| Name | reinforced-lib JSON |
| Version |
1.1.4
JSON |
| download |
| home_page | None |
| Summary | Reinforcement learning library |
| upload_time | 2024-11-13 18:30:55 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | <4,>=3.9 |
| license | Mozilla Public License Version 2.0 ================================== 1. Definitions -------------- 1.1. "Contributor" means each individual or legal entity that creates, contributes to the creation of, or owns Covered Software. 1.2. "Contributor Version" means the combination of the Contributions of others (if any) used by a Contributor and that particular Contributor's Contribution. 1.3. "Contribution" means Covered Software of a particular Contributor. 1.4. "Covered Software" means Source Code Form to which the initial Contributor has attached the notice in Exhibit A, the Executable Form of such Source Code Form, and Modifications of such Source Code Form, in each case including portions thereof. 1.5. "Incompatible With Secondary Licenses" means (a) that the initial Contributor has attached the notice described in Exhibit B to the Covered Software; or (b) that the Covered Software was made available under the terms of version 1.1 or earlier of the License, but not also under the terms of a Secondary License. 1.6. "Executable Form" means any form of the work other than Source Code Form. 1.7. "Larger Work" means a work that combines Covered Software with other material, in a separate file or files, that is not Covered Software. 1.8. "License" means this document. 1.9. "Licensable" means having the right to grant, to the maximum extent possible, whether at the time of the initial grant or subsequently, any and all of the rights conveyed by this License. 1.10. "Modifications" means any of the following: (a) any file in Source Code Form that results from an addition to, deletion from, or modification of the contents of Covered Software; or (b) any new file in Source Code Form that contains any Covered Software. 1.11. "Patent Claims" of a Contributor means any patent claim(s), including without limitation, method, process, and apparatus claims, in any patent Licensable by such Contributor that would be infringed, but for the grant of the License, by the making, using, selling, offering for sale, having made, import, or transfer of either its Contributions or its Contributor Version. 1.12. "Secondary License" means either the GNU General Public License, Version 2.0, the GNU Lesser General Public License, Version 2.1, the GNU Affero General Public License, Version 3.0, or any later versions of those licenses. 1.13. "Source Code Form" means the form of the work preferred for making modifications. 1.14. "You" (or "Your") means an individual or a legal entity exercising rights under this License. For legal entities, "You" includes any entity that controls, is controlled by, or is under common control with You. For purposes of this definition, "control" means (a) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (b) ownership of more than fifty percent (50%) of the outstanding shares or beneficial ownership of such entity. 2. License Grants and Conditions -------------------------------- 2.1. Grants Each Contributor hereby grants You a world-wide, royalty-free, non-exclusive license: (a) under intellectual property rights (other than patent or trademark) Licensable by such Contributor to use, reproduce, make available, modify, display, perform, distribute, and otherwise exploit its Contributions, either on an unmodified basis, with Modifications, or as part of a Larger Work; and (b) under Patent Claims of such Contributor to make, use, sell, offer for sale, have made, import, and otherwise transfer either its Contributions or its Contributor Version. 2.2. Effective Date The licenses granted in Section 2.1 with respect to any Contribution become effective for each Contribution on the date the Contributor first distributes such Contribution. 2.3. Limitations on Grant Scope The licenses granted in this Section 2 are the only rights granted under this License. No additional rights or licenses will be implied from the distribution or licensing of Covered Software under this License. Notwithstanding Section 2.1(b) above, no patent license is granted by a Contributor: (a) for any code that a Contributor has removed from Covered Software; or (b) for infringements caused by: (i) Your and any other third party's modifications of Covered Software, or (ii) the combination of its Contributions with other software (except as part of its Contributor Version); or (c) under Patent Claims infringed by Covered Software in the absence of its Contributions. This License does not grant any rights in the trademarks, service marks, or logos of any Contributor (except as may be necessary to comply with the notice requirements in Section 3.4). 2.4. Subsequent Licenses No Contributor makes additional grants as a result of Your choice to distribute the Covered Software under a subsequent version of this License (see Section 10.2) or under the terms of a Secondary License (if permitted under the terms of Section 3.3). 2.5. Representation Each Contributor represents that the Contributor believes its Contributions are its original creation(s) or it has sufficient rights to grant the rights to its Contributions conveyed by this License. 2.6. Fair Use This License is not intended to limit any rights You have under applicable copyright doctrines of fair use, fair dealing, or other equivalents. 2.7. Conditions Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted in Section 2.1. 