bsuite
lab
| bsuite | lab | |
|---|---|---|
| 2 | 4 | |
| 1,470 | 7,002 | |
| 0.8% | 0.0% | |
| 0.0 | 0.0 | |
| about 1 month ago | over 1 year ago | |
| Python | C | |
| Apache License 2.0 | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
bsuite
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Shimmy 1.0: Gymnasium & PettingZoo bindings for popular external RL environments
This includes single-agent Gymnasium wrappers for DM Control, DM Lab, Behavior Suite, Arcade Learning Environment, OpenAI Gym V21 & V26. Multi-agent PettingZoo wrappers support DM Control Soccer, OpenSpiel and Melting Pot. For more information, read the release notes here:
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Towards creating better reward functions in a custom environment| Sensitivity analysis [Question]
Second, if you're interested in evaluating the robustness of the algo implementation, then projects like https://github.com/deepmind/bsuite might help highlight issues, although they may not be relevent to your problem.
lab
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Shimmy 1.0: Gymnasium & PettingZoo bindings for popular external RL environments
This includes single-agent Gymnasium wrappers for DM Control, DM Lab, Behavior Suite, Arcade Learning Environment, OpenAI Gym V21 & V26. Multi-agent PettingZoo wrappers support DM Control Soccer, OpenSpiel and Melting Pot. For more information, read the release notes here:
- Environments that require long-term memory and reasoning
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Keys doors puzzle in dmlab30
dmlab30 is a test suite of 30 environments for Deep RL research, maintained by DeepMind. https://github.com/deepmind/lab/tree/master/game_scripts/levels/contributed/dmlab30#readme
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[R] Would DeepMind Control Suite be enough for a publication?
DeepMind Lab is also interesting: https://deepmind.com/blog/article/open-sourcing-deepmind-lab https://github.com/deepmind/lab
What are some alternatives?
Shimmy - An API conversion tool for popular external reinforcement learning environments
ruby-fann - Ruby library for interfacing with FANN (Fast Artificial Neural Network)
dm_control - Google DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.
meltingpot - A suite of test scenarios for multi-agent reinforcement learning.
PHP IDS - PHPIDS (PHP-Intrusion Detection System) is a simple to use, well structured, fast and state-of-the-art security layer for your PHP based web application
gym - A toolkit for developing and comparing reinforcement learning algorithms.
CCV - C-based/Cached/Core Computer Vision Library, A Modern Computer Vision Library
dm_memorytasks - A set of 13 diverse machine-learning tasks that require memory to solve.
PettingZoo - An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities
SLID-on-Microcontrollers - Speech Classification using a Convolutional Neural Network running on a Microcontroller