Thursday, September 4, 2025

Building a Powerhouse: Setting Up an 8x RTX 3090 GPU AI Server in the Basement – Part I of Osman’s Odyssey

Unlocking AI Potential: My Journey to Building a Powerful LLM Server 🚀

Dive into my latest project: a dedicated AI server featuring 8x RTX 3090 GPUs and 192GB of VRAM—a game-changer for large language models (LLMs)! Here’s what led me to this exciting venture:

  • High Performance: With a staggering 112GB/s data transfer rate, I’ve optimized for Meta’s Llama-3.1 405B.
  • Tech Specs:
    • Asrock Rack ROMED8-2T motherboard
    • AMD Epyc Milan 7713 CPU
    • 512GB DDR4 memory
  • Challenges Faced: From assembling complex hardware to exploring Tensor Parallelism, my journey has been filled with learning and discovery.

I’ve documented everything—from the triumphs to the pitfalls—so others can benefit. Stay tuned for the series covering benchmarking, training, and more!

🔗 Join me on this adventure—let’s shape the future of AI together! Share your thoughts or questions below!

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