiator type SERVICE)
|
||||
:param _id: The node state instruction id
|
||||
:param _start_step: The start step of the instruction
|
||||
:param _end_step: The end step of the instruction
|
||||
:param _target_node_id: The id of the associated node
|
||||
:param -pol_initiator: The way the PoL is applied (DIRECT, IER or SERVICE)
|
||||
:param _pol_type: The pattern of life type
|
||||
:param pol_protocol: The pattern of life protocol/service affected
|
||||
:param _pol_state: The state (node or service)
|
||||
:param _pol_source_node_id: The source node Id (used for initiator type SERVICE)
|
||||
:param _pol_source_node_service: The source node service (used for initiator type SERVICE)
|
||||
:param _pol_source_node_service_state: The source node service state (used for initiator type SERVICE)
|
||||
"""
|
||||
self.id = _id
|
||||
self.start_step = _start_step
|
||||
|
||||
@@ -18,7 +18,7 @@ class PassiveNode(Node):
|
||||
config_values: TrainingConfig,
|
||||
):
|
||||
"""
|
||||
Init.
|
||||
Initialise a passive node.
|
||||
|
||||
:param node_id: The node id.
|
||||
:param name: The name of the node.
|
||||
|
||||
@@ -27,7 +27,7 @@ class ServiceNode(ActiveNode):
|
||||
config_values: TrainingConfig,
|
||||
):
|
||||
"""
|
||||
Init.
|
||||
Initialise a Service Node.
|
||||
|
||||
:param node_id: The node ID
|
||||
:param name: The node name
|
||||
@@ -77,8 +77,7 @@ class ServiceNode(ActiveNode):
|
||||
Indicates whether a service is in a running state on the node.
|
||||
|
||||
:param protocol_name: The service (protocol)
|
||||
:return: True if service (protocol) is in a running state on the
|
||||
node, otherwise False.
|
||||
:return: True if service (protocol) is in a running state on the node, otherwise False.
|
||||
"""
|
||||
for service_key, service_value in self.services.items():
|
||||
if service_key == protocol_name:
|
||||
@@ -93,8 +92,7 @@ class ServiceNode(ActiveNode):
|
||||
Indicates whether a service is in an overwhelmed state on the node.
|
||||
|
||||
:param protocol_name: The service (protocol)
|
||||
:return: True if service (protocol) is in an overwhelmed state on the
|
||||
node, otherwise False.
|
||||
:return: True if service (protocol) is in an overwhelmed state on the node, otherwise False.
|
||||
"""
|
||||
for service_key, service_value in self.services.items():
|
||||
if service_key == protocol_name:
|
||||
|
||||
@@ -1,3 +1,4 @@
|
||||
"""Contains default jupyter notebooks which demonstrate PrimAITE functionality."""
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
import importlib.util
|
||||
import os
|
||||
|
||||
@@ -1 +1,2 @@
|
||||
"""Pattern of Life- Represents the actions of users on the network."""
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
|
||||
@@ -23,19 +23,18 @@ class IER(object):
|
||||
_running=False,
|
||||
):
|
||||
"""
|
||||
Init.
|
||||
Initialise an Information Exchange Request.
|
||||
|
||||
Args:
|
||||
_id: The IER id
|
||||
_start_step: The step when this IER should start
|
||||
_end_step: The step when this IER should end
|
||||
_load: The load this IER should put on a link (bps)
|
||||
_protocol: The protocol of this IER
|
||||
_port: The port this IER runs on
|
||||
_source_node_id: The source node ID
|
||||
_dest_node_id: The destination node ID
|
||||
_mission_criticality: Criticality of this IER to the mission (0 none, 5 mission critical)
|
||||
_running: Indicates whether the IER is currently running
|
||||
:param _id: The IER id
|
||||
:param _start_step: The step when this IER should start
|
||||
:param _end_step: The step when this IER should end
|
||||
:param _load: The load this IER should put on a link (bps)
|
||||
:param _protocol: The protocol of this IER
|
||||
:param _port: The port this IER runs on
|
||||
:param _source_node_id: The source node ID
|
||||
:param _dest_node_id: The destination node ID
|
||||
:param _mission_criticality: Criticality of this IER to the mission (0 none, 5 mission critical)
|
||||
:param _running: Indicates whether the IER is currently running
|
||||
"""
|
||||
self.id = _id
|
||||
self.start_step = _start_step
|
||||
|
||||
@@ -1,3 +1,4 @@
|
||||
"""Main entry point to PrimAITE. Configure training/evaluation experiments and input/output."""
|
||||
from __future__ import annotations
|
||||
|
||||
from pathlib import Path
|
||||
@@ -21,8 +22,7 @@ class PrimaiteSession:
|
||||
"""
|
||||
The PrimaiteSession class.
|
||||
|
||||
Provides a single learning and evaluation entry point for all training
|
||||
and lay down configurations.
|
||||
Provides a single learning and evaluation entry point for all training and lay down configurations.
|
||||
"""
|
||||
|
||||
def __init__(
|
||||
@@ -38,12 +38,12 @@ class PrimaiteSession:
|
||||
"""
|
||||
if not isinstance(training_config_path, Path):
|
||||
training_config_path = Path(training_config_path)
|
||||
self._training_config_path: Final[Union[Path]] = training_config_path
|
||||
self._training_config_path: Final[Union[Path, str]] = training_config_path
|
||||
self._training_config: Final[TrainingConfig] = training_config.load(self._training_config_path)
|
||||
|
||||
if not isinstance(lay_down_config_path, Path):
|
||||
lay_down_config_path = Path(lay_down_config_path)
|
||||
self._lay_down_config_path: Final[Union[Path]] = lay_down_config_path
|
||||
self._lay_down_config_path: Final[Union[Path, str]] = lay_down_config_path
|
||||
self._lay_down_config: Dict = lay_down_config.load(self._lay_down_config_path)
|
||||
|
||||
self._agent_session: AgentSessionABC = None # noqa
|
||||
|
||||
@@ -1 +1,2 @@
|
||||
"""Utilities to prepare the user's data folders."""
