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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 dettmersRuslan svirschevskiTim dettimersJarek dukaFuru weiAlexander borzunovShuming maJohn gustafsonVincenzo liguoriZhongyu wangArtix ultrascaleKintex ultrascaleEric winsorBeren millidgeFoundation modelsConnections for efficient neural networks

Efficient LLM inference

On quantization, distillation, and efficiency

John kenneth galbraithTim dettmersHey finbarrJohn 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 statesMaymounkov mazieresGriewank waltherTim dettmersDmitry baranchukColin raffelPcie genYounes belkadaPavel samyginArtem chumachenkoAlexander borzunovKoenig likhachevMax ryabininYong nikoulinaYandex school of data analysisUniversity of washington

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 silvermanTim dettmersMichael chabonUniversity of washingtonMeta platformPulitzer prizeCyprus 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 statesSarah silvermanTim dettmersMichael chabonMeta ai modelsLlama 2Open ai

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