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توضیحات

A RL environment for learning ethically-aligned behaviours in a Smart Grid simulator.

ویژگی	مقدار
سیستم عامل	-
نام فایل	ethical-smart-grid-1.0.0
نام	ethical-smart-grid
نسخه کتابخانه	1.0.0
نگهدارنده	[]
ایمیل نگهدارنده	['Rémy Chaput <rchaput.pro@gmail.com>']
نویسنده	-
ایمیل نویسنده	Clément Scheirlinck <clement.scheirlinck@etu.univ-lyon1.fr>
آدرس صفحه اصلی	-
آدرس اینترنتی	https://pypi.org/project/ethical-smart-grid/
مجوز	MIT License Copyright (c) 2022 Clément Scheirlinck and Rémy Chaput Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. # Datasets ## OpenEI The data in the `data/openei` folder is extracted from an [energy dataset](https://data.openei.org/submissions/153) that was made available by [OpenEI](https://openei.org/wiki/Information) through a Creative Commons Attribution 4.0 license ([CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)).

# Ethical Smart Grid Simulator > Authors: Clément Scheirlinck, Rémy Chaput ## Description This is a third-party [Gym] environment, focusing on learning ethically-aligned behaviours in a Smart Grid use-case. A Smart Grid contains several *prosumer* (prosumer-consumer) agents that interact in a shared environment by consuming and exchanging energy. These agents have an energy need, at each time step, that they must satisfy by consuming energy. However, they should respect a set of moral values as they do so, i.e., exhibiting an ethically-aligned behaviour. Moral values are encoded in the reward functions, which determine the "correctness" of an agent's action, with respect to these moral values. Agents receive rewards as feedback that guide them towards a better behaviour. ## Quick usage Clone this repository, open a Python shell (3.7+), and execute the following instructions: ```python from smartgrid import make_basic_smartgrid from algorithms.qsom import QSOM env = make_basic_smartgrid() model = QSOM(env) done = False obs = env.reset() while not done: actions = model.forward(obs) obs, rewards, terminated, truncated, _ = env.step(actions) model.backward(obs, rewards) done = all(terminated) or all(truncated) env.close() ``` ## Versioning This project follows the [Semver] (Semantic Versioning): all versions respect the `<major>.<minor>.<patch>` format. The `patch` number is increased when a bugfix is released. The `minor` number is increased when new features are added that *do not* break the code public API, i.e., it is compatible with the previous minor version. Finally, the `major` number is increased when a breaking change is introduced; an important distinction is that such a change may not be "important" in terms of lines of code, or number of features modified. Simply changing a function's return type can be considered a breaking change in the public API, and thus worthy of a "major" update. ## Building and testing locally This GitHub repository includes actions that automatically [test](actions-test) the package and [build](actions-docs) the documentation on each commit, and [publish](actions-publish) the package to [PyPi] on each release. Instructions to perform these steps locally are given here, for potential new contributors or forks: - *Running the tests* Tests are defined using [unittest] and run through [pytest]; please install it first: `pip install pytest`. We must add the current folder to the `PYTHONPATH` environment variable to let pytest import the `smartgrid` module when executing the tests: `export PYTHONPATH=$PWD` (from the root of this repository). Then, launch all tests with `pytest tests`. - *Building the documentation* The documentation is built with [Sphinx] and requires additional requirements; to install them, use `pip install -r docs/requirements.txt`. Then, to build the documentation, use `cd docs && make html`. The built documentation will be in the `docs/build/html` folder. It can be cleaned using `make clean` while in the `docs` folder. Additionally, the `source/modules` folder is automatically generated from the Python docstrings in the source code; it can be safely deleted (e.g., with `rm -r source/modules`) to force re-building all documentation files. - *Building and publishing releases* This project uses [hatch] to manage the building and publishing process; please install it with `pip install hatch` first. To build the package, use `hatch build` at the root of this repository. This will create the *source distribution* (sdist) at `dist/ethica_smart_grid_simulator-<version>.tar.gz`, and the *built distribution* (wheel) at `dist/ethical_smart_grid_simulator-<version>-py3-none-any.whl`. To publish these files to [PyPi], use `hatch publish`. ## License The source code is licensed under the [MIT License]. Some included data may be protected by other licenses, please refer to the [LICENSE.md] file for details. [Gym]: https://gymnasium.farama.org/ [Semver]: https://semver.org/ [PyPi]: https://pypi.org/project/ethical-smart-grid/ [unittest]: https://docs.python.org/3/library/unittest.html [pytest]: https://pytest.org/ [actions-test]: https://github.com/ethicsai/ethical-smart-grid/actions/workflows/testing.yml [actions-docs]: https://github.com/ethicsai/ethical-smart-grid/actions/workflows/docs.yml [actions-publish]: https://github.com/ethicsai/ethical-smart-grid/actions/workflows/package.yml [hatch]: https://hatch.pypa.io/latest/ [MIT License]: https://choosealicense.com/licenses/mit/ [LICENSE.md]: LICENSE.md

نیازمندی

مقدار	نام
-	gymnasium>=0.26.3
-	numpy>=1.19.0
xtr	tqdm>=4.61.2;
xtr	pytest~=7.2.2;

زبان مورد نیاز

مقدار	نام
>=3.7	Python

نحوه نصب

نصب پکیج whl ethical-smart-grid-1.0.0:

pip install ethical-smart-grid-1.0.0.whl

نصب پکیج tar.gz ethical-smart-grid-1.0.0:

pip install ethical-smart-grid-1.0.0.tar.gz