EGG: An Expert-Guided Agent Framework for Kernel Generation
📰 ArXiv cs.AI
Learn how EGG, an expert-guided agent framework, generates high-performance GPU kernels for large language models, reducing computational costs and improving efficiency
Action Steps
- Build an expert-guided agent framework using EGG
- Configure the framework to generate GPU kernels for large language models
- Apply domain-specific optimization guidelines to improve kernel performance
- Test the generated kernels for correctness and performance
- Refine the framework based on feedback from domain experts
Who Needs to Know This
AI engineers and researchers on a team can benefit from EGG to automate kernel generation, while still leveraging domain expertise for optimization and fine-tuning
Key Insight
💡 EGG combines the strengths of expert guidance and automated kernel generation to achieve both correctness and high performance
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💡 EGG: Expert-Guided Agent Framework for automating high-performance GPU kernel generation for LLMs
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