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From a Lossless (~1.5:1) Compression Algorithm for Llama2 7B Weights to Variable Precision, Variable Range, Compressed Numeric Data Types for CNNs and LLMs

This paper attempts to address and reconcile two different issues: the existence of multiple numerical data formats (such as int8, bfloat16, fp8, etc., often non optimal for the application and not directly compatible with one another) and the necessity to reduce their bandwidth requirements, especially in the case of power hungry and slow DRAM. ....

Tim Dettmers , Ruslan Svirschevski , Tim Dettimers , Jarek Duka , Furu Wei , Alexander Borzunov , Shuming Ma , John Gustafson , Vincenzo Liguori , Zhongyu Wang , Artix Ultrascale , Kintex Ultrascale , Eric Winsor , Beren Millidge , Foundation Models , Connections For Efficient Neural Networks , Ocean Logic Pty Ltd , Ocean Logic Pty , Large Language Model , Asymmetrical Numeral Systems , Flexible Numerical Data , Bit Layer Multiply Accumulator , Inference Example , Weight Compression , Open Foundation , Their Own Game ,

Distributed Inference and Fine-tuning of Large Language Models Over The Internet

Distributed Inference and Fine-tuning of Large Language Models Over The Internet
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United States , Maymounkov Mazieres , Griewank Walther , Tim Dettmers , Dmitry Baranchuk , Colin Raffel , Pcie Gen , Younes Belkada , Pavel Samygin , Artem Chumachenko , Alexander Borzunov , Koenig Likhachev , Max Ryabinin , Yong Nikoulina , Yandex School Of Data Analysis , University Of Washington , Distributed Inference , Models Over , Data Analysis , Face Correspondence , Smart Compose , Xeon Gold , North America , Circuit Relay ,

Petals is creating a free, distributed network for running text-generating AI

Petals, a research effort backed by the BigScience project, aims to create a distributed network for running and fine-tuning text-generating AI. ....

Alexander Borzunov , Colin Raffel , Kyle Wiggers Techcrunch , Max Ryabinin , University Of Washington , Yandex Research , Hugging Face , Image Credits , Kyle Wiggers ,