Added LeNet5 example

add windows install instruction

.gitignore

@@ -1,3 +1,85 @@
 *.aux
 *.log
 *.gz
+
+__pycache__
+books
+project
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/

README.md

@@ -1,5 +1,10 @@
 # PlotNeuralNet
-Latex code for drawing neural networks for reports and presentation. Have a look into examples to see how they are made. Additionally, lets consolidate any improvements that you make and fix any bugs to help more people with this code. 
+[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.2526396.svg)](https://doi.org/10.5281/zenodo.2526396)
+
+Latex code for drawing neural networks for reports and presentation. Have a look into examples to see how they are made. Additionally, lets consolidate any improvements that you make and fix any bugs to help more people with this code.
+
+## Examples
+
 Following are some network representations:
 
 <p align="center"><img  src="https://user-images.githubusercontent.com/17570785/50308846-c2231880-049c-11e9-8763-3daa1024de78.png" width="85%" height="85%"></p>
@@ -7,9 +12,90 @@ Following are some network representations:
 
 
 <p align="center"><img  src="https://user-images.githubusercontent.com/17570785/50308873-e2eb6e00-049c-11e9-9587-9da6bdec011b.png" width="85%" height="85%"></p>
-<h6 align="center">VGG16</h6>
+<h6 align="center">FCN-32</h6>
 
 
 <p align="center"><img  src="https://user-images.githubusercontent.com/17570785/50308911-03b3c380-049d-11e9-92d9-ce15669017ad.png" width="85%" height="85%"></p>
 <h6 align="center">Holistically-Nested Edge Detection</h6>
 
+## Getting Started
+1. Install the following packages on Ubuntu.
+    * Ubuntu 16.04
+        ```
+        sudo apt-get install texlive-latex-extra
+        ```
+
+    * Ubuntu 18.04.2
+Base on this [website](https://gist.github.com/rain1024/98dd5e2c6c8c28f9ea9d), please install the following packages.
+        ```
+        sudo apt-get install texlive-latex-base
+        sudo apt-get install texlive-fonts-recommended
+        sudo apt-get install texlive-fonts-extra
+        sudo apt-get install texlive-latex-extra
+        ```
+
+    * Windows
+    1. Download and install [MikTeX](https://miktex.org/download).
+    2. Download and install bash runner on Windows, recommends [Git bash](https://git-scm.com/download/win) or Cygwin(https://www.cygwin.com/)
+
+2. Execute the example as followed.
+    ```
+    cd pyexamples/
+    bash ../tikzmake.sh test_simple
+    ```
+
+## TODO
+
+- [X] Python interface
+- [ ] Add easy legend functionality
+- [ ] Add more layer shapes like TruncatedPyramid, 2DSheet etc
+- [ ] Add examples for RNN and likes.
+
+## Latex usage
+
+See [`examples`](examples) directory for usage.
+
+## Python usage
+
+First, create a new directory and a new Python file:
+
+    $ mkdir my_project
+    $ cd my_project
+    vim my_arch.py
+
+Add the following code to your new file:
+
+```python
+import sys
+sys.path.append('../')
+from pycore.tikzeng import *
+
+# defined your arch
+arch = [
+    to_head( '..' ),
+    to_cor(),
+    to_begin(),
+    to_Conv("conv1", 512, 64, offset="(0,0,0)", to="(0,0,0)", height=64, depth=64, width=2 ),
+    to_Pool("pool1", offset="(0,0,0)", to="(conv1-east)"),
+    to_Conv("conv2", 128, 64, offset="(1,0,0)", to="(pool1-east)", height=32, depth=32, width=2 ),
+    to_connection( "pool1", "conv2"),
+    to_Pool("pool2", offset="(0,0,0)", to="(conv2-east)", height=28, depth=28, width=1),
+    to_SoftMax("soft1", 10 ,"(3,0,0)", "(pool1-east)", caption="SOFT"  ),
+    to_connection("pool2", "soft1"),
+    to_end()
+    ]
+
+def main():
+    namefile = str(sys.argv[0]).split('.')[0]
+    to_generate(arch, namefile + '.tex' )
+
+if __name__ == '__main__':
+    main()
+```
+
+Now, run the program as follows:
+
+    bash ../tikzmake.sh my_arch
+
+
+

examples/VGG16/vgg16.tex

@@ -27,7 +27,7 @@
 %%%%%%%%%%
 % 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,%
+        xlabel={{"128","128"}},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,%

layers/Box.sty

@@ -10,7 +10,7 @@
         \pgfmathsetmacro{\y}{\cubey*\scale}
         \pgfmathsetmacro{\z}{\cubez*\scale}
    
