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docs: add v0.3.0 release notes
Add bilingual release notes for v0.3.0 documentation internationalization.
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‎docs/RELEASE_NOTES_v0.3.0.md‎

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# Release v0.3.0 - Documentation Internationalization & Professional Refactor
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# 发布 v0.3.0 - 文档国际化与专业重构
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**Release Date / 发布日期:** 2026-04-16
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---
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## 🌍 Documentation Internationalization / 文档国际化
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This release transforms HPC-AI-Optimization-Lab into a truly bilingual project, making comprehensive CUDA optimization knowledge accessible to both English and Chinese readers worldwide.
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本次发布将 HPC-AI-Optimization-Lab 转变为真正的双语项目，让全球英文和中文读者都能获取全面的 CUDA 优化知识。
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---
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## 📚 Complete Bilingual Documentation Suite / 完整双语文档集
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### English Documentation / 英文文档
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| Document | Topic | Lines | Status |
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|----------|-------|-------|--------|
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| [GEMM Optimization](docs/en/01_gemm_optimization.md) | 7-step matrix multiplication optimization | ~400 | ✅ New |
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| [Memory Optimization](docs/en/02_memory_optimization.md) | Coalesced access, vectorization, SMEM | ~320 | ✅ New |
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| [Reduction Optimization](docs/en/03_reduction_optimization.md) | Warp shuffle, online softmax, LayerNorm | ~390 | ✅ New |
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| [FlashAttention](docs/en/04_flash_attention.md) | IO-aware attention, tiling, online softmax | ~340 | ✅ New |
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| [CUDA 13 Features](docs/en/05_cuda13_features.md) | Hopper: TMA, Clusters, FP8 | ~430 | ✅ New |
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| [API Reference](docs/en/API_REFERENCE.md) | Complete C++/CUDA/Python API docs | ~780 | ✅ Available |
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| [Architecture](docs/en/ARCHITECTURE.md) | Design patterns, module organization | ~490 | ✅ Available |
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### 中文文档 / Chinese Documentation
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| 文档 | 主题 | 行数 | 状态 |
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|------|------|------|------|
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| [GEMM 优化](docs/zh-CN/01_gemm_optimization.md) | 7步矩阵乘法优化之旅 | ~380 | ✅ 已有 |
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| [访存优化](docs/zh-CN/02_memory_optimization.md) | 合并访问、向量化、共享内存 | ~310 | ✅ 已有 |
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| [归约优化](docs/zh-CN/03_reduction_optimization.md) | Warp洗牌、在线Softmax、LayerNorm | ~380 | ✅ 已有 |
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| [FlashAttention](docs/zh-CN/04_flash_attention.md) | IO感知的注意力机制 | ~330 | ✅ 已有 |
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| [CUDA 13 特性](docs/zh-CN/05_cuda13_features.md) | Hopper架构：TMA、集群、FP8 | ~420 | ✅ 已有 |
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| [API 参考](docs/zh-CN/API_REFERENCE.md) | 完整C++/CUDA/Python API文档 | ~790 | ✅ 新增 |
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| [架构概览](docs/zh-CN/ARCHITECTURE.md) | 设计模式与模块组织 | ~500 | ✅ 新增 |
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---
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## 🗂️ Directory Structure / 目录结构
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```
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docs/
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├── en/ # English documentation / 英文文档
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│ ├── 01_gemm_optimization.md
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│ ├── 02_memory_optimization.md
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│ ├── 03_reduction_optimization.md
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│ ├── 04_flash_attention.md
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│ ├── 05_cuda13_features.md
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│ ├── API_REFERENCE.md
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│ ├── ARCHITECTURE.md
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│ └── README.md # English documentation portal
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│
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├── zh-CN/ # Chinese documentation / 中文文档
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│ ├── 01_gemm_optimization.md
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│ ├── 02_memory_optimization.md
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│ ├── 03_reduction_optimization.md
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│ ├── 04_flash_attention.md
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│ ├── 05_cuda13_features.md
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│ ├── API_REFERENCE.md # Translated / 翻译新增
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│ ├── ARCHITECTURE.md # Translated / 翻译新增
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│ └── README.md # Chinese documentation portal / 中文文档入口
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│
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├── API_REFERENCE.md # Root redirect
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├── ARCHITECTURE.md # Root redirect
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└── README.md # Bilingual documentation index
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changelog/
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├── README.md # Changelog navigation
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├── 2026-04-16-release-v0.3.0.md # This release notes
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└── archive/ # Historical logs
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├── 2026-02-13_kernel-optimizations.md
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├── 2026-03-10_workflow-deep-standardization.md
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├── 2026-03-13_workflow-cpu-safe-ci.md
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└── 2026-03-22_entry-closure-phase1.md
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```
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---
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## ✨ Key Highlights / 主要亮点
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### For International Users / 对于国际用户
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- **5 New English Tutorials**: Previously only available in Chinese - now accessible to global audience
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- **Professional Quality**: Technical terms preserved with bilingual context for clarity
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- **Complete API Docs**: Comprehensive C++/CUDA/Python API reference
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- **Architecture Guide**: Deep dive into project design patterns
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### 对于中文用户 / For Chinese Users
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- **API 文档中文版**: 完整 API 参考文档现已提供中文版本
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- **架构文档中文版**: 深入了解项目设计模式和模块组织
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- **文档导航优化**: 专业的双语文档门户，快速切换语言
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- **一致的术语**: 所有技术术语保持中英对照，便于理解
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---
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## 🔗 Quick Access / 快速访问
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| Resource | English | 中文 |
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|----------|---------|------|
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| Documentation Portal | [docs/en/](docs/en/) | [docs/zh-CN/](docs/zh-CN/) |
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| Main README | [README.md](README.md) | [README.zh-CN.md](README.zh-CN.md) |
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| Getting Started | [Quick Start](#getting-started) | [快速开始](#quick-start) |
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| API Reference | [API Reference](docs/en/API_REFERENCE.md) | [API 参考](docs/zh-CN/API_REFERENCE.md) |
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---
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## 📊 Stats / 统计
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- **Total Files Added**: 20 new documentation files
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- **Lines of Documentation**: ~10,000+ lines
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- **Languages Supported**: English & 简体中文
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- **Translation Coverage**: 100% of technical tutorials
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---
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## 🙏 Acknowledgments / 致谢
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Thanks to all contributors and the CUDA developer community for making this knowledge accessible to everyone.
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感谢所有贡献者和 CUDA 开发者社区，让这些知识能够对每个人都可访问。
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---
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## 🎯 What's Next / 未来计划
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- [ ] Interactive code examples in documentation
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- [ ] Video tutorials for key optimization techniques
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- [ ] Community-contributed translations for other languages
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- [ ] Jupyter notebook tutorials with live execution
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---
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<div align="center">
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**Happy Learning! 🚀 / 学习愉快！🚀**
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[⭐ Star this repo](https://github.com/LessUp/hpc-ai-optimization-lab) ·
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[📖 Read Docs](https://lessup.github.io/hpc-ai-optimization-lab) ·
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[🐛 Report Issues](https://github.com/LessUp/hpc-ai-optimization-lab/issues)
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</div>
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---
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## 📦 Assets / 资源
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- Source code (zip)
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- Source code (tar.gz)

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