ResNet50 Tex #24
Comments
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just install the pycore package using |
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Hi @somdipdey, can you kindly share your RestNet drawing code? |
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+1 @lc82111. Would highly appreciate it if you could share the code you used to visualise the ResNet @somdipdey. |
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+1 if @somdipdey or anyone else shares ResNet code. |
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I drew a ResNet diagram and It turns out to be a scroll. And I failed to modularize the code and to define some useful command. Hope someone being more familiar with TeX/tikz can make useful macro I made this diagram according to modified resnet model for MNIST. Here's the definition of model, maybe helpful (paddlepaddle, similary to pytorch): def conv_bn_layer(input, ch_out, filter_size, stride, padding, act="relu", bias_attr=False):
tmp = fluid.layers.conv2d(
input=input,
filter_size=filter_size,
num_filters=ch_out,
stride=stride,
padding=padding,
act=None,
bias_attr=bias_attr) # 定义层
return fluid.layers.batch_norm(input=tmp, act=act) # 均一化
def shortcut(input, ch_in, ch_out, stride):
if ch_in != ch_out:
return conv_bn_layer(input, ch_out, 1, stride, 0, None)
else:
return input
def basicblock(input, ch_in, ch_out, stride):
tmp = conv_bn_layer(input, ch_out, 3, stride, 1)
tmp = conv_bn_layer(tmp, ch_out, 3, 1, 1, act=None, bias_attr=True)
short = shortcut(input, ch_in, ch_out, stride)
return fluid.layers.elementwise_add(x=tmp, y=short, act="relu")
def layer_warp(block_func, input, ch_in, ch_out, count, stride):
tmp = block_func(input, ch_in, ch_out, stride)
for i in range(1, count):
tmp = block_func(tmp, ch_out, ch_out, 1)
return tmp
def resnet_handwriting(ipt):
conv1 = conv_bn_layer(ipt, ch_out=16, filter_size=3, stride=1, padding=1)
res1 = layer_warp(basicblock, conv1, 16, 16, 3, 1)
res2 = layer_warp(basicblock, res1, 16, 32, 4, 1)
res3 = layer_warp(basicblock, res2, 32, 64, 5, 1)
res4 = layer_warp(basicblock, res3, 64, 128, 3, 1)
pool = fluid.layers.pool2d(
input=res4, pool_size=8, pool_type="avg", pool_stride=1)
predict = fluid.layers.fc(input=pool, size=10, act="softmax")
return predictFull version: Minimal version: \documentclass[border=8pt, multi, tikz]{standalone}
%\usepackage{blocks}
% \usepackage[top=4cm,left=2cm]{geometry}
\usepackage{import}
\subimport{./layers/}{init}
\usetikzlibrary{positioning}
\usetikzlibrary{3d} %for including external image
\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
\def\ConvReluColor{rgb:yellow,5;red,5}
\def\PoolColor{rgb:red,1;black,0}
\def\UnpoolColor{rgb:blue,2;green,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}
\def\SumColor{rgb:blue,5;green,15}
\def\LayerColor{rgb:black,1}
\newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width =0.8mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);}
\begin{document}
\noindent
\begin{tikzpicture}
\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
\tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7]
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% Draw Encoder
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% input picture
\node[canvas is zy plane at x=0] (temp) at (-3.5,0,0) {\includegraphics[width=-8cm,height=8cm]{infer_3.jpg}};
\path (-5,0,0);
% input
\pic[shift={(0,0,0)}] at (0,0,0) {
Box={
name=input,
caption=Input,
xlabel={{"1","28"}},
ylabel=28,
zlabel=28,
fill=\ConvColor,
height=28,
width=0.09375,
depth=28
}
};
% conv1
\pic[shift={(1.5,0,0)}] at (input-east) {
RightBandedBox={
name=conv1,
caption=Conv1\\3\(\times\)3,
xlabel={{"16",""}},
ylabel=28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=28,
width=1.5,
depth=28
}
};
% layer1
% res1_1_1
\pic[shift={(1.5,0,0)}] at (conv1-east) {
RightBandedBox={
name=res1_1_1,
xlabel={{"16",""}},
ylabel=28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=28,
width=1.5,
depth=28
}
};
% res1_1_2
\pic[shift={(0,0,0)}] at (res1_1_1-east) {
Box={
name=res1_1_2,
caption=\makebox[0pt]{\shortstack[c]{3\(\times\)3 bn relu\\3\(\times\)3\\ele\_add bn relu}},
xlabel={{"16",""}},
zlabel=28,
fill=\ConvColor,
height=28,
width=1.5,
depth=28
}
};
% add1_1
\pic[shift={(0,0,0)}] at (res1_1_2-east) {
Ball={
name=add1_1,
fill=\SumColor,
opacity=0.6,
radius=2.5,
logo=\(+\)
}
};
% relu1_1
\pic[shift={(0,0,0)}] at (add1_1-east) {
Box={
name=relu1_1,
caption=,
xlabel={{"16",""}},
zlabel=28,
fill=\ConvReluColor,
height=28,
width=1.5,
depth=28
}
};
% res1_2_1
\pic[shift={(1.5,0,0)}] at (relu1_1-east) {
RightBandedBox={
name=res1_2_1,
xlabel={{"16",""}},
ylabel=28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=28,
width=1.5,
depth=28
}
};
% res1_2_2
\pic[shift={(0,0,0)}] at (res1_2_1-east) {
Box={
name=res1_2_2,
caption=\makebox[0pt]{\shortstack[c]{3\(\times\)3 bn relu\\3\(\times\)3\\ele\_add bn relu}},
xlabel={{"16",""}},
zlabel=28,
fill=\ConvColor,
height=28,
width=1.5,
depth=28
}
};
% add1_2
\pic[shift={(0,0,0)}] at (res1_2_2-east) {
Ball={
name=add1_2,
fill=\SumColor,
opacity=0.6,
radius=2.5,
logo=\(+\)
}
};
% relu1_2
\pic[shift={(0,0,0)}] at (add1_2-east) {
Box={
name=relu1_2,
caption=,
xlabel={{"16",""}},
zlabel=28,
fill=\ConvReluColor,
height=28,
width=1.5,
depth=28
}
};
% res1_3_1
\pic[shift={(1.5,0,0)}] at (relu1_2-east) {
RightBandedBox={
name=res1_3_1,
xlabel={{"16",""}},
ylabel=28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=28,
width=1.5,
depth=28
}
};
% res1_3_2
\pic[shift={(0,0,0)}] at (res1_3_1-east) {
