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| [](https://github.com/opendilab/DI-engine/graphs/contributors) | ||
| [](https://github.com/opendilab/DI-engine/blob/master/LICENSE) | ||
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| Updated on 2022.12.13 DI-engine-v0.4.5 | ||
| Updated on 2023.02.17 DI-engine-v0.4.6 | ||
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| ## Introduction to DI-engine | ||
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| - Real world decision AI applications | ||
| - [DI-star](https://github.com/opendilab/DI-star): Decision AI in StarCraftII | ||
| - [DI-drive](https://github.com/opendilab/DI-drive): Auto-driving platform | ||
| - [GoBigger](https://github.com/opendilab/GoBigger): Multi-Agent Decision Intelligence Environment | ||
| - [GoBigger](https://github.com/opendilab/GoBigger): [ICLR 2023] Multi-Agent Decision Intelligence Environment | ||
| - [DI-sheep](https://github.com/opendilab/DI-sheep): Decision AI in 3 Tiles Game | ||
| - [DI-smartcross](https://github.com/opendilab/DI-smartcross): Decision AI in Traffic Light Control | ||
| - [DI-bioseq](https://github.com/opendilab/DI-bioseq): Decision AI in Biological Sequence Prediction and Searching | ||
| - [DI-1024](https://github.com/opendilab/DI-1024): Deep Reinforcement Learning + 1024 Game | ||
| - Research paper | ||
| - [InterFuser](https://github.com/opendilab/InterFuser): [CoRL 2022] Safety-Enhanced Autonomous Driving Using Interpretable Sensor Fusion Transformer | ||
| - [ACE](https://github.com/opendilab/ACE): ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency | ||
| - [ACE](https://github.com/opendilab/ACE): [AAAI 2023] ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency | ||
| - General nested data lib | ||
| - [treevalue](https://github.com/opendilab/treevalue): Tree-nested data structure | ||
| - [DI-treetensor](https://github.com/opendilab/DI-treetensor): Tree-nested PyTorch tensor Lib | ||
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| - [awesome-AI-based-protein-design](https://github.com/opendilab/awesome-AI-based-protein-design): a collection of research papers for AI-based protein design | ||
| - [awesome-diffusion-model-in-rl](https://github.com/opendilab/awesome-diffusion-model-in-rl): A curated list of Diffusion Model in RL resources | ||
| - [awesome-end-to-end-autonomous-driving](https://github.com/opendilab/awesome-end-to-end-autonomous-driving): A curated list of awesome End-to-End Autonomous Driving resources | ||
| - [awesome-driving-behavior-prediction](https://github.com/opendilab/awesome-driving-behavior-prediction): A collection of research papers for Driving Behavior Prediction | ||
| </details> | ||
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| | No | Environment | Label | Visualization | Code and Doc Links | | ||
| | :--: | :--------------------------------------: | :---------------------------------: | :--------------------------------:|:---------------------------------------------------------: | | ||
| | 1 | [atari](https://github.com/openai/gym/tree/master/gym/envs/atari) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/atari/envs) <br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/atari.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/atari_zh.html) | | ||
| | 1 | [Atari](https://github.com/openai/gym/tree/master/gym/envs/atari) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/atari/envs) <br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/atari.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/atari_zh.html) | | ||
| | 2 | [box2d/bipedalwalker](https://github.com/openai/gym/tree/master/gym/envs/box2d) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/box2d/bipedalwalker/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/bipedalwalker.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/bipedalwalker_zh.html) | | ||
| | 3 | [box2d/lunarlander](https://github.com/openai/gym/tree/master/gym/envs/box2d) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/box2d/lunarlander/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/lunarlander.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/lunarlander_zh.html) | | ||
| | 4 | [classic_control/cartpole](https://github.com/openai/gym/tree/master/gym/envs/classic_control) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/classic_control/cartpole/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/cartpole.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/cartpole_zh.html) | | ||
| | 5 | [classic_control/pendulum](https://github.com/openai/gym/tree/master/gym/envs/classic_control) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/classic_control/pendulum/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/pendulum.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/pendulum_zh.html) | | ||
