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python画神经网络结构图_用 PlotNeuralNet 画神经网络的结构图

邵文乐
2023-12-01

\documentclass[border=15pt, multi, tikz]{standalone}

%\usepackage{blocks}

\usepackage{import}

\subimport{../../layers/}{init}

\usetikzlibrary{positioning}

\def\ConvColor{rgb:yellow,5;red,2.5;white,5}

\def\ConvReluColor{rgb:yellow,5;red,5;white,5}

\def\PoolColor{rgb:red,1;black,0.3}

\def\FcColor{rgb:blue,5;red,2.5;white,5}

\def\FcReluColor{rgb:blue,5;red,5;white,4}

\def\SoftmaxColor{rgb:magenta,5;black,7}

\begin{document}

\begin{tikzpicture}

\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

%% Draw Layer Blocks

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

% conv1_1,conv1_2

\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,caption=conv1,%

xlabel={{"64","64"}},ylabel=224,zlabel=224,fill=\ConvColor,bandfill=\ConvReluColor,%

height=40,width={2,2},depth=40}};

%pool1

\pic[shift={(0,0,0)}] at (cr1-east) {Box={name=p1,%

fill=\PoolColor,opacity=0.5,height=35,width=1,depth=35}};

%%%%%%%%%%

% conv2_1,conv2_2

\pic[shift={(2,0,0)}] at (p1-east) {RightBandedBox={name=cr2,caption=conv2,%

xlabel={{"64","64"}},zlabel=112,fill=\ConvColor,bandfill=\ConvReluColor,%

height=35,width={3,3},depth=35}};

%pool2

\pic[shift={(0,0,0)}] at (cr2-east) {Box={name=p2,%

fill=\PoolColor,opacity=0.5,height=30,width=1,depth=30}};

%%%%%%%%%%

% conv3_1,conv3_2

\pic[shift={(2,0,0)}] at (p2-east) {RightBandedBox={name=cr3,caption=conv3,%

xlabel={{"256","256","256"}},zlabel=56,fill=\ConvColor,bandfill=\ConvReluColor,%

height=30,width={4,4,4},depth=30}};

%pool3

\pic[shift={(0,0,0)}] at (cr3-east) {Box={name=p3,%

fill=\PoolColor,opacity=0.5,height=23,width=1,depth=23}};

%%%%%%%%%%

% conv4_1,conv4_2,conv4_3

\pic[shift={(1.8,0,0)}] at (p3-east) {RightBandedBox={name=cr4,caption=conv4,%

xlabel={{"512","512","512"}},zlabel=28,fill=\ConvColor,bandfill=\ConvReluColor,%

height=23,width={7,7,7},depth=23}};

%pool4

\pic[shift={(0,0,0)}] at (cr4-east) {Box={name=p4,%

fill=\PoolColor,opacity=0.5,height=15,width=1,depth=15}};

%%%%%%%%%%

% conv5_1,conv5_2,conv5_3

\pic[shift={(1.5,0,0)}] at (p4-east) {RightBandedBox={name=cr5,caption=conv5,%

xlabel={{"512","512","512"}},zlabel=14,fill=\ConvColor,bandfill=\ConvReluColor,%

height=15,width={7,7,7},depth=15}};

%pool5

\pic[shift={(0,0,0)}] at (cr5-east) {Box={name=p5,%

fill=\PoolColor,opacity=0.5,height=10,width=1,depth=10}};

%%%%%%%%%%

% fc6

\pic[shift={(3,0,0)}] at (p5-east) {RightBandedBox={name=fc6,caption=fc6,%

xlabel={{"1",""}},zlabel=4096,fill=\FcColor,bandfill=\FcReluColor,%

height=3,width=3,depth=100}};

%%%%%%%%%%

% fc7

\pic[shift={(2,0,0)}] at (fc6-east) {RightBandedBox={name=fc7,caption=fc7,%

xlabel={{"1","dummy"}},zlabel=4096,fill=\FcColor,bandfill=\FcReluColor,%

height=3,width=3,depth=100}};

%%%%%%%%%%

% fc8

\pic[shift={(1.5,0,0)}] at (fc7-east) {RightBandedBox={name=fc8,caption=fc8+softmax,%

xlabel={{"1","dummy"}},fill=\FcColor,bandfill=\FcReluColor,%

height=3,width=3,depth=25}};

%%%%%%%%%%

% softmax

\pic[shift={(0,0,0)}] at (fc8-east) {Box={name=softmax,%

xlabel={{"","dummy"}},zlabel=K,opacity=0.8,fill=\SoftmaxColor,%

height=3,width=1.5,depth=25}};

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

%% Draw Arrow Connections

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\draw [connection] (p1-east) -- node {\midarrow} (cr2-west);

\draw [connection] (p2-east) -- node {\midarrow} (cr3-west);

\draw [connection] (p3-east) -- node {\midarrow} (cr4-west);

\draw [connection] (p4-east) -- node {\midarrow} (cr5-west);

\draw [connection] (p5-east) -- node {\midarrow} (fc6-west);

\draw [connection] (fc6-east) -- node {\midarrow} (fc7-west);

\draw [connection] (fc7-east) -- node {\midarrow} (fc8-west);

\draw [connection] (softmax-east) -- node {\midarrow} ++(1.5,0,0);

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

%% Draw Dotted Edges

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\draw[densely dashed]

(fc6-west)++(0, 1.5*.2, 1.5*.2) coordinate(a) -- (p5-nearnortheast)

(fc6-west)++(0,-1.5*.2, 1.5*.2) coordinate(b) -- (p5-nearsoutheast)

(fc6-west)++(0,-1.5*.2,-1.5*.2) coordinate(c) -- (p5-farsoutheast)

(fc6-west)++(0, 1.5*.2,-1.5*.2) coordinate(d) -- (p5-farnortheast)

(a)--(b)--(c)--(d)

;

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\end{tikzpicture}

\end{document}

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