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Add MLP example

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Martin Thoma 2016-11-20 11:04:48 +01:00
parent c999023f6c
commit 0d9ba773c4
4 changed files with 145 additions and 0 deletions

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SOURCE = mlp-multilayer-perceptron
DELAY = 80
DENSITY = 300
WIDTH = 512
make:
pdflatex $(SOURCE).tex -output-format=pdf
make clean
clean:
rm -rf $(TARGET) *.class *.html *.log *.aux *.data *.gnuplot
gif:
pdfcrop $(SOURCE).pdf
convert -verbose -delay $(DELAY) -loop 0 -density $(DENSITY) $(SOURCE)-crop.pdf $(SOURCE).gif
make clean
png:
make
make svg
inkscape $(SOURCE).svg -w $(WIDTH) --export-png=$(SOURCE).png
transparentGif:
convert $(SOURCE).pdf -transparent white result.gif
make clean
svg:
make
#inkscape $(SOURCE).pdf --export-plain-svg=$(SOURCE).svg
pdf2svg $(SOURCE).pdf $(SOURCE).svg
# Necessary, as pdf2svg does not always create valid svgs:
inkscape $(SOURCE).svg --export-plain-svg=$(SOURCE).svg
rsvg-convert -a -w $(WIDTH) -f svg $(SOURCE).svg -o $(SOURCE)2.svg
inkscape $(SOURCE)2.svg --export-plain-svg=$(SOURCE).svg
rm $(SOURCE)2.svg

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Compiled example
----------------
![Example](mlp-multilayer-perceptron.png)

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\documentclass{article}
\usepackage[pdftex,active,tightpage]{preview}
\setlength\PreviewBorder{2mm}
\usepackage{amsmath}
\usepackage{tikz}
\usetikzlibrary{shapes, calc, shapes, arrows, snakes}
\newcommand{\width}{0.2}
\begin{document}
\begin{preview}
\tikzset{sigmoid/.style={path picture= {
\begin{scope}[x=1pt,y=10pt]
\draw plot[domain=-7:7] (\x,{1/(1 + exp(-\x))-0.5});
\end{scope}
}
}
}
\tikzset{relu/.style={path picture= {
\begin{scope}[x=7pt,y=6pt]
\draw plot[domain=-1:0] (\x,0);
\draw plot[domain=0:1] (\x,\x);
\end{scope}
}
}
}
\tikzstyle{input}=[draw,fill=red!50,circle,minimum size=20pt,inner sep=0pt]
\tikzstyle{hidden}=[draw,fill=green!50,circle,minimum size=20pt,inner sep=0pt]
\tikzstyle{output}=[draw,fill=white,circle,minimum size=20pt,inner sep=0pt]
\tikzstyle{bias}=[draw,dashed,fill=gray!50,circle,minimum size=20pt,inner sep=0pt]
\tikzstyle{layer}=[fill=gray!70]
\tikzstyle{stateTransition}=[->, thick]
\begin{tikzpicture}[scale=2]
\fill[layer] (-\width,-1.7) rectangle (\width,1.7);
\fill[layer] (1+-\width,-1.7) rectangle (1+\width,1.7);
\fill[layer] (2+-\width,-1.7) rectangle (2+\width,1.7);
\fill[layer] (3+-\width,-1.7) rectangle (3+\width,1.7);
\node (l1label) at (0, -1.9) {3};
\node (l2label) at (1, -1.9) {64};
\node (l3label) at (2, -1.9) {64};
\node (l4label) at (3, -1.9) {1};
\node (r)[input,fill=red] at (0, 1) {R};
\node (g)[input,fill=green] at (0, 0) {G};
\node (b)[input,fill=blue] at (0,-1) {B};
\node (h11)[hidden, sigmoid] at (1, 1.5) {};
\node (h12)[hidden, sigmoid] at (1, 0.5) {};
\node[circle, inner sep=0] (h13) at (1,-0.5) {\vdots};
\node (h14)[hidden, sigmoid] at (1,-1.5) {};
\node (h21)[hidden, relu] at (2, 1.5) {};
\node (h22)[hidden, relu] at (2, 0.5) {};
\node[circle, inner sep=0] (h23) at (2,-0.5) {\vdots};
\node (h24)[hidden, relu] at (2,-1.5) {};
\node (o1)[output, sigmoid] at (3,0) {};
\draw[stateTransition] (r) -- (h11) node [midway,above=-0.06cm] {};
\draw[stateTransition] (r) -- (h12) node [midway,above=-0.06cm] {};
\draw[stateTransition] (r) -- (h13) node [midway,above=-0.06cm] {};
\draw[stateTransition] (r) -- (h14) node [midway,above=-0.06cm] {};
\draw[stateTransition] (g) -- (h11) node [midway,above=-0.06cm] {};
\draw[stateTransition] (g) -- (h12) node [midway,above=-0.06cm] {};
\draw[stateTransition] (g) -- (h13) node [midway,above=-0.06cm] {};
\draw[stateTransition] (g) -- (h14) node [midway,above=-0.06cm] {};
\draw[stateTransition] (b) -- (h11) node [midway,above=-0.06cm] {};
\draw[stateTransition] (b) -- (h12) node [midway,above=-0.06cm] {};
\draw[stateTransition] (b) -- (h13) node [midway,above=-0.06cm] {};
\draw[stateTransition] (b) -- (h11) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h11) -- (h21) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h11) -- (h22) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h11) -- (h23) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h11) -- (h24) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h12) -- (h21) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h12) -- (h22) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h12) -- (h23) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h12) -- (h24) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h13) -- (h21) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h13) -- (h22) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h13) -- (h23) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h13) -- (h24) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h14) -- (h21) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h14) -- (h22) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h14) -- (h23) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h14) -- (h21) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h21) -- (o1) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h22) -- (o1) node [midway,above=-0.10cm] {};
\draw[stateTransition] (h23) -- (o1) node [midway,above=-0.06cm] {};
\draw[stateTransition] (h24) -- (o1) node [midway,above=-0.06cm] {};
\draw [
thick,
decoration={
brace,
mirror,
raise=0.5cm
},
decorate
] (1+-\width, -1.8) -- (2+\width, -1.8)
node [pos=0.5,anchor=north,yshift=-0.55cm] {50\% dropout};
\end{tikzpicture}
\end{preview}
\end{document}