| | 6 | [competitive_rl](https://github.com/cuhkrlcourse/competitive-rl) |   |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo.classic_control)<br>[环境指南](https://di-engine-docs.readthedocs.io/en/latest/13_envs/competitive_rl_zh.html) | | ||
| | 7 | [gfootball](https://github.com/google-research/football) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo.gfootball/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/gfootball.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/en/latest/13_envs/gfootball_zh.html) | | ||
| | 8 | [minigrid](https://github.com/maximecb/gym-minigrid) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/minigrid/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/minigrid.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/en/latest/13_envs/minigrid_zh.html) | | ||
| | 9 | [mujoco](https://github.com/openai/gym/tree/master/gym/envs/mujoco) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/majoco/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/mujoco.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/en/latest/13_envs/mujoco_zh.html) | | ||
| | 9 | [MuJoCo](https://github.com/openai/gym/tree/master/gym/envs/mujoco) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/majoco/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/mujoco.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/en/latest/13_envs/mujoco_zh.html) | | ||
| | 10 | [PettingZoo](https://github.com/Farama-Foundation/PettingZoo) |    |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/petting_zoo/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/pettingzoo.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/pettingzoo_zh.html) | | ||
| | 11 | [overcooked](https://github.com/HumanCompatibleAI/overcooked-demo) |   |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/overcooded/envs)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/overcooked.html) | | ||
| | 12 | [procgen](https://github.com/openai/procgen) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/procgen)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/procgen.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/procgen_zh.html) | | ||
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| | 28 |[mario](https://github.com/Kautenja/gym-super-mario-bros) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/mario) <br> [env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/gym_super_mario_bros.html) <br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/gym_super_mario_bros_zh.html) | | ||
| | 29 |[dmc2gym](https://github.com/denisyarats/dmc2gym) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/dmc2gym)<br>[env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/dmc2gym.html)<br>[环境指南](https://di-engine-docs.readthedocs.io/zh_CN/latest/13_envs/dmc2gym_zh.html) | | ||
| | 30 |[evogym](https://github.com/EvolutionGym/evogym) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/evogym/envs) <br> [env tutorial](https://di-engine-docs.readthedocs.io/en/latest/13_envs/evogym.html) <br>环境指南 | | ||
| | 31 |[gym-pybullet-drones](https://github.com/utiasDSL/gym-pybullet-drones) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/gym_pybullet_drones/envs)<br>环境指南 | | ||
| | 31 |[gym-pybullet-drones](https://github.com/utiasDSL/gym-pybullet-drones) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/gym_pybullet_drones/envs)<br>环境指南 | | ||
| | 32 |[beergame](https://github.com/OptMLGroup/DeepBeerInventory-RL) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/beergame/envs)<br>环境指南 | | ||
| | 33 |[classic_control/acrobot](https://github.com/openai/gym/tree/master/gym/envs/classic_control) |  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/classic_control/acrobot/envs)<br>环境指南 | | ||
| | 34 |[box2d/car_racing](https://github.com/openai/gym/blob/master/gym/envs/box2d/car_racing.py) |  <br>  |  | [dizoo link](https://github.com/opendilab/DI-engine/tree/main/dizoo/box2d/carracing/envs)<br>环境指南 | | ||
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|  | ||
| - Contact our email ([email protected]) | ||
| - Contributes to our future plan [Roadmap](https://github.com/opendilab/DI-engine/projects) | ||
| - Contributes to our future plan [Roadmap](https://github.com/opendilab/DI-engine/issues/548) | ||
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| We appreciate all the feedbacks and contributions to improve DI-engine, both algorithms and system designs. And `CONTRIBUTING.md` offers some necessary information. | ||
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| {% set data = load_setup_py_data() %} | ||
| package: | ||
| name: di-engine | ||
| version: v0.4.5 | ||
| version: v0.4.6 | ||
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| source: | ||
| path: .. | ||
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