3. Responsibilities ------------------- 3.1. Distribution of Source Form All distribution of Covered Software in Source Code Form, including any Modifications that You create or to which You contribute, must be under the terms of this License. You must inform recipients that the Source Code Form of the Covered Software is governed by the terms of this License, and how they can obtain a copy of this License. You may not attempt to alter or restrict the recipients' rights in the Source Code Form. 3.2. Distribution of Executable Form If You distribute Covered Software in Executable Form then: (a) such Covered Software must also be made available in Source Code Form, as described in Section 3.1, and You must inform recipients of the Executable Form how they can obtain a copy of such Source Code Form by reasonable means in a timely manner, at a charge no more than the cost of distribution to the recipient; and (b) You may distribute such Executable Form under the terms of this License, or sublicense it under different terms, provided that the license for the Executable Form does not attempt to limit or alter the recipients' rights in the Source Code Form under this License. 3.3. Distribution of a Larger Work You may create and distribute a Larger Work under terms of Your choice, provided that You also comply with the requirements of this License for the Covered Software. If the Larger Work is a combination of Covered Software with a work governed by one or more Secondary Licenses, and the Covered Software is not Incompatible With Secondary Licenses, this License permits You to additionally distribute such Covered Software under the terms of such Secondary License(s), so that the recipient of the Larger Work may, at their option, further distribute the Covered Software under the terms of either this License or such Secondary License(s). 3.4. Notices You may not remove or alter the substance of any license notices (including copyright notices, patent notices, disclaimers of warranty, or limitations of liability) contained within the Source Code Form of the Covered Software, except that You may alter any license notices to the extent required to remedy known factual inaccuracies. 3.5. Application of Additional Terms You may choose to offer, and to charge a fee for, warranty, support, indemnity or liability obligations to one or more recipients of Covered Software. However, You may do so only on Your own behalf, and not on behalf of any Contributor. You must make it absolutely clear that any such warranty, support, indemnity, or liability obligation is offered by You alone, and You hereby agree to indemnify every Contributor for any liability incurred by such Contributor as a result of warranty, support, indemnity or liability terms You offer. You may include additional disclaimers of warranty and limitations of liability specific to any jurisdiction. 4. Inability to Comply Due to Statute or Regulation --------------------------------------------------- If it is impossible for You to comply with any of the terms of this License with respect to some or all of the Covered Software due to statute, judicial order, or regulation then You must: (a) comply with the terms of this License to the maximum extent possible; and (b) describe the limitations and the code they affect. Such description must be placed in a text file included with all distributions of the Covered Software under this License. Except to the extent prohibited by statute or regulation, such description must be sufficiently detailed for a recipient of ordinary skill to be able to understand it. 5. Termination -------------- 5.1. The rights granted under this License will terminate automatically if You fail to comply with any of its terms. However, if You become compliant, then the rights granted under this License from a particular Contributor are reinstated (a) provisionally, unless and until such Contributor explicitly and finally terminates Your grants, and (b) on an ongoing basis, if such Contributor fails to notify You of the non-compliance by some reasonable means prior to 60 days after You have come back into compliance. Moreover, Your grants from a particular Contributor are reinstated on an ongoing basis if such Contributor notifies You of the non-compliance by some reasonable means, this is the first time You have received notice of non-compliance with this License from such Contributor, and You become compliant prior to 30 days after Your receipt of the notice. 5.2. If You initiate litigation against any entity by asserting a patent infringement claim (excluding declaratory judgment actions, counter-claims, and cross-claims) alleging that a Contributor Version directly or indirectly infringes any patent, then the rights granted to You by any and all Contributors for the Covered Software under Section 2.1 of this License shall terminate. 5.3. In the event of termination under Sections 5.1 or 5.2 above, all end user license agreements (excluding distributors and resellers) which have been validly granted by You or Your distributors under this License prior to termination shall survive termination. ************************************************************************ * * * 6. Disclaimer of Warranty * * ------------------------- * * * * Covered Software is provided under this License on an "as is" * * basis, without warranty of any kind, either expressed, implied, or * * statutory, including, without limitation, warranties that the * * Covered Software is free of defects, merchantable, fit for a * * particular purpose or non-infringing. The entire risk as to the * * quality and performance of the Covered Software is with You. * * Should any Covered Software prove defective in any respect, You * * (not any Contributor) assume the cost of any necessary servicing, * * repair, or correction. This disclaimer of warranty constitutes an * * essential part of this License. No use of any Covered Software is * * authorized under this License except under this disclaimer. * * * ************************************************************************ ************************************************************************ * * * 7. Limitation of