Box={
name=res1_3_2,
caption=\makebox[0pt]{\shortstack[c]{3\(\times\)3 bn relu\\3\(\times\)3\\ele\_add bn relu}},
xlabel={{"16",""}},
zlabel=28,
fill=\ConvColor,
height=28,
width=1.5,
depth=28
}
};
% add1_3
\pic[shift={(0,0,0)}] at (res1_3_2-east) {
Ball={
name=add1_3,
fill=\SumColor,
opacity=0.6,
radius=2.5,
logo=\(+\)
}
};
% relu1_3
\pic[shift={(0,0,0)}] at (add1_3-east) {
Box={
name=relu1_3,
caption=,
xlabel={{"16",""}},
zlabel=28,
fill=\ConvReluColor,
height=28,
width=1.5,
depth=28
}
};
% layer2
% res2_1_1
\pic[shift={(1.5,0,0)}] at (relu1_3-east) {
RightBandedBox={
name=res2_1_1,
xlabel={{"32",""}},
ylabel=28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=28,
width=3,
depth=28
}
};
% warp2
\pic[shift={(1.5,7,0)}] at (relu1_3-east) {
Box={
name=warp2,
caption=\makebox[0pt]{\shortstack[c]{1\(\times\)1}},
xlabel={{"32",""}},
ylabel=28,
fill=\UnpoolColor,
height=28,
width=3,
depth=28
}
};
% res2_1_2
\pic[shift={(0,0,0)}] at (res2_1_1-east) {
Box={
name=res2_1_2,
caption=\makebox[0pt]{\shortstack[c]{3\(\times\)3 bn relu\\3\(\times\)3\\ele\_add bn relu}},
xlabel={{"32",""}},
zlabel=28,
fill=\ConvColor,
height=28,
width=3,
depth=28
}
};
% add2_1
\pic[shift={(0,0,0)}] at (res2_1_2-east) {
Ball={
name=add2_1,
fill=\SumColor,
opacity=0.6,
radius=2.5,
logo=\(+\)
}
};
% relu2_1
\pic[shift={(0,0,0)}] at (add2_1-east) {
Box={
name=relu2_1,
caption=,
xlabel={{"32",""}},
zlabel=28,
fill=\ConvReluColor,
height=28,
width=3,
depth=28
}
};
% pool2d
\pic[shift={(1.5,0,0)}] at (relu2_1-east) {
Box={
name=pool2d,
caption=\makebox[0pt]{\shortstack[c]{avg\_pool\\size=8\\stride=1}},
xlabel={{"128",""}},
ylabel=23,
zlabel=23,
fill=\PoolColor,
height=23,
width=12,
depth=23
}
};
% fullconnection
\pic[shift={(1.5,0,0)}] at (pool2d-east) {
RightBandedBox={
name=fc,
caption=\makebox[0pt]{\shortstack[c]{full\_connection\\softmax}},
xlabel={{"1",""}},
zlabel=10,
fill=\FcColor,
bandfill=\SoftmaxColor,
height=4,
width=4,
depth=40
}
};
% connections
\draw [connection] (input-east) -- node {\midarrow} (conv1-west);
\draw [connection] (conv1-east) -- node {\midarrow} (res1_1_1-west);
\draw [connection] (relu1_1-east) -- node {\midarrow} (res1_2_1-west);
\draw [connection] (relu1_2-east) -- node {\midarrow} (res1_3_1-west);
\draw [connection] (relu1_3-east) -- node {\midarrow} (res2_1_1-west);
% connections shortcut
% conv1 to add1_1
\path (add1_1-north) ++ (0,4,0) coordinate (add1_1-north-above);
\draw [connection] (conv1-north) -- node {\midarrow} (conv1-north|-add1_1-north-above) -- node {\midarrow} (add1_1-north-above) -- node {\midarrow} (add1_1-north);
% relu1_1 to add1_2
\path (add1_2-north) ++ (0,4,0) coordinate (add1_2-north-above);
\draw [connection] (relu1_1-north) -- node {\midarrow} (relu1_1-north|-add1_2-north-above) -- node {\midarrow} (add1_2-north-above) -- node {\midarrow} (add1_2-north);
% relu1_2 to add1_3
\path (add1_3-north) ++ (0,4,0) coordinate (add1_3-north-above);
\draw [connection] (relu1_2-north) -- node {\midarrow} (relu1_2-north|-add1_3-north-above) -- node {\midarrow} (add1_3-north-above) -- node {\midarrow} (add1_3-north);
% relu1_3 to warp2_1
\draw [connection] (relu1_3-north) -- node {\midarrow} (relu1_3-north|-warp2-west) -- node {\midarrow} (warp2-west);
\draw [connection] (warp2-east) -- node {\midarrow} (warp2-east-|add2_1-north) -- node {\midarrow} (add2_1-north);
% pool & fullconnection
\draw [densely dashed] (relu2_1-nearnortheast) -- (pool2d-nearnorthwest);
\draw [densely dashed] (relu2_1-nearsoutheast) -- (pool2d-nearsouthwest);
\draw [densely dashed] (relu2_1-farnortheast) -- (pool2d-farnorthwest);
\draw [densely dashed] (relu2_1-farsoutheast) -- (pool2d-farsouthwest);
\draw [densely dashed] (pool2d-nearnortheast) -- (fc-nearnorthwest);
\draw [densely dashed] (pool2d-nearsoutheast) -- (fc-nearsouthwest);
\draw [densely dashed] (pool2d-farnortheast) -- (fc-farnorthwest);
\draw [densely dashed] (pool2d-farsoutheast) -- (fc-farsouthwest);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\end{tikzpicture}
\end{document} |
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Thanks !!! |
That's perfect, would you like to share the code? I want to draw a ResNet101 based on that! |
\documentclass[border=12pt, multi, tikz]{standalone}
\usepackage[fontsize=14pt]{fontsize}
\usepackage{import}
\subimport{../../layers/}{init}
\usetikzlibrary{positioning}
\usetikzlibrary{3d} %for including external image
\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
\def\ConvReluColor{rgb:yellow,5;red,5}
\def\bnColor{rgb:yellow,5;red,5}
\def\PoolColor{rgb:red,1;black,0}
\def\UnpoolColor{rgb:blue,2;green,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}
\def\SumColor{rgb:blue,5;green,15}
\def\LayerColor{rgb:black,1}
\newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width =1mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);}
\begin{document}
\noindent
\begin{tikzpicture}
\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
\tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7]
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% Draw Encoder
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\path (-4,0,0);
% input
\pic[shift={(0,0,0)}] at (0,0,0) {
Box={
name=input,
caption=Input,
xlabel= 3,
ylabel=224,
zlabel= \qquad 224,
fill=\ConvColor,
height=100,
width=0.1,
depth=100
}
};
% conv1
\pic[shift={(1.5,0,0)}] at (input-east) {
RightBandedBox={
name= conv1,
caption=Conv1,
xlabel={{"64",""}},
ylabel=112,
zlabel= \qquad 112,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=50,
