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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 ,

Alcohol may help flush out arsenic from the body, study finds

Alcohol may help flush out arsenic from the body, study finds
medicalxpress.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from medicalxpress.com Daily Mail and Mail on Sunday newspapers.

Hongbo Li , Zhongyu Wang , Environment Health ,

Nominees Announced for 43rd College Television Awards

Nominees Announced for 43rd College Television Awards ....

Chapman University , United States , Sam Mills , American Film Institute , University Of Florida , University Of Miami , Florida State University , North Hollywood , University Of Southern California , Abbey Letizia , Jane Sparango , Abigail Dickinson , Carter Halvorsen , Christina Parisi , Meghan Truax , Gwynie Bahr , Jaclyn Marra , Yinghui Li , Camila Pereira , Los Angeles , Morgan Champey , Ryan Spadafina , Ivan Chui , Alexandra Dennis Renner , Alex Mcbride , Neil Ferron ,

Intel Preparing APX PPX Support For GCC: Push-Pop Acceleration

Earlier this week Intel compiler engineers posted patches enabling Intel APX NDD support for the GCC compiler as the 'New Data Destination' feature of the Advanced Performance Extensions ....

Zhongyu Wang , Fast Store Forwarding Predictor , Show Your Support , Advanced Performance , Push Pop Acceleration , Advanced Performance Extensions , Inux Hardware Reviews , Inux Hardware Benchmarks , Inux Server Benchmarks , Inux Benchmarking , Esktop Linux , Inux Performance , Pen Source Graphics , Inux How To , Buntu Benchmarks , Buntu Hardware , Horonix Test Suite ,

Elevai Labs Seeks Micro-IPO Despite Little Revenue (Pending:ELAB)

Elevai Labs Seeks Micro-IPO Despite Little Revenue (Pending:ELAB)
seekingalpha.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from seekingalpha.com Daily Mail and Mail on Sunday newspapers.

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