Liability * * -------------------------- * * * * Under no circumstances and under no legal theory, whether tort * * (including negligence), contract, or otherwise, shall any * * Contributor, or anyone who distributes Covered Software as * * permitted above, be liable to You for any direct, indirect, * * special, incidental, or consequential damages of any character * * including, without limitation, damages for lost profits, loss of * * goodwill, work stoppage, computer failure or malfunction, or any * * and all other commercial damages or losses, even if such party * * shall have been informed of the possibility of such damages. This * * limitation of liability shall not apply to liability for death or * * personal injury resulting from such party's negligence to the * * extent applicable law prohibits such limitation. Some * * jurisdictions do not allow the exclusion or limitation of * * incidental or consequential damages, so this exclusion and * * limitation may not apply to You. * * * ************************************************************************ 8. Litigation ------------- Any litigation relating to this License may be brought only in the courts of a jurisdiction where the defendant maintains its principal place of business and such litigation shall be governed by laws of that jurisdiction, without reference to its conflict-of-law provisions. Nothing in this Section shall prevent a party's ability to bring cross-claims or counter-claims. 9. Miscellaneous ---------------- This License represents the complete agreement concerning the subject matter hereof. If any provision of this License is held to be unenforceable, such provision shall be reformed only to the extent necessary to make it enforceable. Any law or regulation which provides that the language of a contract shall be construed against the drafter shall not be used to construe this License against a Contributor. 10. Versions of the License --------------------------- 10.1. New Versions Mozilla Foundation is the license steward. Except as provided in Section 10.3, no one other than the license steward has the right to modify or publish new versions of this License. Each version will be given a distinguishing version number. 10.2. Effect of New Versions You may distribute the Covered Software under the terms of the version of the License under which You originally received the Covered Software, or under the terms of any subsequent version published by the license steward. 10.3. Modified Versions If you create software not governed by this License, and you want to create a new license for such software, you may create and use a modified version of this License if you rename the license and remove any references to the name of the license steward (except to note that such modified license differs from this License). 10.4. Distributing Source Code Form that is Incompatible With Secondary Licenses If You choose to distribute Source Code Form that is Incompatible With Secondary Licenses under the terms of this version of the License, the notice described in Exhibit B of this License must be attached. Exhibit A - Source Code Form License Notice ------------------------------------------- This Source Code Form is subject to the terms of the Mozilla Public License, v. 2.0. If a copy of the MPL was not distributed with this file, You can obtain one at http://mozilla.org/MPL/2.0/. If it is not possible or desirable to put the notice in a particular file, then You may include the notice in a location (such as a LICENSE file in a relevant directory) where a recipient would be likely to look for such a notice. You may add additional accurate notices of copyright ownership. Exhibit B - "Incompatible With Secondary Licenses" Notice --------------------------------------------------------- This Source Code Form is "Incompatible With Secondary Licenses", as defined by the Mozilla Public License, v. 2.0. |
| keywords |
deep-reinforcement-learning
jax
library
machine-learning
reinforcement-learning
|
| VCS |
|
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
# Reinforced-lib: Reinforcement learning library
[![PyPI version][pypi-badge]][pypi]
[![License: MPL 2.0][license-badge]][license]
[![build and test][tests-badge]][github-actions]
[![Documentation Status][rtd-badge]][documentation]
[](https://doi.org/10.1016/j.softx.2024.101706)
[pypi-badge]: https://img.shields.io/pypi/v/reinforced-lib
[pypi]: https://pypi.org/project/reinforced-lib/
[license-badge]: https://img.shields.io/badge/License-MPL%202.0-brightgreen.svg
[license]: https://opensource.org/licenses/MPL-2.0
[tests-badge]: https://github.com/m-wojnar/reinforced-lib/actions/workflows/python-package.yml/badge.svg
[github-actions]: https://github.com/m-wojnar/reinforced-lib/actions
[rtd-badge]: https://readthedocs.org/projects/reinforced-lib/badge/?version=latest
[documentation]: https://reinforced-lib.readthedocs.io/en/latest/
**Introducing Reinforced-lib:** a lightweight Python library for the rapid development of reinforcement-learning (RL)
solutions. It is open-source, prioritizes ease of use, provides comprehensive documentation, and offers both deep
reinforcement learning (DRL) and classic non-neural agents. Built on [JAX](https://jax.readthedocs.io/en/latest/),
it facilitates exporting trained models to embedded devices, and makes it great for research and prototyping with RL
algorithms. Access to JAX's just-in-time (JIT) compilation ensures high-performance results.
## Installation
You can install the latest version of Reinforced-lib from PyPI:
```bash
pip install reinforced-lib
```
To have easy access to the [example files](https://github.com/m-wojnar/reinforced-lib/tree/main/examples)
you can clone the source code from our repository, and then install it locally with pip:
```bash
git clone git@github.com:m-wojnar/reinforced-lib.git
cd reinforced-lib
pip install -e .
