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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 ,

Efficient LLM inference

On quantization, distillation, and efficiency ....

John Kenneth Galbraith , Tim Dettmers , Hey Finbarr , John Kenneth ,

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

Distributed Inference and Fine-tuning of Large Language Models Over The Internet
arxiv.org - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from arxiv.org Daily Mail and Mail on Sunday newspapers.

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 ,

Meta used copyrighted books for AI training despite its own lawyers' warnings, authors allege

Meta used copyrighted books for AI training despite its own lawyers' warnings, authors allege
cyprus-mail.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from cyprus-mail.com Daily Mail and Mail on Sunday newspapers.

Sarah Silverman , Tim Dettmers , Michael Chabon , University Of Washington , Meta Platform , Pulitzer Prize , Cyprus Mail ,

Authors Sue Meta For Using Copyrighted Books for AI Training

Meta Platforms' (META.O) lawyers has warned the platform about the consequences of using pirated books to train its AI models. ....

United States , Sarah Silverman , Tim Dettmers , Michael Chabon , Meta Ai Models , Llama 2 , Open Ai ,