diff --git a/paper/latex/figures/system_architecture.tex b/paper/latex/figures/system_architecture.tex index dd990cf..1a08054 100644 --- a/paper/latex/figures/system_architecture.tex +++ b/paper/latex/figures/system_architecture.tex @@ -16,7 +16,7 @@ \node[title, above=0.1cm of business.north west, anchor=west] {业务逻辑层}; \node[layer, fill=orange!10, below=0.5cm of business] (data) {}; - \node[title, above=0.1cm of data.north west, anchor=west] {数据访问层模块}; + \node[title, above=0.1cm of data.north west, anchor=west] {数据访问层}; % 表现层模块 \node[module, fill=blue!20] (ui1) at (-3.5, 1.5) {模型管理}; diff --git a/paper/latex/pic/training_metrics.png b/paper/latex/pic/training_metrics.png deleted file mode 100644 index 5038e89..0000000 Binary files a/paper/latex/pic/training_metrics.png and /dev/null differ diff --git a/report/.gitignore b/report/.gitignore new file mode 100644 index 0000000..85f7417 --- /dev/null +++ b/report/.gitignore @@ -0,0 +1,21 @@ +# LaTeX临时文件 +*.aux +*.log +*.out +*.toc +*.synctex.gz +*.bbl +*.blg +*.dvi +*.fdb_latexmk +*.fls +*.lof +*.lot +*.idx +*.ilg +*.ind +*.nav +*.snm +*.vrb +*.xdv +*.pdf \ No newline at end of file diff --git a/report/chapters/acknowledgements.tex b/report/chapters/acknowledgements.tex new file mode 100644 index 0000000..1580cf9 --- /dev/null +++ b/report/chapters/acknowledgements.tex @@ -0,0 +1,7 @@ +\begin{frame} +\frametitle{致谢} +\begin{center} +\LARGE{\textbf{感谢聆听！}}\\[0.5cm] +\large{欢迎各位老师提出宝贵意见} +\end{center} +\end{frame} \ No newline at end of file diff --git a/report/chapters/background.tex b/report/chapters/background.tex new file mode 100644 index 0000000..21a2341 --- /dev/null +++ b/report/chapters/background.tex @@ -0,0 +1,10 @@ +% 研究背景 +\section{研究背景} +\begin{frame} +\frametitle{研究背景} +\begin{itemize} +\item[\faCheckCircle] 研究领域现状：大语言模型在公开数据集与开源项目中表现优异，但在处理企业私有库时存在局限性 +\item[\faExclamationTriangle] 存在的问题：缺乏对私有库专有函数、类及其交互细节的深度理解，无法精准引用库中的类、方法或属性 +\item[\faFlask] 研究意义：通过深度解析私有库文档，对大语言模型进行微调与优化，提升生成代码的准确性和实用性 +\end{itemize} +\end{frame} \ No newline at end of file diff --git a/report/chapters/conclusion.tex b/report/chapters/conclusion.tex new file mode 100644 index 0000000..07ab4a2 --- /dev/null +++ b/report/chapters/conclusion.tex @@ -0,0 +1,26 @@ +% 总结与展望 +\section{总结与展望} +\begin{frame} +\frametitle{总结与展望} +\begin{itemize} +\item[\faBook] 主要工作总结 + \begin{itemize} + \item 提出了文档驱动的自适应编码大模型微调框架 + \item 实现了三层架构设计（表现层、业务逻辑层和数据访问层） + \item 实现了大语言模型的微调 + \end{itemize} +\item[\faLightbulb] 创新点总结 + \begin{itemize} + \item 开发了基于栈结构的Markdown文档解析器 + \item 采用了QLoRA参数高效微调方法 + \item 构建了基于提示工程的数据集生成工具 + \end{itemize} +\item[\faRoad] 未来工作展望 + \begin{itemize} + \item 边缘计算部署 + \item 更多的格式输入支持 + \item CICD集成 + \end{itemize} +\item[\faGithub] 软件仓库地址：\href{https://gitea.carry.fit/carry/gzhu-biyesheji}{https://gitea.carry.fit/carry/gzhu-biyesheji} +\end{itemize} +\end{frame} \ No newline at end of file diff --git a/report/chapters/design.tex b/report/chapters/design.tex new file mode 100644 