```
In the spirit of making Reinforced-lib a lightweight solution, we include only the necessary dependencies in the base
requirements. To fully benefit from Reinforced-lib's conveniences, such as TF Lite export, install with the "full" suffix:
```bash
pip install ".[full]"
```
## Key components
Reinforced-lib facilitates seamless interaction between RL agents and the environment. Here are the key components
within of the library, represented in the API as different modules.
- **RLib** - The core module which provides a simple and intuitive interface to manage agents, use extensions,
and configure the logging system. Even if you're not an RL expert, *RLib* makes it easy to implement the
agent-environment interaction loop.
- **Agents** - Choose from a variety of RL agents available in the *Agents* module. These agents are designed to be
versatile and work with any environment. If needed, you can even create your own agents using our documented recipes.
- **Extensions** - Enhance agent observations with domain-specific knowledge by adding a suitable extension from the
*Extensions* module. This module enables seamless agent switching and parameter tuning without extensive reconfiguration.
- **Loggers** - This module allows you to monitor agent-environment interactions. Customize and adapt logging to your
specific needs, capturing training metrics, internal agent state, or environment observations. The library includes
various loggers for creating plots and output files, simplifying visualization and data processing.
The figure below provides a visual representation of Reinforced-lib and the data-flow between its modules.
<img src="docs/resources/data-flow.png" width="600">
## JAX Backend
Our library is built on top of JAX, a high-performance numerical computing library. JAX makes it easy to implement
RL algorithms efficiently. It provides powerful transformations, including JIT compilation, automatic differentiation,
vectorization, and parallelization. Our library is fully compatible with DeepMind's JAX ecosystem, granting access to
state-of-the-art RL models and helper libraries. JIT compilation significantly accelerates execution and ensures
portability across different architectures (CPUs, GPUs, TPUs) without requiring code modifications.
JAX offers another benefit through its robust pseudorandom number generator system, employed in our library to
guarantee result reproducibility. This critical aspect of scientific research is frequently underestimated but
remains highly significant.
## Edge Device Export
Reinforced-lib is designed to work seamlessly on wireless, low-powered devices, where resources are limited. It's the
perfect solution for energy-constrained environments that may struggle with other ML frameworks. You can export your
trained models to [TensorFlow Lite](https://www.tensorflow.org/lite) with ease, reducing runtime overhead and
optimizing performance. This means you can deploy RL agents on resource-limited devices efficiently.
## Example code
Experience the simplicity of our library and witness the fundamental agent-environment interaction loop with our
straightforward example. This code can by used to train a deep Q-learning agent on the `CartPole-v1` environment
effortlessly using Reinforced-lib.
```python
import gymnasium as gym
import optax
from chex import Array
from flax import linen as nn
from reinforced_lib import RLib
from reinforced_lib.agents.deep import DQN
from reinforced_lib.exts import Gymnasium
class QNetwork(nn.Module):
@nn.compact
def __call__(self, x: Array) -> Array:
x = nn.Dense(256)(x)
x = nn.relu(x)
return nn.Dense(2)(x)
if __name__ == '__main__':
rl = RLib(
agent_type=DQN,
agent_params={
'q_network': QNetwork(),
'optimizer': optax.rmsprop(3e-4, decay=0.95, eps=1e-2),
},
ext_type=Gymnasium,
ext_params={'env_id': 'CartPole-v1'}
)
for epoch in range(300):
env = gym.make('CartPole-v1', render_mode='human')
_, _ = env.reset()
action = env.action_space.sample()
terminal = False
while not terminal:
env_state = env.step(action.item())
action = rl.sample(*env_state)
terminal = env_state[2] or env_state[3]
```
## Citing Reinforced-lib
To cite this repository, please use the following BibTeX entry for the Reinforced-lib paper:
```bibtex
@article{reinforcedlib2022,
author = {Maksymilian Wojnar and Szymon Szott and Krzysztof Rusek and Wojciech Ciezobka},
title = {{R}einforced-lib: {R}apid prototyping of reinforcement learning solutions},
journal = {SoftwareX},
volume = {26},
pages = {101706},
year = {2024},
issn = {2352-7110},
doi = {https://doi.org/10.1016/j.softx.2024.101706},
url = {https://www.sciencedirect.com/science/article/pii/S2352711024000773}
}
```
Raw data
{
"_id": null,
"home_page": null,
"name": "reinforced-lib",
"maintainer": null,
"docs_url": null,
"requires_python": "<4,>=3.9",
"maintainer_email": null,
"keywords": "deep-reinforcement-learning, jax, library, machine-learning, reinforcement-learning",
"author": null,
"author_email": "Maksymilian Wojnar <mwojnar@agh.edu.pl>, Wojciech Ci\u0119\u017cobka <wciezobka@agh.edu.pl>",
"download_url": "https://files.pythonhosted.org/packages/12/de/f6a8f42975a85ad6781491aae6b35ed2f8efaefea1d3f7525524e4f7343d/reinforced_lib-1.1.4.tar.gz",
"platform": null,