width=2.1,
depth=50
}
};
% MaxPool2d
\pic[shift={(1,0,0)}] at (conv1-east) {
RightBandedBox={
name= MaxPool,
xlabel={{"64",""}},
ylabel=112,
fill=\PoolColor,
height=50,
width=2.1,
depth=50
}
};
% layer1
% conv1_1
\pic[shift={(3,0,0)}] at (MaxPool-east) {
RightBandedBox={
name= conv1_1,
xlabel={{"64",""}},
ylabel= 112,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=50,
width=2.1,
depth=50
}
};
% conv1_2
\pic[shift={(0,0,0)}] at (conv1_1-east) {
RightBandedBox={
name= conv1_2,
xlabel={{"\quad 64",""}},
zlabel= \qquad 112,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=50,
width=2.1,
depth=50
}
};
% add1_1
\pic[shift={(1,0,0)}] at (conv1_2-east) {
Ball={
name=add1_1,
fill=\SumColor,
opacity=0.6,
radius=2,
logo=\(+\)
}
};
\pic[shift={(-0.2,0,0)}] at (conv1_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=60,width={10},depth=60}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\pic[shift={(3,0,0)}] at (conv1_2-east) {
RightBandedBox={
name= conv2_1,
xlabel={{"128",""}},
ylabel= 56,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=25,
width=4.2,
depth=25
}
};
% conv2_2
\pic[shift={(0,0,0)}] at (conv2_1-east) {
RightBandedBox={
name= conv2_2,
xlabel={{"128",""}},
zlabel= \qquad 56,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=25,
width=4.2,
depth=25
}
};
% add1_2
\pic[shift={(1,0,0)}] at (conv2_2-east) {
Ball={
name=add1_2,
fill=\SumColor,
opacity=0.6,
radius=2,
logo=\(+\)
}
};
\pic[shift={(-0.4,0,0)}] at (conv2_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 4}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=30,width={20},depth=30}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% conv3_1
\pic[shift={(3,0,0)}] at (conv2_2-east) {
RightBandedBox={
name= conv3_1,
xlabel={{"256",""}},
ylabel= 28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=12.5,
width=8.4,
depth=12.5
}
};
% conv3_2
\pic[shift={(0,0,0)}] at (conv3_1-east) {
RightBandedBox={
name= conv3_2,
xlabel={{"256",""}},
zlabel= 28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=12.5,
width=8.4,
depth=12.5
}
};
% add1_3
\pic[shift={(1,0,0)}] at (conv3_2-east) {
Ball={
name=add1_3,
fill=\SumColor,
opacity=0.6,
radius=2,
logo=\(+\)
}
};
\pic[shift={(-0.6,0,0)}] at (conv3_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 6}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=20,width={30},depth=20}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% conv4_1
\pic[shift={(3,0,0)}] at (conv3_2-east) {
RightBandedBox={
name= conv4_1,
xlabel={{"512",""}},
ylabel= 14,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=6.25,
width=16.8,
depth=6.25
}
};
% conv4_2
\pic[shift={(0,0,0)}] at (conv4_1-east) {
RightBandedBox={
name= conv4_2,
xlabel={{"512",""}},
ylabel= 14,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=6.25,
width=16.8,
depth=6.25
}
};
% add1_4
\pic[shift={(1,0,0)}] at (conv4_2-east) {
Ball={
name=add1_4,
fill=\SumColor,
opacity=0.6,
radius=2,
logo= \(+\)
}
};
\pic[shift={(-0.8,0,0)}] at (conv4_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=15,width={48},depth=15}};
% avgpool
\pic[shift={(3,0,0)}] at (add1_4-east) {
Box={
name=avgpool,
caption= \\ avgpool,
xlabel={{"1",""}},
ylabel=1,
zlabel=\qquad 512,
fill=\PoolColor,
height=2,
width=2,
depth=150
}
};
% fullconnection
\pic[shift={(2,0,0)}] at (avgpool-east) {
RightBandedBox={
name=fc,
caption=\makebox[0pt]{
\shortstack[c]{\\ full \, connection\\softmax}},
xlabel={{"1",""}},
zlabel=\qquad 7,
fill=\FcColor,
bandfill=\SoftmaxColor,
height=2,
width=2,
depth=20
}
};
% connections
\draw [connection] (input-east) -- node {\midarrow} (conv1-west);
\draw [connection] (conv1-east) -- node {\midarrow} (MaxPool-west);
\draw [connection] (MaxPool-east) -- node {\midarrow} (conv1_1-west);
% connections shortcut
% conv1 to add1_1
\path (MaxPool-east) -- (conv1_1-west) coordinate[pos=0.5] (pool_conv1_1);
\path (pool_conv1_1) ++ (0,5,0) coordinate (pool_conv1_1_above);
\path (add1_1-north) ++ (0,5,0) coordinate (add1_1-north-above);
\draw [connection] (pool_conv1_1) -- node {\midarrow} (pool_conv1_1_above|-add1_1-north-above) -- node {\midarrow} (add1_1-north-above) -- node {\midarrow} (add1_1-north);
\draw [connection] (conv1_2-east) -- (add1_1-west);
\draw [connection] (add1_1-east) -- node {\midarrow} (conv2_1-west);
%
\path (conv1_2-east) -- (conv2_1-west) coordinate[pos=0.65] (add_conv_1);
\path (add_conv_1) ++ (0,5,0) coordinate (add_conv_1-above);
\path (add1_2-north) ++ (0,5,0) coordinate (add1_2-north-above);
\draw [connection] (add_conv_1) -- node {\midarrow} (add_conv_1-above|-add1_2-north-above) -- node {\midarrow} (add1_2-north-above) -- node {\midarrow} (add1_2-north);
\draw [connection] (conv2_2-east) -- (add1_2-west);
\draw [connection] (add1_2-east) -- node {\midarrow} (conv3_1-west);
%%%%%%%%%%%%%%
\path (conv2_2-east) -- (conv3_1-west) coordinate[pos=0.75] (add_conv_2);
\path (add_conv_2) ++ (0,5,0) coordinate (add_conv_2-above);
\path (add1_3-north) ++ (0,5,0) coordinate (add1_3-north-above);
\draw [connection] (add_conv_2) -- node {\midarrow} (add_conv_2-above|-add1_3-north-above) -- node {\midarrow} (add1_3-north-above) -- node {\midarrow} (add1_3-north);
\draw [connection] (conv3_2-east) -- (add1_3-west);
\draw [connection] (add1_3-east) -- node {\midarrow} (conv4_1-west);
%%%%%%%%%%%%%%%
\path (conv3_2-east) -- (conv4_1-west) coordinate[pos=0.75] (add_conv_3);
\path (add_conv_3) ++ (0,5,0) coordinate (add_conv_3-above);
\path (add1_4-north) ++ (0,5,0) coordinate (add1_4-north-above);
