diff --git a/.github/ISSUE_TEMPLATE.md b/.github/ISSUE_TEMPLATE.md
new file mode 100644
index 0000000..f3fe9db
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE.md
@@ -0,0 +1,41 @@
+---
+name: Issue Report
+about: Report a bug or suggest a feature
+title: '[ISSUE] '
+labels: ''
+assignees: ''
+---
+
+## Type
+Please select the type of this issue:
+- [ ] Bug Report
+- [ ] Feature Request
+
+## Description
+A clear and concise description of the issue or suggestion.
+
+## Steps to Reproduce (for bugs)
+1.
+2.
+3.
+
+## Expected Behavior (for bugs)
+What you expected to happen.
+
+## Actual Behavior (for bugs)
+What actually happened.
+
+## Solution Proposal (for features)
+Describe the solution you'd like.
+
+## Alternatives Considered (for features)
+Describe any alternative solutions or features you've considered.
+
+## Environment (for bugs)
+- Python version:
+- AstrAI version (or commit hash):
+- OS:
+- GPU (if applicable):
+
+## Additional Context
+Add any other context, screenshots, or logs here.
\ No newline at end of file
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
new file mode 100644
index 0000000..9b1bbcf
--- /dev/null
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -0,0 +1,26 @@
+## Description
+Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context.
+
+Fixes # (issue number)
+
+## Type of Change
+Please delete options that are not relevant.
+
+- [ ] Bug fix (non-breaking change which fixes an issue)
+- [ ] New feature (non-breaking change which adds functionality)
+- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
+- [ ] Documentation update
+- [ ] Other (please describe):
+
+## How Has This Been Tested?
+Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce.
+
+## Checklist:
+- [ ] My code follows the style guidelines of this project (run `ruff format .` and `ruff check --fix .`)
+- [ ] I have performed a self-review of my own code
+- [ ] I have commented my code, particularly in hard-to-understand areas
+- [ ] I have made corresponding changes to the documentation
+- [ ] My changes generate no new warnings
+- [ ] I have added tests that prove my fix is effective or that my feature works
+- [ ] New and existing unit tests pass locally with my changes
+- [ ] Any dependent changes have been merged and published in downstream modules
\ No newline at end of file
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..2030062
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,68 @@
+# Contributing to AstrAI
+
+Thank you for your interest in contributing to AstrAI! This document provides guidelines and steps for contributing.
+
+## How to Contribute
+
+### Reporting Issues
+If you encounter a bug or have a feature request, please open an issue on GitHub. Include as much detail as possible:
+- A clear description of the problem or request.
+- Steps to reproduce (for bugs).
+- Your environment (Python version, OS, etc.).
+
+### Submitting Changes
+1. **Fork** the repository.
+2. **Clone** your fork:
+ ```bash
+ git clone https://github.com/your-username/AstrAI.git
+ cd AstrAI
+ ```
+3. **Create a feature branch**:
+ ```bash
+ git checkout -b feature/your-feature-name
+ ```
+4. **Make your changes**. Follow the code style guidelines below.
+5. **Commit your changes** with a descriptive commit message:
+ ```bash
+ git commit -m "Add: brief description of the change"
+ ```
+6. **Push** to your fork:
+ ```bash
+ git push origin feature/your-feature-name
+ ```
+7. **Open a Pull Request** (PR) against the `main` branch of the upstream repository.
+
+## Code Style
+
+AstrAI uses [Ruff](https://docs.astral.sh/ruff/) for code formatting and linting. Please ensure your code is formatted before submitting.
+
+- Run Ruff to format and lint:
+ ```bash
+ ruff format .
+ ruff check --fix .
+ ```
+- The project uses **double quotes** for strings and **4‑space indentation** (as configured in `pyproject.toml`).
+
+## Testing
+
+If you add or modify functionality, please include appropriate tests.
+
+- Run the test suite with:
+ ```bash
+ pytest
+ ```
+- Ensure all tests pass before submitting your PR.
+
+## Code Review
+
+All submissions will be reviewed. We may request changes or discuss alternatives. Please be responsive to feedback.
+
+## License
+
+By contributing, you agree that your contributions will be licensed under the same [GPL-3.0 License](LICENSE) that covers the project.
+
+---
+
+If you have any questions, feel free to ask in the [GitHub Discussions](https://github.com/ViperEkura/AstrAI/discussions) or open an issue.
+
+Happy contributing!