"description": "# Reinforced-lib: Reinforcement learning library\n\n[![PyPI version][pypi-badge]][pypi]\n[![License: MPL 2.0][license-badge]][license]\n[![build and test][tests-badge]][github-actions]\n[![Documentation Status][rtd-badge]][documentation]\n[](https://doi.org/10.1016/j.softx.2024.101706)\n\n[pypi-badge]: https://img.shields.io/pypi/v/reinforced-lib\n[pypi]: https://pypi.org/project/reinforced-lib/\n[license-badge]: https://img.shields.io/badge/License-MPL%202.0-brightgreen.svg\n[license]: https://opensource.org/licenses/MPL-2.0\n[tests-badge]: https://github.com/m-wojnar/reinforced-lib/actions/workflows/python-package.yml/badge.svg\n[github-actions]: https://github.com/m-wojnar/reinforced-lib/actions\n[rtd-badge]: https://readthedocs.org/projects/reinforced-lib/badge/?version=latest\n[documentation]: https://reinforced-lib.readthedocs.io/en/latest/\n\n**Introducing Reinforced-lib:** a lightweight Python library for the rapid development of reinforcement-learning (RL) \nsolutions. It is open-source, prioritizes ease of use, provides comprehensive documentation, and offers both deep \nreinforcement learning (DRL) and classic non-neural agents. Built on [JAX](https://jax.readthedocs.io/en/latest/), \nit facilitates exporting trained models to embedded devices, and makes it great for research and prototyping with RL \nalgorithms. Access to JAX's just-in-time (JIT) compilation ensures high-performance results.\n\n## Installation\n\nYou can install the latest version of Reinforced-lib from PyPI:\n\n```bash\npip install reinforced-lib\n```\n\nTo have easy access to the [example files](https://github.com/m-wojnar/reinforced-lib/tree/main/examples)\nyou can clone the source code from our repository, and then install it locally with pip:\n\n```bash\ngit clone git@github.com:m-wojnar/reinforced-lib.git\ncd reinforced-lib\npip install -e .\n```\n\nIn the spirit of making Reinforced-lib a lightweight solution, we include only the necessary dependencies in the base \nrequirements. To fully benefit from Reinforced-lib's conveniences, such as TF Lite export, install with the \"full\" suffix:\n\n```bash\npip install \".[full]\"\n```\n\n## Key components\n\nReinforced-lib facilitates seamless interaction between RL agents and the environment. Here are the key components \nwithin of the library, represented in the API as different modules.\n\n- **RLib** - The core module which provides a simple and intuitive interface to manage agents, use extensions, \n and configure the logging system. Even if you're not an RL expert, *RLib* makes it easy to implement the \n agent-environment interaction loop.\n\n- **Agents** - Choose from a variety of RL agents available in the *Agents* module. These agents are designed to be \n versatile and work with any environment. If needed, you can even create your own agents using our documented recipes.\n\n- **Extensions** - Enhance agent observations with domain-specific knowledge by adding a suitable extension from the \n *Extensions* module. This module enables seamless agent switching and parameter tuning without extensive reconfiguration.\n\n- **Loggers** - This module allows you to monitor agent-environment interactions. Customize and adapt logging to your \n specific needs, capturing training metrics, internal agent state, or environment observations. The library includes \n various loggers for creating plots and output files, simplifying visualization and data processing.\n\nThe figure below provides a visual representation of Reinforced-lib and the data-flow between its modules.\n\n<img src=\"docs/resources/data-flow.png\" width=\"600\">\n\n## JAX Backend\n\nOur library is built on top of JAX, a high-performance numerical computing library. JAX makes it easy to implement \nRL algorithms efficiently. It provides powerful transformations, including JIT compilation, automatic differentiation, \nvectorization, and parallelization. Our library is fully compatible with DeepMind's JAX ecosystem, granting access to \nstate-of-the-art RL models and helper libraries. JIT compilation significantly accelerates execution and ensures \nportability across different architectures (CPUs, GPUs, TPUs) without requiring code modifications. \nJAX offers another benefit through its robust pseudorandom number generator system, employed in our library to \nguarantee result reproducibility. This critical aspect of scientific research is frequently underestimated but \nremains highly significant.\n\n## Edge Device Export\n\nReinforced-lib is designed to work seamlessly on wireless, low-powered devices, where resources are limited. It's the \nperfect solution for energy-constrained environments that may struggle with other ML frameworks. You can export your \ntrained models to [TensorFlow Lite](https://www.tensorflow.org/lite) with ease, reducing runtime overhead and \noptimizing performance. This means you can deploy RL agents on resource-limited devices efficiently.\n\n## Example code\n\nExperience the simplicity of our library and witness the fundamental agent-environment interaction loop with our \nstraightforward example. This code can by used to train a deep Q-learning agent on the `CartPole-v1` environment \neffortlessly using Reinforced-lib.