index 0000000..6d65e56 --- /dev/null +++ b/report/chapters/design.tex @@ -0,0 +1,6 @@ +% 系统设计 +\section{系统设计} +\begin{frame} +\frametitle{系统架构} +\begin{center}\includegraphics[width=\textwidth,height=0.7\textheight,keepaspectratio]{./pic/system_architecture.png}\end{center} +\end{frame} \ No newline at end of file diff --git a/report/chapters/results.tex b/report/chapters/results.tex new file mode 100644 index 0000000..ca578a6 --- /dev/null +++ b/report/chapters/results.tex @@ -0,0 +1,85 @@ +% 实验结果 +\section{实验结果} + +\begin{frame} +\frametitle{实验条件介绍} +\begin{itemize} +\item[\faLaptop] 硬件配置 + \begin{itemize} + \item 笔记本型号：Lenovo Legion R7000P 2021H + \item CPU：AMD Ryzen 7 5800H + \item GPU：NVIDIA GeForce RTX 3060 Laptop GPU（6GB显存） + \item 内存：16GB DDR4 + \end{itemize} +\item[\faUbuntu] 软件环境 + \begin{itemize} + \item 操作系统：Ubuntu 22.04 LTS（通过WSL2运行） + \item Python版本：3.11.6 + \item 深度学习框架：PyTorch 2.1.0+cu121 + \end{itemize} +\item[\faRobot] 微调模型：unsloth官方qwen-2.5-3b-4bit量化模型（\href{https://huggingface.co/unsloth/Qwen2.5-3B-Instruct-bnb-4bit}{https://huggingface.co/unsloth/Qwen2.5-3B-Instruct-bnb-4bit}) +\item[\faBook] 仓库文档：unsloth官方仓库文档（\href{https://docs.unsloth.ai/}{https://docs.unsloth.ai/}） +\end{itemize} +\end{frame} + +\begin{frame} +\frametitle{训练指标变化} +\begin{figure}[h] +\centering +\begin{tikzpicture} +\begin{axis}[ + xlabel=Step, + ylabel=Loss, + width=\textwidth, + height=0.8\textheight] +\addplot[mark=none] table[x=Step,y=loss,col sep=comma] {./figures/training_data.csv}; +\end{axis} +\end{tikzpicture} +\caption{训练损失变化曲线} +\end{figure} +\end{frame} + +\begin{frame} +\frametitle{训练指标变化} +\begin{figure}[h] +\centering +\begin{tikzpicture} +\begin{axis}[ + xlabel=Step, + ylabel=Grad Norm, + width=\textwidth, + height=0.8\textheight] +\addplot[mark=none] table[x=Step,y=grad_norm,col sep=comma] {./figures/training_data.csv}; +\end{axis} +\end{tikzpicture} +\caption{梯度范数变化曲线} +\end{figure} +\end{frame} + +\begin{frame} +\frametitle{训练指标变化} +\begin{figure}[h] +\centering +\begin{tikzpicture} +\begin{axis}[ + xlabel=Step, + ylabel=Learning Rate, + width=\textwidth, + height=0.8\textheight] +\addplot[mark=none] table[x=Step,y=learning_rate,col sep=comma] {./figures/training_data.csv}; +\end{axis} +\end{tikzpicture} +\caption{学习率变化曲线} +\end{figure} +\end{frame} + +\begin{frame} +\frametitle{微调效果验证} +\begin{figure}[htbp] +\centering +\includegraphics[width=0.45\textwidth]{./pic/before_train.png} +\hspace{0.05\textwidth} +\includegraphics[width=0.45\textwidth]{./pic/after_train.png} +\caption{训练前后对比} +\end{figure} +\end{frame} \ No newline at end of file diff --git a/report/chapters/technology.tex b/report/chapters/technology.tex new file mode 100644 index 0000000..5c63d47 --- /dev/null +++ b/report/chapters/technology.tex @@ -0,0 +1,24 @@ +% 技术介绍 +\section{技术介绍} +\begin{frame} +\frametitle{技术介绍} +\begin{itemize} +\item \faDesktop 前端技术栈 + \begin{itemize} + \item Gradio - Python 机器学习前端框架 + \end{itemize} +\item \faServer 后端技术栈 + \begin{itemize} + \item Python - 主要开发语言 + \item SQLite - 轻量级关系型数据库 + \item TinyDB - 轻量级非关系型数据库 + \item LangChain - 大语言模型应用框架 + \end{itemize} +\item \faBrain 人工智能技术 + \begin{itemize} + \item Qwen2.5 - 开源大语言模型 + \item Unsloth - 开源微调工具 + \item QLoRA - 低秩适应微调技术 + \end{itemize} +\end{itemize} +\end{frame} \ No newline at end of file diff --git a/report/figures/training_data.csv b/report/figures/training_data.csv new file mode 100644 index 0000000..bad9833 --- /dev/null +++ b/report/figures/training_data.csv @@ -0,0 +1,1001 @@ +Wall time,Step,grad_norm,learning_rate,loss +1745776475,5,0.669125497,0.000199886,2.437799931 +1745776516,19,0.77576071,0.000199488,1.825199962 +1745776539,27,0.499134421,0.00019926,2.3598001 +1745776542,28,0.607412994,0.000199232,2.322000027 +1745776579,41,0.526714742,0.000198862,1.67750001 +1745776600,48,0.486247063,0.000198663,1.811200023 +1745776603,49,0.480234593,0.000198634,1.663300037 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+1745792504,6982,0.029115355,1.37E-06,0.0018 +1745792528,6992,0.168986276,1.08E-06,0.017100001 +1745792540,6997,0.206358209,9.39E-07,0.021199999 +1745792545,6999,0.374779671,8.82E-07,0.048900001 +1745792559,7002,0.272317767,7.97E-07,0.0265 +1745792585,7013,0.162129194,4.84E-07,0.0156 +1745792598,7019,0.071128309,3.13E-07,0.0047 +1745792622,7029,0.17629762,2.85E-08,0.0163 diff --git a/report/main.tex b/report/main.tex new file mode 100644 index 0000000..3ac147a --- /dev/null +++ b/report/main.tex @@ -0,0 +1,46 @@ +\documentclass[aspectratio=43]{beamer} +\usepackage{ctex} +\usepackage{graphicx} +\usepackage{amsmath} +\usepackage{hyperref} +\usepackage{listings} +\usepackage{xcolor} +\usepackage{fontawesome5} +\usepackage{subcaption} +\usepackage{booktabs} +\usepackage{tikz} +\usepackage{pgfplots} +\pgfplotsset{compat=1.18} + +% 设置主题 +\usetheme{Madrid} +\usecolortheme{default} +\setbeamertemplate{navigation symbols}{} + +% 标题信息 +\title{基于文档驱动的自适应编码大模型微调框架} +\subtitle{毕业设计答辩} +\author[XXX]{姓名：XXX \\ 学号：XXX \\ 指导教师：XXX} +\institute{广州大学} +\date{\today} + +\begin{document} + +% 标题页 +\frame{\titlepage} + +% 目录 +\begin{frame} +\frametitle{目录} +\tableofcontents +\end{frame} + +% 引入各章节内容 +\input{chapters/background} +\input{chapters/technology} +\input{chapters/design} +\input{chapters/results} +\input{chapters/conclusion} +\input{chapters/acknowledgements} + +\end{document} \ No newline at end of file diff --git a/report/pic/after_train.png b/report/pic/after_train.png new file mode 100644 index 0000000..a6cc163 Binary files /dev/null and b/report/pic/after_train.png differ diff --git a/report/pic/before_train.png b/report/pic/before_train.png new file mode 100644 index 0000000..68bc9cd Binary files /dev/null and b/report/pic/before_train.png differ diff --git a/report/pic/system_architecture.png b/report/pic/system_architecture.png new file mode 100644 index 0000000..3b1e7af Binary files /dev/null and b/report/pic/system_architecture.png differ