- 具有使用CUDA或GPU應用程式的編程經驗
- 了解GPU的記憶體模型和計算核心
- 熟悉AI模型部署或加速工作流程
目標受眾
- GPU程式設計師
- 系統架構師
- 移植專家
中國的GPU架構，如Huawei Ascend、Biren和Cambricon MLU，提供了專為本地AI和HPC市場量身定制的CUDA替代方案。
這項由講師指導的培訓（線上或線下）旨在為高級GPU程式設計師和基礎設施專家提供遷移和優化現有CUDA應用程序，以便在中國硬件平台上部署的能力。
培訓結束後，參與者將能夠：
- 評估現有CUDA工作負載與中國芯片替代方案的兼容性。
- 將CUDA代碼庫移植到華為CANN、Biren SDK和Cambricon BANGPy環境中。
- 比較性能並識別跨平台的優化點。
- 解決跨架構支持和部署中的實際挑戰。
課程形式
- 互動式講座和討論。
- 實踐代碼翻譯和性能比較實驗。
- 專注於多GPU適應策略的指導練習。
課程定制選項
- 如需根據您的平台或CUDA項目定制培訓，請聯繫我們安排。
中國AI GPU 生態系統概覽
- Huawei Ascend、Biren、Cambricon MLU的比較
- CUDA vs CANN、Biren SDK 和 BANGPy 模型
- 行業趨勢與廠商生態系統
遷移準備
- 評估您的CUDA代碼庫
- 確定目標平台和SDK版本
- 工具鏈安裝與環境設置
代碼轉譯技術
- 移植CUDA內存訪問與核心邏輯
- 映射計算網格/線程模型
- 自動化與手動轉譯選項
平台特定實現
- 使用華為CANN運算符與自定義核心
- Biren SDK轉換流程
- 使用BANGPy（Cambricon）重建模型
跨平台測試與優化
- 在每個目標平台上進行性能分析
- 內存調優與並行執行比較
- 性能跟踪與迭代
管理混合GPU環境
- 多架構混合部署
- 備用策略與設備檢測
- 代碼可維護性的抽象層
案例研究與最佳實踐
- 將視覺/NLP模型移植到Ascend或Cambricon
- 在Biren集群上改造推理流程
- 處理版本不匹配與API差距
總結與下一步
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
澳門 - Migrating CUDA Applications to Chinese GPU Architectures
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
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United Kingdom - Migrating CUDA Applications to Chinese GPU Architectures
South Korea - Migrating CUDA Applications to Chinese GPU Architectures
Pakistan - Migrating CUDA Applications to Chinese GPU Architectures
Sri Lanka - Migrating CUDA Applications to Chinese GPU Architectures
Bulgaria - Migrating CUDA Applications to Chinese GPU Architectures
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Indonesia - Migrating CUDA Applications to Chinese GPU Architectures
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Tunisia - Migrating CUDA Applications to Chinese GPU Architectures
Kuwait - Migrating CUDA Applications to Chinese GPU Architectures
Oman - Migrating CUDA Applications to Chinese GPU Architectures
Slovakia - Migrating CUDA Applications to Chinese GPU Architectures
Kenya - Migrating CUDA Applications to Chinese GPU Architectures
Nigeria - Migrating CUDA Applications to Chinese GPU Architectures
Botswana - Migrating CUDA Applications to Chinese GPU Architectures
Slovenia - Migrating CUDA Applications to Chinese GPU Architectures
Croatia - Migrating CUDA Applications to Chinese GPU Architectures
Serbia - Migrating CUDA Applications to Chinese GPU Architectures
Bhutan - Migrating CUDA Applications to Chinese GPU Architectures
Nepal - Migrating CUDA Applications to Chinese GPU Architectures
Uzbekistan - Migrating CUDA Applications to Chinese GPU Architectures