What problem does it solve?
This Skill streamlines the tuning process for Helion kernels by providing detailed environment validation, build and run templates, profiling instructions, and safety checks, enabling efficient performance optimization.
Core Features & Use Cases
- Environment Validation: Checks Helion version compatibility to ensure proper setup.
- Build/Run Templates: Provides scripted templates for building and executing kernels, facilitating quick deployment.
- Profiling Guidance: Guides users through using NVIDIA Nsight Compute (ncu) for performance analysis of Helion kernels.
- Optimization Strategy: Offers configuration options and ideas for tuning kernel performance by adjusting parameters such as block sizes and warps, supporting iterative development.
- Verification and Measurement: Ensures kernels produce correct results and measures throughput using standard timing procedures.
- Baseline Setup: Suggests starting points with simple library calls for initial performance benchmarking.
Quick Start
Load the Helion DSL skill, validate your environment with the provided commands, and then follow the templates to build and profile your Helion kernels directly from your development environment.