\n\n```python\nimport gymnasium as gym\nimport optax\nfrom chex import Array\nfrom flax import linen as nn\n\nfrom reinforced_lib import RLib\nfrom reinforced_lib.agents.deep import DQN\nfrom reinforced_lib.exts import Gymnasium\n\n\nclass QNetwork(nn.Module):\n @nn.compact\n def __call__(self, x: Array) -> Array:\n x = nn.Dense(256)(x)\n x = nn.relu(x)\n return nn.Dense(2)(x)\n\n\nif __name__ == '__main__':\n rl = RLib(\n agent_type=DQN,\n agent_params={\n 'q_network': QNetwork(),\n 'optimizer': optax.rmsprop(3e-4, decay=0.95, eps=1e-2),\n },\n ext_type=Gymnasium,\n ext_params={'env_id': 'CartPole-v1'}\n )\n\n for epoch in range(300):\n env = gym.make('CartPole-v1', render_mode='human')\n\n _, _ = env.reset()\n action = env.action_space.sample()\n terminal = False\n\n while not terminal:\n env_state = env.step(action.item())\n action = rl.sample(*env_state)\n terminal = env_state[2] or env_state[3]\n```\n\n## Citing Reinforced-lib\n\nTo cite this repository, please use the following BibTeX entry for the Reinforced-lib paper:\n\n```bibtex\n@article{reinforcedlib2022,\n author = {Maksymilian Wojnar and Szymon Szott and Krzysztof Rusek and Wojciech Ciezobka},\n title = {{R}einforced-lib: {R}apid prototyping of reinforcement learning solutions},\n journal = {SoftwareX},\n volume = {26},\n pages = {101706},\n year = {2024},\n issn = {2352-7110},\n doi = {https://doi.org/10.1016/j.softx.2024.101706},\n url = {https://www.sciencedirect.com/science/article/pii/S2352711024000773}\n}\n```\n",
"bugtrack_url": null,
"license": "Mozilla Public License Version 2.0 ================================== 1. Definitions -------------- 1.1. \"Contributor\" means each individual or legal entity that creates, contributes to the creation of, or owns Covered Software. 1.2. \"Contributor Version\" means the combination of the Contributions of others (if any) used by a Contributor and that particular Contributor's Contribution. 1.3. \"Contribution\" means Covered Software of a particular Contributor. 1.4. \"Covered Software\" means Source Code Form to which the initial Contributor has attached the notice in Exhibit A, the Executable Form of such Source Code Form, and Modifications of such Source Code Form, in each case including portions thereof. 1.5. \"Incompatible With Secondary Licenses\" means (a) that the initial Contributor has attached the notice described in Exhibit B to the Covered Software; or (b) that the Covered Software was made available under the terms of version 1.1 or earlier of the License, but not also under the terms of a Secondary License. 1.6. \"Executable Form\" means any form of the work other than Source Code Form. 1.7. \"Larger Work\" means a work that combines Covered Software with other material, in a separate file or files, that is not Covered Software. 1.8. \"License\" means this document. 1.9. \"Licensable\" means having the right to grant, to the maximum extent possible, whether at the time of the initial grant or subsequently, any and all of the rights conveyed by this License. 1.10. \"Modifications\" means any of the following: (a) any file in Source Code Form that results from an addition to, deletion from, or modification of the contents of Covered Software; or (b) any new file in Source Code Form that contains any Covered Software. 1.11. \"Patent Claims\" of a Contributor means any patent claim(s), including without limitation, method, process, and apparatus claims, in any patent Licensable by such Contributor that would be infringed, but for the grant of the License, by the making, using, selling, offering for sale, having made, import, or transfer of either its Contributions or its Contributor Version. 1.12. \"Secondary License\" means either the GNU General Public License, Version 2.0, the GNU Lesser General Public License, Version 2.1, the GNU Affero General Public License, Version 3.0, or any later versions of those licenses. 1.13. \"Source Code Form\" means the form of the work preferred for making modifications. 1.14. \"You\" (or \"Your\") means an individual or a legal entity exercising rights under this License. For legal entities, \"You\" includes any entity that controls, is controlled by, or is under common control with You. For purposes of this definition, \"control\" means (a) the power, direct or indirect, to cause the direction or management of such entity, whether by contract or otherwise, or (b) ownership of more than fifty percent (50%) of the outstanding shares or beneficial ownership of such entity. 2. License Grants and Conditions -------------------------------- 2.1. Grants Each Contributor hereby grants You a world-wide, royalty-free, non-exclusive license: (a) under intellectual property rights (other than patent or trademark) Licensable by such Contributor to use, reproduce, make available, modify, display, perform, distribute, and otherwise exploit its Contributions, either on an unmodified basis, with Modifications, or as part of a Larger Work; and (b) under Patent Claims of such Contributor to make, use, sell, offer for sale, have made, import, and otherwise transfer either its Contributions or its Contributor Version. 2.2. Effective Date The licenses granted in Section 2.1 with respect to any Contribution become effective for each Contribution on the date the Contributor first distributes such Contribution. 2.3. Limitations on Grant Scope The licenses granted in this Section 2 are the only rights granted under this License. No additional rights or licenses will be implied from the distribution or licensing of Covered Software under this License. Notwithstanding Section 2.1(b) above, no patent license is granted by a Contributor: (a) for any code that a Contributor has removed from Covered Software; or (b) for infringements caused by: (i) Your and any other third party's modifications of Covered Software, or (ii) the combination of its Contributions with other software (except as part of its Contributor Version); or (c) under Patent Claims infringed by Covered Software in the absence of its Contributions. This License does not grant any rights in the trademarks, service marks, or logos of any Contributor (except as may be necessary to comply with the notice requirements in Section 3.4). 