-        %Multiple concatenated boxes	 	  	
+        %Multiple concatenated boxes
         \foreach[count=\i,%
                  evaluate=\i as \xlabel using {array({\boxlabels},\i-1)},% 
                  evaluate=\unscaledx as \k using {\unscaledx*\scale+\prev}, remember=\k as \prev (initially 0)] 
@@ -25,7 +25,7 @@
             \coordinate (f) at (\k    ,-\y/2 ,-\z/2); 
             \coordinate (g) at (\k-\x ,-\y/2 ,-\z/2); 
             \coordinate (h) at (\k-\x , \y/2 ,-\z/2); 
-             			
+        
             \draw [box] 
                 (d) -- (a) -- (b) -- (c) -- cycle     
                 (d) -- (a) -- (h) -- (e) -- cycle
@@ -33,7 +33,7 @@
                 (f) edge (g)
                 (b) edge (g)
                 (h) edge (g)    
-            ;     	
+            ;
             \path (b) edge ["\xlabel"',midway] (c);
             
             \xdef\LastEastx{\k} %\k persists as \LastEastx after loop 
@@ -45,7 +45,7 @@
         \tikzstyle{depthlabel}=[pos=0,text width=14*\z,text centered,sloped]       
         
         \path (c) edge ["\small\zlabel"',depthlabel](f); %depth label
-        \path (b1) edge ["\ylabel",midway] (a1);  %height label 	  
+        \path (b1) edge ["\ylabel",midway] (a1);  %height label
         
         
         \tikzstyle{captionlabel}=[text width=15*\LastEastx/\scale,text centered]       

pycore/blocks.py

@@ -0,0 +1,75 @@
+
+from .tikzeng import *
+
+#define new block
+def block_2ConvPool( name, botton, top, s_filer=256, n_filer=64, offset="(1,0,0)", size=(32,32,3.5), opacity=0.5 ):
+    return [
+    to_ConvConvRelu( 
+        name="ccr_{}".format( name ),
+        s_filer=str(s_filer), 
+        n_filer=(n_filer,n_filer), 
+        offset=offset, 
+        to="({}-east)".format( botton ), 
+        width=(size[2],size[2]), 
+        height=size[0], 
+        depth=size[1],   
+        ),    
+    to_Pool(         
+        name="{}".format( top ), 
+        offset="(0,0,0)", 
+        to="(ccr_{}-east)".format( name ),  
+        width=1,         
+        height=size[0] - int(size[0]/4), 
+        depth=size[1] - int(size[0]/4), 
+        opacity=opacity, ),
+    to_connection( 
+        "{}".format( botton ), 
+        "ccr_{}".format( name )
+        )
+    ]
+
+
+def block_Unconv( name, botton, top, s_filer=256, n_filer=64, offset="(1,0,0)", size=(32,32,3.5), opacity=0.5 ):
+    return [
+        to_UnPool(  name='unpool_{}'.format(name),    offset=offset,    to="({}-east)".format(botton),         width=1,              height=size[0],       depth=size[1], opacity=opacity ),
+        to_ConvRes( name='ccr_res_{}'.format(name),   offset="(0,0,0)", to="(unpool_{}-east)".format(name),    s_filer=str(s_filer), n_filer=str(n_filer), width=size[2], height=size[0], depth=size[1], opacity=opacity ),       
+        to_Conv(    name='ccr_{}'.format(name),       offset="(0,0,0)", to="(ccr_res_{}-east)".format(name),   s_filer=str(s_filer), n_filer=str(n_filer), width=size[2], height=size[0], depth=size[1] ),
+        to_ConvRes( name='ccr_res_c_{}'.format(name), offset="(0,0,0)", to="(ccr_{}-east)".format(name),       s_filer=str(s_filer), n_filer=str(n_filer), width=size[2], height=size[0], depth=size[1], opacity=opacity ),       
+        to_Conv(    name='{}'.format(top),            offset="(0,0,0)", to="(ccr_res_c_{}-east)".format(name), s_filer=str(s_filer), n_filer=str(n_filer), width=size[2], height=size[0], depth=size[1] ),
+        to_connection( 
+            "{}".format( botton ), 
+            "unpool_{}".format( name ) 
+            )
+    ]
+
+
+
+
+def block_Res( num, name, botton, top, s_filer=256, n_filer=64, offset="(0,0,0)", size=(32,32,3.5), opacity=0.5 ):
+    lys = []
+    layers = [ *[ '{}_{}'.format(name,i) for i in range(num-1) ], top]
+    for name in layers:        
+        ly = [ to_Conv( 
+            name='{}'.format(name),       
+            offset=offset, 
+            to="({}-east)".format( botton ),   
+            s_filer=str(s_filer), 
+            n_filer=str(n_filer), 
+            width=size[2],
+            height=size[0],
+            depth=size[1]
+            ),
+            to_connection( 
+                "{}".format( botton  ), 
+                "{}".format( name ) 
+                )
+            ]
+        botton = name
+        lys+=ly
+    
+    lys += [
+        to_skip( of=layers[1], to=layers[-2], pos=1.25),
+    ]
+    return lys
+
+

