Cfrgtkky

I am trying with following code. I want to replace Hidden layer 2
with 9 nodes. And want to add text1, text2, and text3 like the following figure. And Finally, I want to replace Input #1 to Input #9 with Clump Thickness, Uniformity of Cell Size, Uniformity of Cell Shape, Marginal Adhesion, Single Epithelial Cell Size, Bare Nuclei, Bland Chromatin, Normal Nuclei, Mitoses. Please need help.

documentclass{article}



usepackage{tikz}

begin{document}

pagestyle{empty}



deflayersep{3.5cm}



begin{tikzpicture}[

   shorten >=1pt,->,

   draw=black!50,

    node distance=layersep,

    every pin edge/.style={<-,shorten <=1pt},

    neuron/.style={circle,fill=black!25,minimum size=17pt,inner sep=0pt},

    input neuron/.style={neuron, fill=green!50},

    output neuron/.style={neuron, fill=red!50},

    hidden neuron/.style={neuron, fill=blue!50},

    annot/.style={text width=4em, text centered}

]



    % Draw the input layer nodes

    foreach name / y in {1,...,9}{

        node[input neuron, pin=left:Input #y] (I-name) at (0,-y cm) {};  

     }





    % set number of hidden layers

    newcommandNhidden{2}

    newcommandNode{13}

    newcommandNod{9}



    % Draw the hidden layer nodes

    foreach N in {1,...,Nhidden} {



        foreach y in {1,...,Node} {

          path[yshift=1.80cm]

              node[hidden neuron] (HN-y) at (N*layersep,-y cm) {};

           }



    node[annot,above of=HN-1, node distance=1cm] (hlN) {Hidden layer N};

    }



    % Draw the output layer node

    node[output neuron,pin={[pin edge={->}]right:Benin/Malignant}, right of=HNhidden-6] (O) {};



    % Connect every node in the input layer with every node in the

    % hidden layer.

    foreach source in {1,...,9}{

        foreach dest in {1,...,13}{

            path (I-source) edge (H1-dest);

         }

    }

    % connect all hidden stuff

    foreach [remember=N as lastN (initially 1)] N in {2,...,Nhidden}

       foreach source in {1,...,13}

           foreach dest in {1,...,13}

               path (HlastN-source) edge (HN-dest);



    % Connect every node in the hidden layer with the output layer

    foreach source in {1,...,13}

        path (HNhidden-source) edge (O);



    % Annotate the layers



    node[annot,left of=hl1] {Input layer};

    node[annot,right of=hlNhidden] {Output layer};

end{tikzpicture}

% End of code

end{document}

documentclass[tikz,border=3.14mm]{standalone}

usetikzlibrary{positioning}



begin{document}

deflayersep{3.5cm}



begin{tikzpicture}[

   shorten >=1pt,->,

   draw=black!50,

    node distance=layersep,

    every pin edge/.style={<-,shorten <=1pt},

    neuron/.style={circle,fill=black!25,minimum size=17pt,inner sep=0pt},

    input neuron/.style={neuron, fill=green!50},

    output neuron/.style={neuron, fill=red!50},

    hidden neuron/.style={neuron, fill=blue!50},

    annot/.style={text width=4em, text centered}

]



    % Draw the input layer nodes

    foreach name  [count=y] in 

    {Clump Thickness, Uniformity of Cell Size, Uniformity of Cell Shape, Marginal Adhesion, Single Epithelial Cell Size, Bare Nuclei, Bland Chromatin, Normal Nuclei, Mitoses}

     {   node[input neuron, pin=left:name] (I-y) at (0,-y cm) {};  

     }





    % set number of hidden layers

    newcommandNhidden{2}

    newcommandNodOne{13}

    newcommandNodTwo{9}

    newcommandNod{9}



    % Draw the hidden layer nodes

%    foreach N in {1,...,Nhidden} {



     foreach y in {1,...,NodOne} {

          path[yshift=1.80cm]

              node[hidden neuron] (H1-y) at (1*layersep,-y cm) {};

              }

    node[annot,above of=H1-1, node distance=1cm] (hl1) {Hidden layer 1};

     foreach y in {1,...,NodTwo} {

          path[yshift=0cm]

              node[hidden neuron] (H2-y) at (2*layersep,-y cm) {};            

           }

    node[annot,above of=H2-1, node distance=1cm] (hl2) {Hidden layer 2};          



%    }



    node[below=0.5cm of H1-NodOne] (text1) {text 1};

    node at (text1 -| H2-1) (text2) {text 2};



    % Draw the output layer node

    node[output neuron,pin={[pin edge={->}]right:Benin/Malignant}, right of=HNhidden-5] (O) {};



    node at (text1 -| O) (text3) {text 3};