2.4. Subsequent Licenses No Contributor makes additional grants as a result of Your choice to distribute the Covered Software under a subsequent version of this License (see Section 10.2) or under the terms of a Secondary License (if permitted under the terms of Section 3.3). 2.5. Representation Each Contributor represents that the Contributor believes its Contributions are its original creation(s) or it has sufficient rights to grant the rights to its Contributions conveyed by this License. 2.6. Fair Use This License is not intended to limit any rights You have under applicable copyright doctrines of fair use, fair dealing, or other equivalents. 2.7. Conditions Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted in Section 2.1. 3. Responsibilities ------------------- 3.1. Distribution of Source Form All distribution of Covered Software in Source Code Form, including any Modifications that You create or to which You contribute, must be under the terms of this License. You must inform recipients that the Source Code Form of the Covered Software is governed by the terms of this License, and how they can obtain a copy of this License. You may not attempt to alter or restrict the recipients' rights in the Source Code Form. 3.2. Distribution of Executable Form If You distribute Covered Software in Executable Form then: (a) such Covered Software must also be made available in Source Code Form, as described in Section 3.1, and You must inform recipients of the Executable Form how they can obtain a copy of such Source Code Form by reasonable means in a timely manner, at a charge no more than the cost of distribution to the recipient; and (b) You may distribute such Executable Form under the terms of this License, or sublicense it under different terms, provided that the license for the Executable Form does not attempt to limit or alter the recipients' rights in the Source Code Form under this License. 3.3. Distribution of a Larger Work You may create and distribute a Larger Work under terms of Your choice, provided that You also comply with the requirements of this License for the Covered Software. If the Larger Work is a combination of Covered Software with a work governed by one or more Secondary Licenses, and the Covered Software is not Incompatible With Secondary Licenses, this License permits You to additionally distribute such Covered Software under the terms of such Secondary License(s), so that the recipient of the Larger Work may, at their option, further distribute the Covered Software under the terms of either this License or such Secondary License(s). 3.4. Notices You may not remove or alter the substance of any license notices (including copyright notices, patent notices, disclaimers of warranty, or limitations of liability) contained within the Source Code Form of the Covered Software, except that You may alter any license notices to the extent required to remedy known factual inaccuracies. 3.5. Application of Additional Terms You may choose to offer, and to charge a fee for, warranty, support, indemnity or liability obligations to one or more recipients of Covered Software. However, You may do so only on Your own behalf, and not on behalf of any Contributor. You must make it absolutely clear that any such warranty, support, indemnity, or liability obligation is offered by You alone, and You hereby agree to indemnify every Contributor for any liability incurred by such Contributor as a result of warranty, support, indemnity or liability terms You offer. You may include additional disclaimers of warranty and limitations of liability specific to any jurisdiction. 4. Inability to Comply Due to Statute or Regulation --------------------------------------------------- If it is impossible for You to comply with any of the terms of this License with respect to some or all of the Covered Software due to statute, judicial order, or regulation then You must: (a) comply with the terms of this License to the maximum extent possible; and (b) describe the limitations and the code they affect. Such description must be placed in a text file included with all distributions of the Covered Software under this License. Except to the extent prohibited by statute or regulation, such description must be sufficiently detailed for a recipient of ordinary skill to be able to understand it. 5. Termination -------------- 5.1. The rights granted under this License will terminate automatically if You fail to comply with any of its terms. However, if You become compliant, then the rights granted under this License from a particular Contributor are reinstated (a) provisionally, unless and until such Contributor explicitly and finally terminates Your grants, and (b) on an ongoing basis, if such Contributor fails to notify You of the non-compliance by some reasonable means prior to 60 days after You have come back into compliance. Moreover, Your grants from a particular Contributor are reinstated on an ongoing basis if such Contributor notifies You of the non-compliance by some reasonable means, this is the first time You have received notice of non-compliance with this License from such Contributor, and You become compliant prior to 30 days after Your receipt of the notice. 