\draw [connection] (add_conv_3) -- node {\midarrow} (add_conv_3-above|-add1_4-north-above) -- node {\midarrow} (add1_4-north-above) -- node {\midarrow} (add1_4-north);
\draw [connection] (conv4_2-east) -- (add1_4-west);
%\draw [connection] (add1_4-east) -- node {\midarrow} (conv4_1-west);
\draw [connection](add1_4-east) -- node {\midarrow}(avgpool-west);
\draw [connection](avgpool-east) -- node {\midarrow}(fc-west);
% pool & fullconnection
\draw [densely dashed] (avgpool-nearnortheast) -- (fc-nearnorthwest);
\draw [densely dashed] (avgpool-nearsoutheast) -- (fc-nearsouthwest);
\draw [densely dashed] (avgpool-farnortheast) -- (fc-farnorthwest);
\draw [densely dashed] (avgpool-farsoutheast) -- (fc-farsouthwest);
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\end{tikzpicture}
\end{document} |
Just write a ResNet101 Based on @sydddl 's perfect work, I also made some change to the gap between each Block to make it look delicious.🍺 |
|
And here is the code, Just replace the input image path "pics/03-LC-ser-sub-20-mirror" if you like it, big thanks to @sydddl 's work on ResNet34. \documentclass[border=12pt, multi, tikz]{standalone}
\usepackage[fontsize=14pt]{fontsize}
\usepackage{import}
\subimport{./layers/}{init}
\usetikzlibrary{positioning}
\usetikzlibrary{3d} %for including external image
\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
\def\ConvReluColor{rgb:yellow,5;red,5}
\def\bnColor{rgb:yellow,5;red,5}
\def\PoolColor{rgb:red,1;black,0}
\def\UnpoolColor{rgb:blue,2;green,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}
\def\SumColor{rgb:blue,5;green,15}
\def\LayerColor{rgb:black,1}
\newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width =1mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);}
\begin{document}
\noindent
\begin{tikzpicture}
\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
\tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7]
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%% Draw Encoder
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\node[canvas is zy plane at x=0](temp) at (-3.5,0,0) {\includegraphics[width=-20cm,height=20cm]{pics/03-LC-ser-sub-20-mirror}};
\path (-4,0,0);
% input
\pic[shift={(0,0,0)}] at (0,0,0) {
Box={
name=input,
caption=Input,
xlabel= 3,
ylabel=224,
zlabel= \qquad 224,
fill=\ConvColor,
height=100,
width=0.1,
depth=100
}
};
% conv1
\pic[shift={(1.5,0,0)}] at (input-east) {
RightBandedBox={
name= conv1,
caption=Conv1,
xlabel={{"64",""}},
ylabel=112,
zlabel= \qquad 112,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=50,
width=2.1,
depth=50
}
};
% MaxPool2d
\pic[shift={(1,0,0)}] at (conv1-east) {
RightBandedBox={
name= MaxPool,
xlabel={{"64",""}},
ylabel=112,
fill=\PoolColor,
height=50,
width=2.1,
depth=50
}
};
% layer1
% conv1_1
\pic[shift={(3,0,0)}] at (MaxPool-east) {
RightBandedBox={
name= conv1_1,
xlabel={{"64",""}},
ylabel= 112,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=50,
width=2.1,
depth=50
}
};
% conv1_2
\pic[shift={(0,0,0)}] at (conv1_1-east) {
RightBandedBox={
name= conv1_2,
xlabel={{"\quad 64",""}},
zlabel= \qquad 112,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=50,
width=2.1,
depth=50
}
};
% conv1_3
\pic[shift={(0,0,0)}] at (conv1_2-east) {
RightBandedBox={
name= conv1_3,
xlabel={{"\quad 256",""}},
zlabel= \qquad 112,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=50,
width=8.4,
depth=50
}
};
% add1_1
\pic[shift={(2,0,0)}] at (conv1_3-east) {
Ball={
name=add1_1,
fill=\SumColor,
opacity=0.6,
radius=2,
logo=\(+\)
}
};
\pic[shift={(-0.2,0,1)}] at (conv1_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=60,width={18.4},depth=60}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\pic[shift={(4,0,0)}] at (conv1_3-east) {
RightBandedBox={
name= conv2_1,
xlabel={{"128",""}},
ylabel= 56,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=25,
width=4.2,
depth=25
}
};
% conv2_2
\pic[shift={(0,0,0)}] at (conv2_1-east) {
RightBandedBox={
name= conv2_2,
xlabel={{"128",""}},
zlabel= \qquad 56,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=25,
width=4.2,
depth=25
}
};
% conv2_3
\pic[shift={(0,0,0)}] at (conv2_2-east) {
RightBandedBox={
name= conv2_3,
xlabel={{"512",""}},
zlabel= \qquad 56,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=25,
width=16.8,
depth=25
}
};
% add1_2
\pic[shift={(2,0,0)}] at (conv2_3-east) {
Ball={
name=add1_2,
fill=\SumColor,
opacity=0.6,
radius=2,
logo=\(+\)
}
};
\pic[shift={(-0.4,0,1)}] at (conv2_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 4}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=30,width={36.8},depth=30}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% conv3_1
\pic[shift={(4,0,0)}] at (conv2_3-east) {
RightBandedBox={
name= conv3_1,
xlabel={{"256",""}},
ylabel= 28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=12.5,
width=8.4,
depth=12.5
}
};
% conv3_2
\pic[shift={(0,0,0)}] at (conv3_1-east) {
RightBandedBox={
name= conv3_2,
xlabel={{"256",""}},
zlabel= 28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=12.5,
width=8.4,
depth=12.5
}
};
% conv3_3
\pic[shift={(0,0,0)}] at (conv3_2-east) {
RightBandedBox={
name= conv3_3,
xlabel={{"1024",""}},
zlabel= 28,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=12.5,
width=33.6,
depth=12.5
}
};
% add1_3
\pic[shift={(2,0,0)}] at (conv3_3-east) {
Ball={
name=add1_3,
fill=\SumColor,
opacity=0.6,
radius=2,
logo=\(+\)
}
};
\pic[shift={(-0.6,0,1)}] at (conv3_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 23}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=20,width={63.6},depth=20}};
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% conv4_1
