Shypd.aiThe largest open index of AI toolsPowerInfer is a Coding & Development tool that provides high-speed Large Language Model serving for local deployment. It leverages activation locality for efficient inference on consumer-grade GPUs.
Trending
About
PowerInfer is a high-speed Large Language Model (LLM) inference engine designed for local deployment on personal computers equipped with a single consumer-grade GPU. It optimizes performance by exploiting activation locality, identifying 'hot' neurons that are consistently active and 'cold' neurons that vary with input. This allows for a hybrid GPU-CPU inference engine where hot neurons are preloaded on the GPU and cold neurons are computed on the CPU, significantly reducing GPU memory demands and data transfers. PowerInfer integrates adaptive predictors and neuron-aware sparse operators, achieving impressive token generation rates and outperforming other frameworks like llama.cpp by up to 11.69x while maintaining model accuracy. It supports various LLMs and is compatible with NVIDIA, AMD, and Apple M Chips.
Capabilities
Pricing & Plans
Open Source
Free
FAQs
Trending
