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energy-efficiency
3 postsPersistent State Machines Recast LLM Attention as Hardware FSMs
A PSM framework recasts LLM attention as deterministic hardware state machines, synthesized in Vivado with an estimated 0.0267 pJ/op dynamic energy.
Benchmarking Inference Energy Costs of LLM: A LLaMA Study
Researchers benchmark LLaMA model sizes on V100 and A100 GPUs to analyze the energy and compute costs of LLM inference at scale.
Analog In-Memory Computing Attention Mechanism for Fast, Energy-Efficient LLM
Enhancing energy efficiency in attention mechanisms using analog in-memory computing.
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