5.2. If You initiate litigation against any entity by asserting a patent infringement claim (excluding declaratory judgment actions, counter-claims, and cross-claims) alleging that a Contributor Version directly or indirectly infringes any patent, then the rights granted to You by any and all Contributors for the Covered Software under Section 2.1 of this License shall terminate. 5.3. In the event of termination under Sections 5.1 or 5.2 above, all end user license agreements (excluding distributors and resellers) which have been validly granted by You or Your distributors under this License prior to termination shall survive termination. ************************************************************************ * * * 6. Disclaimer of Warranty * * ------------------------- * * * * Covered Software is provided under this License on an \"as is\" * * basis, without warranty of any kind, either expressed, implied, or * * statutory, including, without limitation, warranties that the * * Covered Software is free of defects, merchantable, fit for a * * particular purpose or non-infringing. The entire risk as to the * * quality and performance of the Covered Software is with You. * * Should any Covered Software prove defective in any respect, You * * (not any Contributor) assume the cost of any necessary servicing, * * repair, or correction. This disclaimer of warranty constitutes an * * essential part of this License. No use of any Covered Software is * * authorized under this License except under this disclaimer. * * * ************************************************************************ ************************************************************************ * * * 7. Limitation of Liability * * -------------------------- * * * * Under no circumstances and under no legal theory, whether tort * * (including negligence), contract, or otherwise, shall any * * Contributor, or anyone who distributes Covered Software as * * permitted above, be liable to You for any direct, indirect, * * special, incidental, or consequential damages of any character * * including, without limitation, damages for lost profits, loss of * * goodwill, work stoppage, computer failure or malfunction, or any * * and all other commercial damages or losses, even if such party * * shall have been informed of the possibility of such damages. This * * limitation of liability shall not apply to liability for death or * * personal injury resulting from such party's negligence to the * * extent applicable law prohibits such limitation. Some * * jurisdictions do not allow the exclusion or limitation of * * incidental or consequential damages, so this exclusion and * * limitation may not apply to You. * * * ************************************************************************ 8. Litigation ------------- Any litigation relating to this License may be brought only in the courts of a jurisdiction where the defendant maintains its principal place of business and such litigation shall be governed by laws of that jurisdiction, without reference to its conflict-of-law provisions. Nothing in this Section shall prevent a party's ability to bring cross-claims or counter-claims. 9. Miscellaneous ---------------- This License represents the complete agreement concerning the subject matter hereof. If any provision of this License is held to be unenforceable, such provision shall be reformed only to the extent necessary to make it enforceable. Any law or regulation which provides that the language of a contract shall be construed against the drafter shall not be used to construe this License against a Contributor. 10. Versions of the License --------------------------- 10.1. New Versions Mozilla Foundation is the license steward. Except as provided in Section 10.3, no one other than the license steward has the right to modify or publish new versions of this License. Each version will be given a distinguishing version number. 10.2. Effect of New Versions You may distribute the Covered Software under the terms of the version of the License under which You originally received the Covered Software, or under the terms of any subsequent version published by the license steward. 10.3. Modified Versions If you create software not governed by this License, and you want to create a new license for such software, you may create and use a modified version of this License if you rename the license and remove any references to the name of the license steward (except to note that such modified license differs from this License). 10.4. Distributing Source Code Form that is Incompatible With Secondary Licenses If You choose to distribute Source Code Form that is Incompatible With Secondary Licenses under the terms of this version of the License, the notice described in Exhibit B of this License must be attached. Exhibit A - Source Code Form License Notice ------------------------------------------- This Source Code Form is subject to the terms of the Mozilla Public License, v. 2.0. If a copy of the MPL was not distributed with this file, You can obtain one at http://mozilla.org/MPL/2.0/. If it is not possible or desirable to put the notice in a particular file, then You may include the notice in a location (such as a LICENSE file in a relevant directory) where a recipient would be likely to look for such a notice. You may add additional accurate notices of copyright ownership. Exhibit B - \"Incompatible With Secondary Licenses\" Notice --------------------------------------------------------- This Source Code Form is \"Incompatible With Secondary Licenses\", as defined by the Mozilla Public License, v. 2.0. ",
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