- 具备使用CUDA或基于GPU的应用程序编程经验
- 理解GPU内存模型和计算内核
- 熟悉AI模型部署或加速工作流
受众
- GPU程序员
- 系统架构师
- 移植专家
中国的GPU架构，如Huawei Ascend、Biren和Cambricon MLU，提供了专为本地AI和HPC市场量身定制的CUDA替代方案。
这项由讲师指导的培训（线上或线下）旨在为高级GPU程式设计师和基础设施专家提供迁移和优化现有CUDA应用程序，以便在中国硬件平台上部署的能力。
培训结束后，参与者将能够：
- 评估现有CUDA工作负载与中国芯片替代方案的兼容性。
- 将CUDA代码库移植到华为CANN、Biren SDK和Cambricon BANGPy环境中。
- 比较性能并识别跨平台的优化点。
- 解决跨架构支持和部署中的实际挑战。
课程形式
- 互动式讲座和讨论。
- 实践代码翻译和性能比较实验。
- 专注于多GPU适应策略的指导练习。
课程定制选项
- 如需根据您的平台或CUDA项目定制培训，请联系我们安排。
中国AI GPU 生态系统概览
- Huawei Ascend、Biren、Cambricon MLU的比较
- CUDA vs CANN、Biren SDK 和 BANGPy 模型
- 行业趋势与厂商生态系统
迁移准备
- 评估您的CUDA代码库
- 确定目标平台和SDK版本
- 工具链安装与环境设置
代码转译技术
- 移植CUDA内存访问与核心逻辑
- 映射计算网格/线程模型
- 自动化与手动转译选项
平台特定实现
- 使用华为CANN运算符与自定义核心
- Biren SDK转换流程
- 使用BANGPy（Cambricon）重建模型
跨平台测试与优化
- 在每个目标平台上进行性能分析
- 内存调优与并行执行比较
- 性能跟踪与迭代
管理混合GPU环境
- 多架构混合部署
- 备用策略与设备检测
- 代码可维护性的抽象层
案例研究与最佳实践
- 将视觉/NLP模型移植到Ascend或Cambricon
- 在Biren集群上改造推理流程
- 处理版本不匹配与API差距
总结与下一步
United Arab Emirates - Migrating CUDA Applications to Chinese GPU Architectures
Qatar - Migrating CUDA Applications to Chinese GPU Architectures
Egypt - Migrating CUDA Applications to Chinese GPU Architectures
Saudi Arabia - Migrating CUDA Applications to Chinese GPU Architectures
South Africa - Migrating CUDA Applications to Chinese GPU Architectures
Brasil - Migrating CUDA Applications to Chinese GPU Architectures
Canada - Migrating CUDA Applications to Chinese GPU Architectures
中国 - Migrating CUDA Applications to Chinese GPU Architectures
香港 - Migrating CUDA Applications to Chinese GPU Architectures
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台灣 - Migrating CUDA Applications to Chinese GPU Architectures
USA - Migrating CUDA Applications to Chinese GPU Architectures
Österreich - Migrating CUDA Applications to Chinese GPU Architectures
Schweiz - Migrating CUDA Applications to Chinese GPU Architectures
Deutschland - Migrating CUDA Applications to Chinese GPU Architectures
Czech Republic - Migrating CUDA Applications to Chinese GPU Architectures
Denmark - Migrating CUDA Applications to Chinese GPU Architectures
Estonia - Migrating CUDA Applications to Chinese GPU Architectures
Finland - Migrating CUDA Applications to Chinese GPU Architectures
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Slovenia - Migrating CUDA Applications to Chinese GPU Architectures
Croatia - Migrating CUDA Applications to Chinese GPU Architectures
Serbia - Migrating CUDA Applications to Chinese GPU Architectures
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Nepal - Migrating CUDA Applications to Chinese GPU Architectures
Uzbekistan - Migrating CUDA Applications to Chinese GPU Architectures