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
|
||||
@@ -15,8 +15,7 @@ def run(overwrite_existing: bool = True):
|
||||
"""
|
||||
Resets the demo jupyter notebooks in the users app notebooks directory.
|
||||
|
||||
:param overwrite_existing: A bool to toggle replacing existing edited
|
||||
notebooks on or off.
|
||||
:param overwrite_existing: A bool to toggle replacing existing edited notebooks on or off.
|
||||
"""
|
||||
notebooks_package_data_root = pkg_resources.resource_filename("primaite", "notebooks/_package_data")
|
||||
for subdir, dirs, files in os.walk(notebooks_package_data_root):
|
||||
|
||||
@@ -14,8 +14,7 @@ def run(overwrite_existing=True):
|
||||
"""
|
||||
Resets the example config files in the users app config directory.
|
||||
|
||||
:param overwrite_existing: A bool to toggle replacing existing edited
|
||||
config on or off.
|
||||
:param overwrite_existing: A bool to toggle replacing existing edited config on or off.
|
||||
"""
|
||||
configs_package_data_root = pkg_resources.resource_filename("primaite", "config/_package_data")
|
||||
|
||||
|
||||
@@ -1 +1,2 @@
|
||||
"""Record data of the system's state and agent's observations and actions."""
|
||||
# Crown Copyright (C) Dstl 2022. DEFCON 703. Shared in confidence.
|
||||
|
||||
@@ -86,8 +86,7 @@ def _turn_obs_space_to_array(obs_space, obs_assets, obs_features) -> List[str]:
|
||||
Turns observation space into a string array so it can be saved to csv.
|
||||
|
||||
:param obs_space: The observation space
|
||||
:param obs_assets: The number of assets (i.e. nodes or links) in the
|
||||
observation space
|
||||
:param obs_assets: The number of assets (i.e. nodes or links) in the observation space
|
||||
:param obs_features: The number of features associated with the asset
|
||||
:return: The observation space as an array of strings
|
||||
"""
|
||||
|
||||
@@ -0,0 +1 @@
|
||||
"""Utilities for PrimAITE."""
|
||||
|
||||
@@ -10,8 +10,7 @@ def av_rewards_dict(av_rewards_csv_file: Union[str, Path]) -> Dict[int, float]:
|
||||
"""
|
||||
Read an average rewards per episode csv file and return as a dict.
|
||||
|
||||
The dictionary keys are the episode number, and the values are the mean
|
||||
reward that episode.
|
||||
The dictionary keys are the episode number, and the values are the mean reward that episode.
|
||||
|
||||
:param av_rewards_csv_file: The average rewards per episode csv file path.
|
||||
:return: The average rewards per episode cdv as a dict.
|
||||
|
||||
@@ -29,6 +29,18 @@ class SessionOutputWriter:
|
||||
transaction_writer: bool = False,
|
||||
learning_session: bool = True,
|
||||
):
|
||||
"""
|
||||
Initialise the Session Output Writer.
|
||||
|
||||
:param env: PrimAITE gym environment.
|
||||
:type env: Primaite
|
||||
:param transaction_writer: If `true`, this will output a full account of every transaction taken by the agent.
|
||||
If `false` it will output the average reward per episode, defaults to False
|
||||
:type transaction_writer: bool, optional
|
||||
:param learning_session: Set to `true` to indicate that the current session is a training session. This
|
||||
determines the name of the folder which contains the final output csv. Defaults to True
|
||||
:type learning_session: bool, optional
|
||||
"""
|
||||
self._env = env
|
||||
self.transaction_writer = transaction_writer
|
||||
self.learning_session = learning_session
|
||||
@@ -68,8 +80,7 @@ class SessionOutputWriter:
|
||||
"""
|
||||
Write a row of session data.
|
||||
|
||||
:param data: The row of data to write. Can be a Tuple or an instance
|
||||
of Transaction.
|
||||
:param data: The row of data to write. Can be a Tuple or an instance of Transaction.
|
||||
"""
|
||||
if isinstance(data, Transaction):
|
||||
header, data = data.as_csv_data()
|
||||
|
||||
@@ -75,7 +75,8 @@ class TestNodeLinkTable:
|
||||
assert env.env_obs.shape == (5, 6)
|
||||
|
||||
def test_value(self, temp_primaite_session):
|
||||
"""Test that the observation is generated correctly.
|
||||
"""
|
||||
Test that the observation is generated correctly.
|
||||
|
||||
The laydown has:
|
||||
* 3 nodes (2 service nodes and 1 active node)
|
||||
@@ -157,7 +158,8 @@ class TestNodeStatuses:
|
||||
assert env.env_obs.shape == (15,)
|
||||
|
||||
def test_values(self, temp_primaite_session):
|
||||
"""Test that the hardware and software states are encoded correctly.
|
||||
"""
|
||||
Test that the hardware and software states are encoded correctly.
|
||||
|
||||
The laydown has:
|
||||
* one node with a compromised operating system state
|
||||
@@ -213,7 +215,8 @@ class TestLinkTrafficLevels:
|
||||
assert env.env_obs.shape == (2 * 2,)
|
||||
|
||||
def test_values(self, temp_primaite_session):
|
||||
"""Test that traffic values are encoded correctly.
|
||||
"""
|
||||
Test that traffic values are encoded correctly.
|
||||
|
||||
The laydown has:
|
||||
* two services
|
||||
|
||||
Reference in New Issue
Block a user