Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Overview of the Chinese AI GPU Ecosystem
- Comparison of Huawei Ascend, Biren, and Cambricon MLU
- CUDA versus CANN, Biren SDK, and BANGPy models
- Industry trends and vendor ecosystems
Preparing for Migration
- Assessing your current CUDA codebase
- Identifying target platforms and SDK versions
- Installing the toolchain and setting up the environment
Code Translation Techniques
- Porting CUDA memory access and kernel logic
- Mapping compute grid and thread models
- Evaluating automated versus manual translation options
Platform-Specific Implementations
- Utilizing Huawei CANN operators and custom kernels
- Implementing the Biren SDK conversion pipeline
- Rebuilding models using BANGPy (Cambricon)
Cross-Platform Testing and Optimization
- Profiling execution on each target platform
- Conducting memory tuning and parallel execution comparisons
- Tracking performance and iterating on optimizations
Managing Mixed GPU Environments
- Handling hybrid deployments with multiple architectures
- Implementing fallback strategies and device detection
- Using abstraction layers to enhance code maintainability
Case Studies and Best Practices
- Porting vision and NLP models to Ascend or Cambricon
- Retrofitting inference pipelines on Biren clusters
- Managing version mismatches and API gaps
Summary and Next Steps
Requirements
- Practical experience in programming with CUDA or GPU-based applications
- A solid understanding of GPU memory models and compute kernels
- Familiarity with AI model deployment or acceleration workflows
Audience
- GPU programmers
- System architects
- Porting specialists
21 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 4800 € + VAT*
Contact us for an exact quote and to hear our latest promotions
