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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 ,

Interpreting Neural Networks through the Polytope Lens — LessWrong

Interpreting Neural Networks through the Polytope Lens — LessWrong
lesswrong.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from lesswrong.com Daily Mail and Mail on Sunday newspapers.

Spencer Becker Kahn , Dan Braun , Bethan Perez , Gabriel Alfour , Neel Nanda , Johannes Treutlein , Kyle Mcdonell , Eliezer Yudkowsky , Carlos Ram , Chris Olah , Beren Millidge , Jan Hendrik Kirchner , Tom Mcgrath , Jessica Cooper , Paul Christiano , Dan Clothiaux , Andrei Alexandru , Eric Winsor , David Lindner , John Wentworth , Evanr Murphy , Martin Wattenberg , Leo Grinsztajn , Jacob Merizian , Leo Gao , Lee Sharkey ,