    % Connect every node in the input layer with every node in the

    % hidden layer.

    foreach source in {1,...,9}{

        foreach dest in {1,...,NodOne}{

            path (I-source) edge (H1-dest);

         }

    }

    % connect all hidden stuff

    foreach [remember=N as lastN (initially 1)] N in {2,...,Nhidden}

       foreach source in {1,...,NodOne}

           foreach dest in {1,...,NodTwo}

               path (HlastN-source) edge (HN-dest);



    % Connect every node in the hidden layer with the output layer

    foreach source in {1,...,NodTwo}

        path (HNhidden-source) edge (O);



    % Annotate the layers



    node[annot,left of=hl1] {Input layer};

    node[annot,right of=hlNhidden] {Output layer};

end{tikzpicture}

% End of code

end{document}

I have update to do automatic layers.

begin{tikzpicture}[

    shorten >=1pt,->,

    draw=black!50,

    node distance=layersep,

    every pin edge/.style={<-,shorten <=1pt},

    neuron/.style={circle,fill=black!25,minimum size=17pt,inner sep=0pt},

    input neuron/.style={neuron, fill=green!50},

    output neuron/.style={neuron, fill=yellow!50},

    hidden neuron/.style={neuron, fill=blue!50},

    annot/.style={text width=4em, text centered}

]

    % set number of hidden layers, input and output name

    csdef{N-HiddenL}{4}

    csdef{N-Input-yshift}{0.5cm}

    csdef{N-L1}{10}

    csdef{N-L1-yshift}{1.8cm}

    csdef{N-L1-annot}{1cm}

    csdef{N-L2}{8}

    csdef{N-L2-yshift}{1.30cm}

    csdef{N-L2-annot}{1cm}

    csdef{N-L3}{4}

    csdef{N-L3-yshift}{1.30cm}

    csdef{N-L3-annot}{1cm}

    csdef{N-L4}{4}

    csdef{N-L4-yshift}{1.30cm}

    csdef{N-L4-annot}{1cm}

    csdef{N-Output-yshift}{0.5cm}

    newcommandInputList{xtextsubscript{1}, xtextsubscript{2}, xtextsubscript{3}}

    newcommandHiddenList{Camada oculta i}

    newcommandOutputList{ytextsubscript{1}, ytextsubscript{2}, ytextsubscript{3}}



    % draw the input layer nodes

    foreach name [count=i] in InputList

        node[input neuron, pin=left:name, yshift=(csuse{N-Input-yshift})] (I-i) at (0,-i cm) {};

    cslet{N-Input}{i}



    % draw the hidden layer nodes

    foreach i in {1,...,csuse{N-HiddenL}}

    {

        foreach j in {1,...,csuse{N-Li}} {

            path[yshift=(csuse{N-Li-yshift})]

                node[hidden neuron] (Hi-j) at (i*layersep,-j cm) {};

        }

        node[annot,above of=Hi-1, node distance=(csuse{N-Li-annot})] (hli) {HiddenList};

    }



    % draw the output layer node

    foreach name [count=i] in OutputList

        node[output neuron,pin={[pin edge={->}]right:name}, right of=Hcsuse{N-HiddenL}-1, yshift=(csuse{N-Output-yshift} - i cm)] (O-i) {};

    cslet{N-Output}{i}



    % annotate below the layers (draw text)

    foreach name [count=i] in

    {test 1, test 2, text 3, text 4}

    {

        ifnum i=1

            node[below=0.5cm of H1-csuse{N-L1}] (text1) {name};

        else

            node at (text1 -| Hi-1) (texti) {name};

        fi

    }

    node at (text1 -| O-1) (textO) {text out {numbernumexpr csuse{N-HiddenL}+1}};



    % connect every node in the input layer with every node in the hidden layer

    foreach source in {1,...,csuse{N-Input}}

        foreach dest in {1,...,csuse{N-L1}}

            path (I-source) edge (H1-dest);



    % connect all hidden stuff

    foreach [remember=N as lastN (initially 1)] N in {2,...,csuse{N-HiddenL}}

        foreach source in {1,...,csuse{N-LlastN}}

            foreach dest in {1,...,csuse{N-LN}}

                path (HlastN-source) edge (HN-dest);



    % connect every node in the hidden layer with the output layer

    foreach source in {1,...,csuse{N-Lcsuse{N-HiddenL}}}

        foreach dest in {1,...,csuse{N-Output}}

            path (Hcsuse{N-HiddenL}-source) edge (O-dest);



    % annotate the layers

    node[annot,left of=hl1, yshift=-1cm] {Camada de entrada};

    node[annot,right of=hlcsuse{N-HiddenL}, yshift=-0.5cm] {Camada de saída};

end{tikzpicture}