The implementation of sllm allows developers to share a dedicated GPU node, addressing the high costs associated with running applications like DeepSeek V3, which requires 8×H100 GPUs at approximately $14,000 per month.
Most developers typically require 15-25 tokens per second, making the shared access model of sllm an efficient alternative to individual ownership of expensive GPU resources.
Developers can reserve a spot on the shared node using their card without upfront charges, facilitating easier access to necessary computational power while optimizing resource utilization.