\pic[shift={(4,0,0)}] at (conv3_3-east) {
RightBandedBox={
name= conv4_1,
xlabel={{"512",""}},
ylabel= 14,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=6.25,
width=16.8,
depth=6.25
}
};
% conv4_2
\pic[shift={(0,0,0)}] at (conv4_1-east) {
RightBandedBox={
name= conv4_2,
xlabel={{"512",""}},
ylabel= 14,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=6.25,
width=16.8,
depth=6.25
}
};
% conv4_3
\pic[shift={(0,0,0)}] at (conv4_2-east) {
RightBandedBox={
name= conv4_3,
xlabel={{"2048",""}},
ylabel= 14,
fill=\ConvColor,
bandfill=\ConvReluColor,
height=6.25,
width=67.2,
depth=6.25
}
};
% add1_4
\pic[shift={(2,0,0)}] at (conv4_3-east) {
Ball={
name=add1_4,
fill=\SumColor,
opacity=0.6,
radius=2,
logo= \(+\)
}
};
\pic[shift={(-0.8,0,0)}] at (conv4_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},%
xlabel={{"","dummy"}},fill=,opacity=0.1,height=15,width={110.2},depth=15}};
% avgpool
\pic[shift={(4,0,0)}] at (add1_4-east) {
Box={
name=avgpool,
caption= \\ avgpool,
xlabel={{"1",""}},
ylabel=1,
zlabel=\qquad 2048,
fill=\PoolColor,
height=2,
width=2,
depth=200
}
};
% fullconnection
\pic[shift={(2,0,0)}] at (avgpool-east) {
RightBandedBox={
name=fc,
caption=\makebox[0pt]{
\shortstack[c]{\\ full \, connection\\softmax}},
xlabel={{"1",""}},
zlabel=\qquad 3,
fill=\FcColor,
bandfill=\SoftmaxColor,
height=2,
width=2,
depth=20
}
};
% connections
\draw [connection] (input-east) -- node {\midarrow} (conv1-west);
\draw [connection] (conv1-east) -- node {\midarrow} (MaxPool-west);
\draw [connection] (MaxPool-east) -- node {\midarrow} (conv1_1-west);
% connections shortcut
% conv1 to add1_1
\path (MaxPool-east) -- (conv1_1-west) coordinate[pos=0.5] (pool_conv1_1);
\path (pool_conv1_1) ++ (0,5,0) coordinate (pool_conv1_1_above);
\path (add1_1-north) ++ (0,5,0) coordinate (add1_1-north-above);
\draw [connection] (pool_conv1_1) -- node {\midarrow} (pool_conv1_1_above|-add1_1-north-above) -- node {\midarrow} (add1_1-north-above) -- node {\midarrow} (add1_1-north);
\draw [connection] (conv1_3-east) -- (add1_1-west);
\draw [connection] (add1_1-east) -- node {\midarrow} (conv2_1-west);
%
\path (conv1_3-east) -- (conv2_1-west) coordinate[pos=0.65] (add_conv_1); % conv1 -> conv2
\path (add_conv_1) ++ (0,5,0) coordinate (add_conv_1-above);
\path (add1_2-north) ++ (0,5,0) coordinate (add1_2-north-above);
\draw [connection] (add_conv_1) -- node {\midarrow} (add_conv_1-above|-add1_2-north-above) -- node {\midarrow} (add1_2-north-above) -- node {\midarrow} (add1_2-north);
\draw [connection] (conv2_3-east) -- (add1_2-west);
\draw [connection] (add1_2-east) -- node {\midarrow} (conv3_1-west);
%%%%%%%%%%%%%%
\path (conv2_3-east) -- (conv3_1-west) coordinate[pos=0.75] (add_conv_2);
\path (add_conv_2) ++ (0,5,0) coordinate (add_conv_2-above);
\path (add1_3-north) ++ (0,5,0) coordinate (add1_3-north-above);
\draw [connection] (add_conv_2) -- node {\midarrow} (add_conv_2-above|-add1_3-north-above) -- node {\midarrow} (add1_3-north-above) -- node {\midarrow} (add1_3-north);
\draw [connection] (conv3_3-east) -- (add1_3-west);
\draw [connection] (add1_3-east) -- node {\midarrow} (conv4_1-west);
%%%%%%%%%%%%%%%
\path (conv3_3-east) -- (conv4_1-west) coordinate[pos=0.75] (add_conv_3);
\path (add_conv_3) ++ (0,5,0) coordinate (add_conv_3-above);
\path (add1_4-north) ++ (0,5,0) coordinate (add1_4-north-above);
\draw [connection] (add_conv_3) -- node {\midarrow} (add_conv_3-above|-add1_4-north-above) -- node {\midarrow} (add1_4-north-above) -- node {\midarrow} (add1_4-north);
\draw [connection] (conv4_3-east) -- (add1_4-west);
%\draw [connection] (add1_4-east) -- node {\midarrow} (conv4_1-west);
\draw [connection](add1_4-east) -- node {\midarrow}(avgpool-west);
\draw [connection](avgpool-east) -- node {\midarrow}(fc-west);
% pool & fullconnection
\draw [densely dashed] (avgpool-nearnortheast) -- (fc-nearnorthwest);
\draw [densely dashed] (avgpool-nearsoutheast) -- (fc-nearsouthwest);
\draw [densely dashed] (avgpool-farnortheast) -- (fc-farnorthwest);
\draw [densely dashed] (avgpool-farsoutheast) -- (fc-farsouthwest);
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\end{tikzpicture}
\end{document} |
|
Hello, I tried the previous examples. It's compiled. But the result is strange. Do you have any hints why I could not get opacity? I tried it on Linux and osX. Thanks. |
|
I guess you set the transparency to 1
…---Original---
From: ***@***.***>
Date: Thu, Jun 2, 2022 07:21 AM
To: ***@***.***>;
Cc: ***@***.******@***.***>;
Subject: Re: [HarisIqbal88/PlotNeuralNet] ResNet50 Tex (#24)
Hello, I tried the previous examples. It's compiled. But the result is strange.
Do you have any hints why I could not get opacity? I tried it on Linux and osX.
Thanks.
—
Reply to this email directly, view it on GitHub, or unsubscribe.
You are receiving this because you were mentioned.Message ID: ***@***.***>
|
|
Hmm, but I use all the .sty files from here. Also, I copy and past the code in the above. |
|
``` LaTeX\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
```
this defined the color of Conv layer , and "white" mean transparency，you can check it
…---Original---
From: ***@***.***>
Date: Thu, Jun 2, 2022 08:18 AM
To: ***@***.***>;
Cc: ***@***.******@***.***>;
Subject: Re: [HarisIqbal88/PlotNeuralNet] ResNet50 Tex (#24)
Hmm, but I use all the .sty files from here. Also, I copy and past the code in the above.
Do you know anyway I can set up the transparency in the tex file?
—
Reply to this email directly, view it on GitHub, or unsubscribe.
