mirror of
https://github.com/zenlm/zen-family.git
synced 2026-11-02 17:32:06 +00:00
89 lines
8.6 KiB
TeX
89 lines
8.6 KiB
TeX
\relax
|
|
\providecommand\hyper@newdestlabel[2]{}
|
|
\providecommand\HyField@AuxAddToFields[1]{}
|
|
\providecommand\HyField@AuxAddToCoFields[2]{}
|
|
\citation{achiam2023gpt4}
|
|
\citation{anthropic2024claude}
|
|
\citation{touvron2023llama}
|
|
\citation{kaplan2020scaling,hoffmann2022training}
|
|
\citation{fedus2022switch,du2022glam}
|
|
\citation{semianalysis2023gpt4}
|
|
\citation{patterson2021carbon}
|
|
\citation{anthropic2024claude}
|
|
\@writefile{toc}{\contentsline {section}{\numberline {I}Introduction}{1}{section.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {section}{\numberline {II}Introduction}{1}{section.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-A}}The AI Revolution and Its Systemic Challenges}{1}{subsection.2.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-B}}Current Landscape: The Large Model Paradigm}{1}{subsection.2.2}\protected@file@percent }
|
|
\citation{dubey2024llama}
|
|
\citation{touvron2023llama2}
|
|
\citation{anil2023palm}
|
|
\citation{team2023gemini}
|
|
\citation{hendrycks2021measuring}
|
|
\citation{cobbe2021training}
|
|
\citation{chen2021evaluating}
|
|
\citation{brown2020language}
|
|
\citation{lialin2023scaling}
|
|
\citation{tay2022scale}
|
|
\citation{epoch2023gpt4cost}
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-C}}The Efficiency Gap: Unsustainable Scaling Trajectories}{2}{subsection.2.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-C}1}Computational Inefficiency}{2}{subsubsection.2.3.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-C}2}Economic Barriers}{2}{subsubsection.2.3.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-C}3}Inference Latency Challenges}{2}{subsubsection.2.3.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-D}}The Privacy Crisis: Data Sovereignty and Surveillance Concerns}{2}{subsection.2.4}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-D}1}Data Transmission Vulnerabilities}{2}{subsubsection.2.4.1}\protected@file@percent }
|
|
\citation{cybersecurity2023llm_breaches}
|
|
\citation{voigt2017gdpr}
|
|
\citation{pardau2018ccpa}
|
|
\citation{annas2003hipaa}
|
|
\citation{coates2007sox}
|
|
\citation{zuboff2019surveillance}
|
|
\citation{reuters2023openai_data}
|
|
\citation{strubell2019energy}
|
|
\citation{patterson2021carbon}
|
|
\citation{luccioni2023power}
|
|
\citation{strubell2019energy}
|
|
\citation{nvidia2023sustainability}
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-D}2}Regulatory Compliance Challenges}{3}{subsubsection.2.4.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-D}3}Surveillance Capitalism Implications}{3}{subsubsection.2.4.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-E}}Environmental Impact: The Carbon Cost of Intelligence}{3}{subsection.2.5}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-E}1}Training Energy Consumption}{3}{subsubsection.2.5.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-E}2}Inference Energy at Scale}{3}{subsubsection.2.5.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-E}3}Hardware Manufacturing Impact}{3}{subsubsection.2.5.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-F}}Our Contribution: Zen Models as a Paradigm Shift}{3}{subsection.2.6}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-G}}Technical Innovation: Architectural Optimizations for Efficiency}{4}{subsection.2.7}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-G}1}Grouped Query Attention (GQA)}{4}{subsubsection.2.7.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-G}2}SwiGLU Activation Functions}{4}{subsubsection.2.7.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-G}3}Advanced Quantization Techniques}{4}{subsubsection.2.7.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-G}4}Context Window Optimization}{4}{subsubsection.2.7.4}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {II-G}5}Efficient Fine-Tuning}{4}{subsubsection.2.7.5}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {II-H}}Paper Organization}{4}{subsection.2.8}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {section}{\numberline {III}Related Work}{4}{section.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {section}{\numberline {IV}Architecture}{4}{section.4}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {section}{\numberline {V}Architecture}{4}{section.5}\protected@file@percent }
|
|
\newlabel{sec:architecture}{{V}{4}{Architecture}{section.5}{}}
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {V-A}}Model Architecture Overview}{5}{subsection.5.1}\protected@file@percent }
|
|
\@writefile{lot}{\contentsline {table}{\numberline {I}{\ignorespaces Zen Model Architecture Specifications}}{5}{table.1}\protected@file@percent }
|
|
\newlabel{tab:architecture_specs}{{I}{5}{Zen Model Architecture Specifications}{table.1}{}}
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {V-B}}Attention Mechanism}{5}{subsection.5.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-B}1}Grouped Query Attention (GQA)}{5}{subsubsection.5.2.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-B}2}Memory Bandwidth Optimization}{5}{subsubsection.5.2.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-B}3}Attention Computation}{5}{subsubsection.5.2.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {V-C}}Feed-Forward Network}{5}{subsection.5.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-C}1}SwiGLU Activation Function}{5}{subsubsection.5.3.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-C}2}Intermediate Size Configuration}{5}{subsubsection.5.3.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-C}3}Gradient Flow Improvements}{6}{subsubsection.5.3.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {V-D}}Layer Configuration and Scaling}{6}{subsection.5.4}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-D}1}Transformer Layer Structure}{6}{subsubsection.5.4.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-D}2}Layer-wise Learning Rate Scaling}{6}{subsubsection.5.4.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {V-E}}Normalization and Embeddings}{6}{subsection.5.5}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-E}1}RMSNorm Implementation}{6}{subsubsection.5.5.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-E}2}Rotary Position Embeddings (RoPE)}{6}{subsubsection.5.5.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-E}3}Token Embeddings}{6}{subsubsection.5.5.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {V-F}}Parameter Breakdown and Distribution Analysis}{6}{subsection.5.6}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-F}1}Component-wise Parameter Count}{6}{subsubsection.5.6.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-F}2}Attention Parameters}{6}{subsubsection.5.6.2}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-F}3}Feed-Forward Parameters}{6}{subsubsection.5.6.3}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsection}{\numberline {\mbox {V-G}}Computational Complexity Analysis}{6}{subsection.5.7}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-G}1}Forward Pass Complexity}{6}{subsubsection.5.7.1}\protected@file@percent }
|
|
\@writefile{toc}{\contentsline {subsubsection}{\numberline {\mbox {V-G}2}Memory Complexity}{6}{subsubsection.5.7.2}\protected@file@percent }
|