Browse Source

Add MLP example

Martin Thoma 8 years ago
parent
commit
0d9ba773c4

+ 35 - 0
tikz/mlp-multilayer-perceptron/Makefile

@@ -0,0 +1,35 @@
+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

+ 3 - 0
tikz/mlp-multilayer-perceptron/README.md

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

BIN
tikz/mlp-multilayer-perceptron/mlp-multilayer-perceptron.png


+ 107 - 0
tikz/mlp-multilayer-perceptron/mlp-multilayer-perceptron.tex

@@ -0,0 +1,107 @@
+\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}