Democratizing LLM Inference

Democratizing LLM Inference

Bridging the GPU Memory Gap with Near-Data Processing

Hermes introduces a cost-effective solution for deploying LLMs on budget-friendly hardware by augmenting GPU capabilities with specialized memory processing.

  • Overcomes the bandwidth bottleneck between host and GPU memory
  • Enables affordable LLM inference without expensive server-grade GPUs
  • Leverages near-data processing within DRAM DIMMs to enhance performance
  • Makes AI deployment more accessible to smaller organizations

This engineering breakthrough has significant implications for democratizing AI access, reducing infrastructure costs, and expanding LLM applications beyond resource-rich environments.

Original Paper: Make LLM Inference Affordable to Everyone: Augmenting GPU Memory with NDP-DIMM

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