Home > AI Solutions > Gen AI > White Papers > Technical White Paper–Generative AI in the Enterprise – Model Training > Conclusion
The Dell Reference Design for Generative AI Model Training, developed in collaboration with NVIDIA, provides a comprehensive, scalable, and high-performance architecture for training large language models (LLMs). This design addresses the challenges of LLM training, offering a modular solution that can be tailored to various enterprise use cases.
The design leverages the power of NVIDIA’s AI software stack, including NVIDIA AI Enterprise and NVIDIA NeMo, to streamline the development and training of generative AI models. It also provides a robust Dell infrastructure for efficient model training, with considerations for network architecture, software design, and parallelism techniques to optimize training times.
The validation of this design using Llama 2 model architectures demonstrates its effectiveness in delivering reliable and high-performance solutions for generative AI model training. The design offers flexibility in terms of network configurations and model architectures, allowing organizations to choose the most suitable setup for their needs.
In conclusion, the Dell Reference Design for Generative AI Model Training serves as a valuable guide for organizations looking to harness the power of generative AI. It simplifies the deployment of complex infrastructure for generative AI, reducing potential risks associated with designing and implementing custom solutions. This design, therefore, plays a crucial role in enabling enterprises to leverage generative AI to reinvent their industries and gain a competitive advantage.
While this design focuses on model training, also known as pre-training, it is the third in a series of validated designs for generative AI that focus on all facets of the generative AI life cycle, including training, model customization, and inferencing. While these designs focus on generative AI use cases, the architecture is more broadly applicable to more general AI use cases as well.
With this project, Dell Technologies and NVIDIA enable organizations to deliver full-stack generative AI solutions built on the best of Dell infrastructure and software, combined with the latest NVIDIA accelerators, AI software, and AI expertise. This combination of components enables enterprises to use purpose-built generative AI on-premises to solve their business challenges. Together, we are leading the way in driving the next wave of innovation in the enterprise AI landscape.