A new high-speed Large Language Model (LLM) inference engine called PowerInfer has been introduced, designed for local deployment on personal computers equipped with consumer-grade GPUs. PowerInfer achieves an average token generation rate of 13.20 tokens/s and provides an 11x speedup compared to llama.cpp when running Falcon(ReLU)-40B-FP16 on a single RTX 4090(24G) GPU. This innovation aims to significantly accelerate LLM inference, which is typically slow and resource-intensive. The paper and GitHub page for PowerInfer are available for further reference.
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Meet PowerInfer: A Fast Large Language Model (LLM) on a Single Consumer-Grade GPU that Speeds up Machine Learning Model Inference By 11 Times Quick read: https://t.co/dpnMWrOVGo Paper: https://t.co/cUREXiqUrH Github: https://t.co/7IEJNyJz4c #artificalintelligence #DataScience https://t.co/ZYmluVdugq
PowerInfer: 11x Speed up LLaMA II Inference On a Local GPU via #TowardsAI → https://t.co/0UvExYoWaT
PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU paper page: https://t.co/GfwfNHOidp This paper introduces PowerInfer, a high-speed Large Language Model (LLM) inference engine on a personal computer (PC) equipped with a single consumer-grade GPU. The key… https://t.co/zIbJytkeAP
The AI acceleration Continues - LLMS In A Flash! Several clever techniques have been invented to make LLM inference magnitudes of order faster. It's important given that LLMs are slow and tend to be huge compute and memory hogs. The latest invention, LLMs In a Flash, stores… https://t.co/SVE814YZpU
PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU PowerInfer v.s. llama.cpp on a single RTX 4090(24G) running Falcon(ReLU)-40B-FP16 with a 11x speedup! Evaluation shows that PowerInfer attains an average token generation rate of 13.20 tokens/s, with a peak… https://t.co/rFhSYVXLnS
Llama.cpp? Introducing PowerInfer! ⚡ Just came across this high-speed inference engine designed for local deployment of LLMS. This creative innovative leverages a GPU-CPU hybrid approach, optimizing LLM inference through a smart distribution of tasks. Key to its efficiency,… https://t.co/UkpwvEOZem
Big news! Get ready for even lower LLM API expenses "PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU" https://t.co/CnYRmThESc https://t.co/cLuZecQW3G