You are receiving this because you were mentioned.Message ID: ***@***.***>
|
|
A update: If I use pdflatex, everything is fine. If I use latex, there is no opacity effect. |
could u please share the .py file, thanks! |
|
sorry，i just use LaTeX，no Python project
…---Original---
From: ***@***.***>
Date: Sun, Mar 12, 2023 14:15 PM
To: ***@***.***>;
Cc: ***@***.******@***.***>;
Subject: Re: [HarisIqbal88/PlotNeuralNet] ResNet50 Tex (#24)
\documentclass[border=12pt, multi, tikz]{standalone} \usepackage[fontsize=14pt]{fontsize} \usepackage{import} \subimport{./layers/}{init} \usetikzlibrary{positioning} \usetikzlibrary{3d} %for including external image \def\ConvColor{rgb:yellow,5;red,2.5;white,5} \def\ConvReluColor{rgb:yellow,5;red,5} \def\bnColor{rgb:yellow,5;red,5} \def\PoolColor{rgb:red,1;black,0} \def\UnpoolColor{rgb:blue,2;green,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} \def\SumColor{rgb:blue,5;green,15} \def\LayerColor{rgb:black,1} \newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width =1mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);} \begin{document} \noindent \begin{tikzpicture} \tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7] \tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7] %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% Draw Encoder %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \node[canvas is zy plane at x=0](temp) at (-3.5,0,0) {\includegraphics[width=-20cm,height=20cm]{pics/03-LC-ser-sub-20-mirror}}; \path (-4,0,0); % input \pic[shift={(0,0,0)}] at (0,0,0) { Box={ name=input, caption=Input, xlabel= 3, ylabel=224, zlabel= \qquad 224, fill=\ConvColor, height=100, width=0.1, depth=100 } }; % conv1 \pic[shift={(1.5,0,0)}] at (input-east) { RightBandedBox={ name= conv1, caption=Conv1, xlabel={{"64",""}}, ylabel=112, zlabel= \qquad 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=2.1, depth=50 } }; % MaxPool2d \pic[shift={(1,0,0)}] at (conv1-east) { RightBandedBox={ name= MaxPool, xlabel={{"64",""}}, ylabel=112, fill=\PoolColor, height=50, width=2.1, depth=50 } }; % layer1 % conv1_1 \pic[shift={(3,0,0)}] at (MaxPool-east) { RightBandedBox={ name= conv1_1, xlabel={{"64",""}}, ylabel= 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=2.1, depth=50 } }; % conv1_2 \pic[shift={(0,0,0)}] at (conv1_1-east) { RightBandedBox={ name= conv1_2, xlabel={{"\quad 64",""}}, zlabel= \qquad 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=2.1, depth=50 } }; % conv1_3 \pic[shift={(0,0,0)}] at (conv1_2-east) { RightBandedBox={ name= conv1_3, xlabel={{"\quad 256",""}}, zlabel= \qquad 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=8.4, depth=50 } }; % add1_1 \pic[shift={(2,0,0)}] at (conv1_3-east) { Ball={ name=add1_1, fill=\SumColor, opacity=0.6, radius=2, logo=\(+\) } }; \pic[shift={(-0.2,0,1)}] at (conv1_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=60,width={18.4},depth=60}}; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \pic[shift={(4,0,0)}] at (conv1_3-east) { RightBandedBox={ name= conv2_1, xlabel={{"128",""}}, ylabel= 56, fill=\ConvColor, bandfill=\ConvReluColor, height=25, width=4.2, depth=25 } }; % conv2_2 \pic[shift={(0,0,0)}] at (conv2_1-east) { RightBandedBox={ name= conv2_2, xlabel={{"128",""}}, zlabel= \qquad 56, fill=\ConvColor, bandfill=\ConvReluColor, height=25, width=4.2, depth=25 } }; % conv2_3 \pic[shift={(0,0,0)}] at (conv2_2-east) { RightBandedBox={ name= conv2_3, xlabel={{"512",""}}, zlabel= \qquad 56, fill=\ConvColor, bandfill=\ConvReluColor, height=25, width=16.8, depth=25 } }; % add1_2 \pic[shift={(2,0,0)}] at (conv2_3-east) { Ball={ name=add1_2, fill=\SumColor, opacity=0.6, radius=2, logo=\(+\) } }; \pic[shift={(-0.4,0,1)}] at (conv2_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 4}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=30,width={36.8},depth=30}}; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % conv3_1 \pic[shift={(4,0,0)}] at (conv2_3-east) { RightBandedBox={ name= conv3_1, xlabel={{"256",""}}, ylabel= 28, fill=\ConvColor, bandfill=\ConvReluColor, height=12.5, width=8.4, depth=12.5 } }; % conv3_2 \pic[shift={(0,0,0)}] at (conv3_1-east) { RightBandedBox={ name= conv3_2, xlabel={{"256",""}}, zlabel= 28, fill=\ConvColor, bandfill=\ConvReluColor, height=12.5, width=8.4, depth=12.5 } }; % conv3_3 \pic[shift={(0,0,0)}] at (conv3_2-east) { RightBandedBox={ name= conv3_3, xlabel={{"1024",""}}, zlabel= 28, fill=\ConvColor, bandfill=\ConvReluColor, height=12.5, width=33.6, depth=12.5 } }; % add1_3 \pic[shift={(2,0,0)}] at (conv3_3-east) { Ball={ name=add1_3, fill=\SumColor, opacity=0.6, radius=2, logo=\(+\) } }; \pic[shift={(-0.6,0,1)}] at (conv3_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 23}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=20,width={63.6},depth=20}}; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % conv4_1 \pic[shift={(4,0,0)}] at (conv3_3-east) { RightBandedBox={ name= conv4_1, xlabel={{"512",""}}, ylabel= 14, fill=\ConvColor, bandfill=\ConvReluColor, height=6.25, width=16.8, depth=6.25 } }; % conv4_2 \pic[shift={(0,0,0)}] at (conv4_1-east) { RightBandedBox={ name= conv4_2, xlabel={{"512",""}}, ylabel= 14, fill=\ConvColor, bandfill=\ConvReluColor, height=6.25, width=16.8, depth=6.25 } }; % conv4_3 \pic[shift={(0,0,0)}] at (conv4_2-east) { RightBandedBox={ name= conv4_3, xlabel={{"2048",""}}, ylabel= 14, fill=\ConvColor, bandfill=\ConvReluColor, height=6.25, width=67.2, depth=6.25 } }; % add1_4 \pic[shift={(2,0,0)}] at (conv4_3-east) { Ball={ name=add1_4, fill=\SumColor, opacity=0.6, radius=2, logo= \(+\) } }; \pic[shift={(-0.8,0,0)}] at (conv4_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=15,width={110.2},depth=15}}; % avgpool \pic[shift={(4,0,0)}] at (add1_4-east) { Box={ name=avgpool, caption= \\ avgpool, xlabel={{"1",""}}, ylabel=1, zlabel=\qquad 2048, fill=\PoolColor, height=2, width=2, depth=200 } }; % fullconnection \pic[shift={(2,0,0)}] at (avgpool-east) { RightBandedBox={ name=fc, caption=\makebox[0pt]{ \shortstack[c]{\\ full \, connection\\softmax}}, xlabel={{"1",""}}, zlabel=\qquad 3, fill=\FcColor, bandfill=\SoftmaxColor, height=2, width=2, depth=20 } }; % connections \draw [connection] (input-east) -- node {\midarrow} (conv1-west); \draw [connection] (conv1-east) -- node {\midarrow} (MaxPool-west); \draw [connection] (MaxPool-east) -- node {\midarrow} (conv1_1-west); % connections shortcut % conv1 to add1_1 \path (MaxPool-east) -- (conv1_1-west) coordinate[pos=0.5] (pool_conv1_1); \path (pool_conv1_1) ++ (0,5,0) coordinate (pool_conv1_1_above); \path (add1_1-north) ++ (0,5,0) coordinate (add1_1-north-above); \draw [connection] (pool_conv1_1) -- node {\midarrow} (pool_conv1_1_above|-add1_1-north-above) -- node {\midarrow} (add1_1-north-above) -- node {\midarrow} (add1_1-north); \draw [connection] (conv1_3-east) -- (add1_1-west); \draw [connection] (add1_1-east) -- node {\midarrow} (conv2_1-west); % \path (conv1_3-east) -- (conv2_1-west) coordinate[pos=0.65] (add_conv_1); % conv1 -> conv2 \path (add_conv_1) ++ (0,5,0) coordinate (add_conv_1-above); \path (add1_2-north) ++ (0,5,0) coordinate (add1_2-north-above); \draw [connection] (add_conv_1) -- node {\midarrow} (add_conv_1-above|-add1_2-north-above) -- node {\midarrow} (add1_2-north-above) -- node {\midarrow} (add1_2-north); \draw [connection] (conv2_3-east) -- (add1_2-west); \draw [connection] (add1_2-east) -- node {\midarrow} (conv3_1-west); %%%%%%%%%%%%%% \path (conv2_3-east) -- (conv3_1-west) coordinate[pos=0.75] (add_conv_2); \path (add_conv_2) ++ (0,5,0) coordinate (add_conv_2-above); \path (add1_3-north) ++ (0,5,0) coordinate (add1_3-north-above); \draw [connection] (add_conv_2) -- node {\midarrow} (add_conv_2-above|-add1_3-north-above) -- node {\midarrow} (add1_3-north-above) -- node {\midarrow} (add1_3-north); \draw [connection] (conv3_3-east) -- (add1_3-west); \draw [connection] (add1_3-east) -- node {\midarrow} (conv4_1-west); %%%%%%%%%%%%%%% \path (conv3_3-east) -- (conv4_1-west) coordinate[pos=0.75] (add_conv_3); \path (add_conv_3) ++ (0,5,0) coordinate (add_conv_3-above); \path (add1_4-north) ++ (0,5,0) coordinate (add1_4-north-above); \draw [connection] (add_conv_3) -- node {\midarrow} (add_conv_3-above|-add1_4-north-above) -- node {\midarrow} (add1_4-north-above) -- node {\midarrow} (add1_4-north); \draw [connection] (conv4_3-east) -- (add1_4-west); %\draw [connection] (add1_4-east) -- node {\midarrow} (conv4_1-west); \draw [connection](add1_4-east) -- node {\midarrow}(avgpool-west); \draw [connection](avgpool-east) -- node {\midarrow}(fc-west); % pool & fullconnection \draw [densely dashed] (avgpool-nearnortheast) -- (fc-nearnorthwest); \draw [densely dashed] (avgpool-nearsoutheast) -- (fc-nearsouthwest); \draw [densely dashed] (avgpool-farnortheast) -- (fc-farnorthwest); \draw [densely dashed] (avgpool-farsoutheast) -- (fc-farsouthwest); % %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \end{tikzpicture} \end{document}
could u please share the .py file, thanks!
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Thank u so much, u’r so kind, have a good day!
发件人: ***@***.***>
发送时间: 2023年3月12日 18:41
收件人: ***@***.***>
抄送: ***@***.***>; ***@***.***>
主题: Re: [HarisIqbal88/PlotNeuralNet] ResNet50 Tex (#24)
sorry，i just use LaTeX，no Python project
…---Original---
From: ***@***.***>
Date: Sun, Mar 12, 2023 14:15 PM
To: ***@***.***>;
Cc: ***@***.******@***.***>;
Subject: Re: [HarisIqbal88/PlotNeuralNet] ResNet50 Tex (#24)
\documentclass[border=12pt, multi, tikz]{standalone} \usepackage[fontsize=14pt]{fontsize} \usepackage{import} \subimport{./layers/}{init} \usetikzlibrary{positioning} \usetikzlibrary{3d} %for including external image \def\ConvColor{rgb:yellow,5;red,2.5;white,5} \def\ConvReluColor{rgb:yellow,5;red,5} \def\bnColor{rgb:yellow,5;red,5} \def\PoolColor{rgb:red,1;black,0} \def\UnpoolColor{rgb:blue,2;green,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} \def\SumColor{rgb:blue,5;green,15} \def\LayerColor{rgb:black,1} \newcommand{\copymidarrow}{\tikz \draw[-Stealth,line width =1mm,draw={rgb:blue,4;red,1;green,1;black,3}] (-0.3,0) -- ++(0.3,0);} \begin{document} \noindent \begin{tikzpicture} \tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7] \tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7] %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% Draw Encoder %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \node[canvas is zy plane at x=0](temp) at (-3.5,0,0) {\includegraphics[width=-20cm,height=20cm]{pics/03-LC-ser-sub-20-mirror}}; \path (-4,0,0); % input \pic[shift={(0,0,0)}] at (0,0,0) { Box={ name=input, caption=Input, xlabel= 3, ylabel=224, zlabel= \qquad 224, fill=\ConvColor, height=100, width=0.1, depth=100 } }; % conv1 \pic[shift={(1.5,0,0)}] at (input-east) { RightBandedBox={ name= conv1, caption=Conv1, xlabel={{"64",""}}, ylabel=112, zlabel= \qquad 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=2.1, depth=50 } }; % MaxPool2d \pic[shift={(1,0,0)}] at (conv1-east) { RightBandedBox={ name= MaxPool, xlabel={{"64",""}}, ylabel=112, fill=\PoolColor, height=50, width=2.1, depth=50 } }; % layer1 % conv1_1 \pic[shift={(3,0,0)}] at (MaxPool-east) { RightBandedBox={ name= conv1_1, xlabel={{"64",""}}, ylabel= 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=2.1, depth=50 } }; % conv1_2 \pic[shift={(0,0,0)}] at (conv1_1-east) { RightBandedBox={ name= conv1_2, xlabel={{"\quad 64",""}}, zlabel= \qquad 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=2.1, depth=50 } }; % conv1_3 \pic[shift={(0,0,0)}] at (conv1_2-east) { RightBandedBox={ name= conv1_3, xlabel={{"\quad 256",""}}, zlabel= \qquad 112, fill=\ConvColor, bandfill=\ConvReluColor, height=50, width=8.4, depth=50 } }; % add1_1 \pic[shift={(2,0,0)}] at (conv1_3-east) { Ball={ name=add1_1, fill=\SumColor, opacity=0.6, radius=2, logo=\(+\) } }; \pic[shift={(-0.2,0,1)}] at (conv1_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=60,width={18.4},depth=60}}; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \pic[shift={(4,0,0)}] at (conv1_3-east) { RightBandedBox={ name= conv2_1, xlabel={{"128",""}}, ylabel= 56, fill=\ConvColor, bandfill=\ConvReluColor, height=25, width=4.2, depth=25 } }; % conv2_2 \pic[shift={(0,0,0)}] at (conv2_1-east) { RightBandedBox={ name= conv2_2, xlabel={{"128",""}}, zlabel= \qquad 56, fill=\ConvColor, bandfill=\ConvReluColor, height=25, width=4.2, depth=25 } }; % conv2_3 \pic[shift={(0,0,0)}] at (conv2_2-east) { RightBandedBox={ name= conv2_3, xlabel={{"512",""}}, zlabel= \qquad 56, fill=\ConvColor, bandfill=\ConvReluColor, height=25, width=16.8, depth=25 } }; % add1_2 \pic[shift={(2,0,0)}] at (conv2_3-east) { Ball={ name=add1_2, fill=\SumColor, opacity=0.6, radius=2, logo=\(+\) } }; \pic[shift={(-0.4,0,1)}] at (conv2_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 4}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=30,width={36.8},depth=30}}; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % conv3_1 \pic[shift={(4,0,0)}] at (conv2_3-east) { RightBandedBox={ name= conv3_1, xlabel={{"256",""}}, ylabel= 28, fill=\ConvColor, bandfill=\ConvReluColor, height=12.5, width=8.4, depth=12.5 } }; % conv3_2 \pic[shift={(0,0,0)}] at (conv3_1-east) { RightBandedBox={ name= conv3_2, xlabel={{"256",""}}, zlabel= 28, fill=\ConvColor, bandfill=\ConvReluColor, height=12.5, width=8.4, depth=12.5 } }; % conv3_3 \pic[shift={(0,0,0)}] at (conv3_2-east) { RightBandedBox={ name= conv3_3, xlabel={{"1024",""}}, zlabel= 28, fill=\ConvColor, bandfill=\ConvReluColor, height=12.5, width=33.6, depth=12.5 } }; % add1_3 \pic[shift={(2,0,0)}] at (conv3_3-east) { Ball={ name=add1_3, fill=\SumColor, opacity=0.6, radius=2, logo=\(+\) } }; \pic[shift={(-0.6,0,1)}] at (conv3_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 23}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=20,width={63.6},depth=20}}; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % conv4_1 \pic[shift={(4,0,0)}] at (conv3_3-east) { RightBandedBox={ name= conv4_1, xlabel={{"512",""}}, ylabel= 14, fill=\ConvColor, bandfill=\ConvReluColor, height=6.25, width=16.8, depth=6.25 } }; % conv4_2 \pic[shift={(0,0,0)}] at (conv4_1-east) { RightBandedBox={ name= conv4_2, xlabel={{"512",""}}, ylabel= 14, fill=\ConvColor, bandfill=\ConvReluColor, height=6.25, width=16.8, depth=6.25 } }; % conv4_3 \pic[shift={(0,0,0)}] at (conv4_2-east) { RightBandedBox={ name= conv4_3, xlabel={{"2048",""}}, ylabel= 14, fill=\ConvColor, bandfill=\ConvReluColor, height=6.25, width=67.2, depth=6.25 } }; % add1_4 \pic[shift={(2,0,0)}] at (conv4_3-east) { Ball={ name=add1_4, fill=\SumColor, opacity=0.6, radius=2, logo= \(+\) } }; \pic[shift={(-0.8,0,0)}] at (conv4_1-west) {Box={name=env,caption=\textbf{\large{$\times$ 3}},% xlabel={{"","dummy"}},fill=,opacity=0.1,height=15,width={110.2},depth=15}}; % avgpool \pic[shift={(4,0,0)}] at (add1_4-east) { Box={ name=avgpool, caption= \\ avgpool, xlabel={{"1",""}}, ylabel=1, zlabel=\qquad 2048, fill=\PoolColor, height=2, width=2, depth=200 } }; % fullconnection \pic[shift={(2,0,0)}] at (avgpool-east) { RightBandedBox={ name=fc, caption=\makebox[0pt]{ \shortstack[c]{\\ full \, connection\\softmax}}, xlabel={{"1",""}}, zlabel=\qquad 3, fill=\FcColor, bandfill=\SoftmaxColor, height=2, width=2, depth=20 } }; % connections \draw [connection] (input-east) -- node {\midarrow} (conv1-west); \draw [connection] (conv1-east) -- node {\midarrow} (MaxPool-west); \draw [connection] (MaxPool-east) -- node {\midarrow} (conv1_1-west); % connections shortcut % conv1 to add1_1 \path (MaxPool-east) -- (conv1_1-west) coordinate[pos=0.5] (pool_conv1_1); \path (pool_conv1_1) ++ (0,5,0) coordinate (pool_conv1_1_above); \path (add1_1-north) ++ (0,5,0) coordinate (add1_1-north-above); \draw [connection] (pool_conv1_1) -- node {\midarrow} (pool_conv1_1_above|-add1_1-north-above) -- node {\midarrow} (add1_1-north-above) -- node {\midarrow} (add1_1-north); \draw [connection] (conv1_3-east) -- (add1_1-west); \draw [connection] (add1_1-east) -- node {\midarrow} (conv2_1-west); % \path (conv1_3-east) -- (conv2_1-west) coordinate[pos=0.65] (add_conv_1); % conv1 -> conv2 \path (add_conv_1) ++ (0,5,0) coordinate (add_conv_1-above); \path (add1_2-north) ++ (0,5,0) coordinate (add1_2-north-above); \draw [connection] (add_conv_1) -- node {\midarrow} (add_conv_1-above|-add1_2-north-above) -- node {\midarrow} (add1_2-north-above) -- node {\midarrow} (add1_2-north); \draw [connection] (conv2_3-east) -- (add1_2-west); \draw [connection] (add1_2-east) -- node {\midarrow} (conv3_1-west); %%%%%%%%%%%%%% \path (conv2_3-east) -- (conv3_1-west) coordinate[pos=0.75] (add_conv_2); \path (add_conv_2) ++ (0,5,0) coordinate (add_conv_2-above); \path (add1_3-north) ++ (0,5,0) coordinate (add1_3-north-above); \draw [connection] (add_conv_2) -- node {\midarrow} (add_conv_2-above|-add1_3-north-above) -- node {\midarrow} (add1_3-north-above) -- node {\midarrow} (add1_3-north); \draw [connection] (conv3_3-east) -- (add1_3-west); \draw [connection] (add1_3-east) -- node {\midarrow} (conv4_1-west); %%%%%%%%%%%%%%% \path (conv3_3-east) -- (conv4_1-west) coordinate[pos=0.75] (add_conv_3); \path (add_conv_3) ++ (0,5,0) coordinate (add_conv_3-above); \path (add1_4-north) ++ (0,5,0) coordinate (add1_4-north-above); \draw [connection] (add_conv_3) -- node {\midarrow} (add_conv_3-above|-add1_4-north-above) -- node {\midarrow} (add1_4-north-above) -- node {\midarrow} (add1_4-north); \draw [connection] (conv4_3-east) -- (add1_4-west); %\draw [connection] (add1_4-east) -- node {\midarrow} (conv4_1-west); \draw [connection](add1_4-east) -- node {\midarrow}(avgpool-west); \draw [connection](avgpool-east) -- node {\midarrow}(fc-west); % pool & fullconnection \draw [densely dashed] (avgpool-nearnortheast) -- (fc-nearnorthwest); \draw [densely dashed] (avgpool-nearsoutheast) -- (fc-nearsouthwest); \draw [densely dashed] (avgpool-farnortheast) -- (fc-farnorthwest); \draw [densely dashed] (avgpool-farsoutheast) -- (fc-farsouthwest); % %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% \end{tikzpicture} \end{document}
could u please share the .py file, thanks!
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Thanks for your prefect code, maybe the
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Will it be possible to get .tex for ResNet50?
When I am trying to define the architecture in python example: arch.py and then use the command "./tikzmake.sh arch" it is not working and giving me the following error:
The text was updated successfully, but these errors were encountered: