feature(pu): add 2048 and minigrid benchmark

README.md

@@ -143,6 +143,10 @@ cd LightZero
 pip3 install -e .
 ```
 
+Kindly note that LightZero currently supports compilation only on `Linux` and `macOS` platforms.
+We are actively working towards extending this support to the `Windows` platform. 
+Your patience during this transition is greatly appreciated.
+
 [comment]: <> (- [AlphaGo Zero]&#40;https://www.nature.com/articles/nature24270&#41; )
 
 ## Quick Start
@@ -209,6 +213,18 @@ and two MuJoCo continuous action space games: [Hopper-v3](https://github.com/ope
   <img src="assets/benchmark/ablation/lunarlander_gmz_ns.png" alt="lunarlander_gmz_ns" width="23%" height="auto" style="margin: 0 1%;">
 </p>
 
+- Below are the benchmark results of [StochasticMuZero](https://github.com/opendilab/LightZero/blob/main/lzero/policy/stochastic_muzero.py) and [MuZero](https://github.com/opendilab/LightZero/blob/main/lzero/policy/muzero.py) on [2048 environment](https://github.com/opendilab/LightZero/blob/main/zoo/game_2048/envs/game_2048_env.py) with varying levels of chance (num_chances=2 and 5).
+<p align="center">
+  <img src="assets/benchmark/main/2048/2048_stochasticmz_mz.png" alt="2048_stochasticmz_mz" width="30%" height="auto" style="margin: 0 1%;">
+  <img src="assets/benchmark/main/2048/2048_stochasticmz_mz_nc5.png" alt="mspacman_gmz_ns" width="30%" height="auto" style="margin: 0 1%;">
+</p>
+
+- Below are the benchmark results of various MCTS exploration mechanisms of [MuZero w/ SSL](https://github.com/opendilab/LightZero/blob/main/lzero/policy/muzero.py) in the [MiniGrid environment](https://github.com/opendilab/LightZero/blob/main/zoo/minigrid/envs/minigrid_lightzero_env.py).
+<p align="center">
+  <img src="assets/benchmark/main/minigrid/keycorridors3r3_exploration.png" alt="keycorridors3r3_exploration" width="30%" height="auto" style="margin: 0 1%;">
+  <img src="assets/benchmark/main/minigrid/fourrooms_exploration.png" alt="fourrooms_exploration" width="30%" height="auto" style="margin: 0 1%;">
+</p>
+
 </details>
 
 

README.zh.md

@@ -132,6 +132,8 @@ cd LightZero
 pip3 install -e .
 ```
 
+请注意，LightZero 目前仅支持在 `Linux` 和 `macOS` 平台上进行编译。
+我们正在积极将该支持扩展到 `Windows` 平台。 
 
 ## 快速开始
 使用如下代码在 [CartPole](https://gymnasium.farama.org/environments/classic_control/cart_pole/) 环境上快速训练一个 MuZero 智能体:
@@ -195,6 +197,18 @@ python3 -u zoo/board_games/tictactoe/config/tictactoe_muzero_bot_mode_config.py
   <img src="assets/benchmark/ablation/lunarlander_gmz_ns.png" alt="lunarlander_gmz_ns" width="23%" height="auto" style="margin: 0 1%;">
 </p>
 
+- [Stochastic MuZero](https://github.com/opendilab/LightZero/blob/main/lzero/policy/stochastic_muzero.py) 和 [MuZero](https://github.com/opendilab/LightZero/blob/main/lzero/policy/muzero.py) 在具有不同随机性程度的[2048环境](https://github.com/opendilab/LightZero/blob/main/zoo/game_2048/envs/game_2048_env.py) (num_chances=2/5) 上的基线结果：
+<p align="center">
+  <img src="assets/benchmark/main/2048/2048_stochasticmz_mz.png" alt="2048_stochasticmz_mz" width="30%" height="auto" style="margin: 0 1%;">
+  <img src="assets/benchmark/main/2048/2048_stochasticmz_mz_nc5.png" alt="mspacman_gmz_ns" width="30%" height="auto" style="margin: 0 1%;">
+</p>
+
+- 结合不同的探索机制的 [MuZero w/ SSL](https://github.com/opendilab/LightZero/blob/main/lzero/policy/muzero.py) 在 [MiniGrid 环境](https://github.com/opendilab/LightZero/blob/main/zoo/minigrid/envs/minigrid_lightzero_env.py)上的基线结果：
+<p align="center">
+  <img src="assets/benchmark/main/minigrid/keycorridors3r3_exploration.png" alt="keycorridors3r3_exploration" width="30%" height="auto" style="margin: 0 1%;">
+  <img src="assets/benchmark/main/minigrid/fourrooms_exploration.png" alt="fourrooms_exploration" width="30%" height="auto" style="margin: 0 1%;">
+</p>
+
 </details>
 
 ## MCTS 相关笔记