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+++ b/README.md
@@ -1,8 +1,10 @@
 # Grok-1
 
+**英文文档** [中文文档](./README_CN.md)
+
 This repository contains JAX example code for loading and running the Grok-1 open-weights model.
 
-Make sure to download the checkpoint and place `ckpt-0` directory in `checkpoint`.
+Make sure to download the checkpoint and place `ckpt-0` directory in `checkpoints`.
 Then, run
 
 ```shell
@@ -17,14 +19,15 @@ The script loads the checkpoint and samples from the model on a test input.
 Due to the large size of the model (314B parameters), a machine with enough GPU memory is required to test the model with the example code.
 The implementation of the MoE layer in this repository is not efficient. The implementation was chosen to avoid the need for custom kernels to validate the correctness of the model.
 
-# Downloading the weights
+## Downloading the weights
 
 You can download the weights using a torrent client and this magnet link:
-```
+
+```shell
 magnet:?xt=urn:btih:5f96d43576e3d386c9ba65b883210a393b68210e&tr=https%3A%2F%2Facademictorrents.com%2Fannounce.php&tr=udp%3A%2F%2Ftracker.coppersurfer.tk%3A6969&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce
 ```
 
-# License
+## License
 
 The code and associated Grok-1 weights in this release are licensed under the
 Apache 2.0 license. The license only applies to the source files in this
diff --git a/README_CN.md b/README_CN.md
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+++ b/README_CN.md
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+# grok-1
+
+[English Document](./README.md) **Chinese Document**
+
+该存储库包含用于加载和运行 `Grok-1` 开放权重模型的 `JAX` 示例代码。
+
+确保下载检查点并将 `ckpt-0` 目录放置在 `checkpoints` 中。
+然后，运行
+
+```shell
+pip install -r requirements.txt
+python run.py
+```
+
+测试代码。
+
+该脚本在测试输入上加载模型中的检查点和样本。
+
+由于模型规模较大（314B参数），需要有足够GPU内存的机器才能使用示例代码测试模型。
+该存储库中 `MoE 层` 的实现效率不高。选择该实现是为了避免需要自定义内核来验证模型的正确性。
+
+## 下载权重
+
+您可以使用 `torrent` 客户端和此磁力链接下载权重：
+
+```shell
+磁铁:?xt=urn:btih:5f96d43576e3d386c9ba65b883210a393b68210e&tr=https%3A%2F%2Facademictorrents.com%2Fannounce.php&tr=udp%3A%2F%2Ftracker.coppersurfer.tk%3A6969&tr=udp%3A%2F%2 Ftracker.opentrackr.org %3A1337%2Fan公告
+```
+
+## 执照
+
+此版本中的代码和相关 `Grok-1` 权重已获得许可 `Apache 2.0` 许可证。
+该许可证仅适用于本文件中的源文件 `Grok-1` 的存储库和模型权重。