\ No newline at end of file
diff --git a/README.md b/README.md
index 818d5c0..798ae32 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
@@ -13,23 +13,37 @@
-## 📖 Table of Contents | 目录
+
+
+
+
+
+
+
+
+## 📖 Table of Contents
English
-- [Installation](#installation)
+- [Features](#features)
- [Quick Start](#quick-start)
- [Documentation](#documentation)
-
-
-
-
-中文
-
-- [安装](#安装)
-- [快速开始](#快速开始)
-- [文档](#文档)
+- [Contributing](#contributing)
+- [Community](#community)
+- [License](#license)
@@ -40,59 +54,16 @@
### Features
-- 🚀 **High Performance**: Optimized for both training and inference
-- 🔧 **Flexible**: Support for seq/sft/dpo training
-- 💡 **Easy to Use**: Simple API with comprehensive examples
-- 📦 **Lightweight**: Minimal dependencies
-
-### Installation
-
-```bash
-git clone https://github.com/ViperEkura/AstrAI.git
-cd AstrAI
-pip install -e .
-```
+- 🚀 **High Performance**: Optimized for both training and inference with efficient parallelization.
+- 🔧 **Flexible**: Support for seq/sft/dpo training, customizable model architectures.
+- 💡 **Easy to Use**: Simple API with comprehensive examples and demos.
+- 📦 **Lightweight**: Minimal dependencies, easy to deploy.
+- 🔬 **Research‑Friendly**: Modular design, easy to experiment with new ideas.
+- 🤗 **HuggingFace Integration**: Compatible with HuggingFace models and datasets.
### Quick Start
-```bash
-# Train
-python tools/train.py \
- --train_type=seq \
- --data_root_path=/path/to/dataset \
- --param_path=/path/to/param_path
-
-# Generate
-python tools/generate.py --param_path=/path/to/param_path
-```
-
-### Demo
-
-```bash
-# run download before using
-python demo/download.py
-
-# run demo
-python demo/stream_chat.py
-python demo/generate_batch.py
-python demo/generate_ar.py
-```
-
-- [bilibili](https://www.bilibili.com/video/BV1z5RPYHEkd)
-
----
-
-
-## 中文
-
-### 特性
-
-- 🚀 **高性能**: 训练与推理双向优化
-- 🔧 **灵活**: 支持 seq/sft/dpo 多种训练方式
-- 💡 **易用**: 简洁的 API 与丰富的示例
-- 📦 **轻量**: 依赖少,部署简单
-
-### 安装
+#### Installation
```bash
git clone https://github.com/ViperEkura/AstrAI.git
@@ -100,52 +71,79 @@ cd AstrAI
pip install -e .
```
-### 快速开始
+For development dependencies:
+
+```bash
+pip install -e ".[dev]"
+```
+
+#### Train a Model
```bash
-# 训练
python tools/train.py \
--train_type=seq \
--data_root_path=/path/to/dataset \
--param_path=/path/to/param_path
+```
-# 生成
+#### Generate Text
+
+```bash
python tools/generate.py --param_path=/path/to/param_path
```
-### 演示
+#### Demo
+
+Check out the demos in the `demo/` folder:
```bash
-# 使用前先下载模型
+# Download pre‑processed data (required before running demos)
python demo/download.py
-# 运行示例
+# Interactive streaming chat
python demo/stream_chat.py
+
+# Batch generation
python demo/generate_batch.py
+
+# Auto‑regressive generation
python demo/generate_ar.py
```
-- [bilibili](https://www.bilibili.com/video/BV1z5RPYHEkd)
+Watch a video walkthrough on [bilibili](https://www.bilibili.com/video/BV1z5RPYHEkd).
-
----
-
-
-
-### Document | 文档
+### Documentation
| Document | Description |
|----------|-------------|
-| *Parameter Guide*
[参数说明](./assets/docs/params.md) | *Training & inference parameters*
训练与推理参数配置 |
-| *Design Document*
[设计文档](./assets/docs/design.md) | *Framework architecture & module design*
系统架构与模块设计 |
-| *Data Flow*
[数据流程](./assets/docs/dataflow.md) | *Data processing pipeline details*
数据处理管道详解 |
-| *Model Introduction*
[模型介绍](./assets/docs/introduction.md) | *Model architecture & technical details*
模型架构与技术细节 |
+| [Parameter Guide](./assets/docs/params.md) | Training & inference parameters |
+| [Design Document](./assets/docs/design.md) | Framework architecture & module design |
+| [Data Flow](./assets/docs/dataflow.md) | Data processing pipeline details |
+| [Model Introduction](./assets/docs/introduction.md) | Model architecture & technical details |
-### Download | 下载
+### Contributing
-- [HuggingFace](https://huggingface.co/ViperEk/AstrAI)
-- `python demo/download.py`
+We welcome contributions! Please see our [Contributing Guidelines](CONTRIBUTING.md) for details.
-### Lincence | 许可证
+1. Fork the repository.
+2. Create a feature branch.
+3. Commit your changes.
+4. Open a Pull Request.
-- [GPL-3.0](LICENSE)
\ No newline at end of file
+For major changes, please open an issue first to discuss what you would like to change.
+
+### Community
+
+- **GitHub Issues**: [Issue Tracker](https://github.com/ViperEkura/AstrAI/issues)
+- **Discussions**: [GitHub Discussions](https://github.com/ViperEkura/AstrAI/discussions)
+- **HuggingFace**: [Model Hub](https://huggingface.co/ViperEk/AstrAI)
+
+### License
+
+This project is licensed under the [GPL-3.0 License](LICENSE).
+
+---
+
+
+ A lightweight Transformer framework designed for both high performance and ease of use.
+
\ No newline at end of file
diff --git a/assets/docs/README-zh-CN.md b/assets/docs/README-zh-CN.md
new file mode 100644
index 0000000..b976748
--- /dev/null
+++ b/assets/docs/README-zh-CN.md
@@ -0,0 +1,144 @@
+
+
+
+
AstrAI
+
+
+
+
+ 轻量级 Transformer 训练与推理框架
+
+
+
+
+
+
+
+
+
+
+
+## 📖 目录
+
+- [特性](#特性)
+- [快速开始](#快速开始)
+- [文档](#文档)
+- [贡献](#贡献)
+- [社区](#社区)
+- [许可证](#许可证)
+
+---
+
+
+## 中文
+
+### 特性
+
+- 🚀 **高性能**: 训练与推理双向优化,高效并行。
+- 🔧 **灵活**: 支持 seq/sft/dpo 多种训练方式,可定制模型架构。
+- 💡 **易用**: 简洁的 API 与丰富的示例、演示。
+- 📦 **轻量**: 依赖少,部署简单。
+- 🔬 **研究友好**: 模块化设计,便于实验新想法。
+- 🤗 **HuggingFace 集成**: 兼容 HuggingFace 模型与数据集。
+
+### 快速开始
+
+#### 安装
+
+```bash
+git clone https://github.com/ViperEkura/AstrAI.git
+cd AstrAI
+pip install -e .
+```
+
+安装开发依赖:
+
+```bash
+pip install -e ".[dev]"
+```
+
+#### 训练模型
+
+```bash
+python tools/train.py \
+ --train_type=seq \
+ --data_root_path=/path/to/dataset \
+ --param_path=/path/to/param_path
+```
+
+#### 文本生成
+
+```bash
+python tools/generate.py --param_path=/path/to/param_path
+```
+
+#### 演示
+
+查看 `demo/` 文件夹中的演示:
+
+```bash
+# 下载预处理数据(运行演示前必需)
+python demo/download.py
+
+# 交互式流式聊天
+python demo/stream_chat.py
+
+# 批量生成
+python demo/generate_batch.py
+
+# 自回归生成
+python demo/generate_ar.py
+```
+
+观看 [bilibili](https://www.bilibili.com/video/BV1z5RPYHEkd) 上的视频演示。
+
+### 文档
+
+| 文档 | 说明 |
+|------|------|
+| [参数说明](./params.md) | 训练与推理参数配置 |
+| [设计文档](./design.md) | 系统架构与模块设计 |
+| [数据流程](./dataflow.md) | 数据处理管道详解 |
+| [模型介绍](./introduction.md) | 模型架构与技术细节 |
+
+### 贡献
+
+我们欢迎贡献!请参阅[贡献指南](../../CONTRIBUTING.md)了解详情。
+
+1. Fork 本仓库。
+2. 创建功能分支。
+3. 提交更改。
+4. 发起 Pull Request。
+
+重大更改请先开 issue 讨论。
+
+### 社区
+
+- **GitHub Issues**: [问题追踪](https://github.com/ViperEkura/AstrAI/issues)
+- **Discussions**: [GitHub 讨论区](https://github.com/ViperEkura/AstrAI/discussions)
+- **HuggingFace**: [模型中心](https://huggingface.co/ViperEk/AstrAI)
+
+### 许可证
+
+本项目采用 [GPL-3.0 许可证](../../LICENSE)。
+
+---
+
+
+ 专为高性能与易用性设计的轻量级 Transformer 框架。
+
\ No newline at end of file