pycore/tikzeng.py

@@ -0,0 +1,197 @@
+
+import os
+
+def to_head( projectpath ):
+    pathlayers = os.path.join( projectpath, 'layers/' ).replace('\\', '/')
+    return r"""
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\usepackage{import}
+\subimport{"""+ pathlayers + r"""}{init}
+\usetikzlibrary{positioning}
+\usetikzlibrary{3d} %for including external image 
+"""
+
+def to_cor():
+    return r"""
+\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\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 to_begin():
+    return r"""
+\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}
+\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]
+"""
+
+# layers definition
+
+def to_input( pathfile, to='(-3,0,0)', width=8, height=8, name="temp" ):
+    return r"""
+\node[canvas is zy plane at x=0] (""" + name + """) at """+ to +""" {\includegraphics[width="""+ str(width)+"cm"+""",height="""+ str(height)+"cm"+"""]{"""+ pathfile +"""}};
+"""
+
+# Conv
+def to_Conv( name, s_filer=256, n_filer=64, offset="(0,0,0)", to="(0,0,0)", width=1, height=40, depth=40, caption=" " ):
+    return r"""
+\pic[shift={"""+ offset +"""}] at """+ to +""" 
+    {Box={
+        name=""" + name +""",
+        caption="""+ caption +r""",
+        xlabel={{"""+ str(n_filer) +""", }},
+        zlabel="""+ str(s_filer) +""",
+        fill=\ConvColor,
+        height="""+ str(height) +""",
+        width="""+ str(width) +""",
+        depth="""+ str(depth) +"""
+        }
+    };
+"""
+
+# Conv,Conv,relu
+# Bottleneck
+def to_ConvConvRelu( name, s_filer=256, n_filer=(64,64), offset="(0,0,0)", to="(0,0,0)", width=(2,2), height=40, depth=40, caption=" " ):
+    return r"""
+\pic[shift={ """+ offset +""" }] at """+ to +""" 
+    {RightBandedBox={
+        name="""+ name +""",
+        caption="""+ caption +""",
+        xlabel={{ """+ str(n_filer[0]) +""", """+ str(n_filer[1]) +""" }},
+        zlabel="""+ str(s_filer) +""",
+        fill=\ConvColor,
+        bandfill=\ConvReluColor,
+        height="""+ str(height) +""",
+        width={ """+ str(width[0]) +""" , """+ str(width[1]) +""" },
+        depth="""+ str(depth) +"""
+        }
+    };
+"""
+
+
+
+# Pool
+def to_Pool(name, offset="(0,0,0)", to="(0,0,0)", width=1, height=32, depth=32, opacity=0.5, caption=" "):
+    return r"""
+\pic[shift={ """+ offset +""" }] at """+ to +""" 
+    {Box={
+        name="""+name+""",
+        caption="""+ caption +r""",
+        fill=\PoolColor,
+        opacity="""+ str(opacity) +""",
+        height="""+ str(height) +""",
+        width="""+ str(width) +""",
+        depth="""+ str(depth) +"""
+        }
+    };
+"""
+
+# unpool4, 
+def to_UnPool(name, offset="(0,0,0)", to="(0,0,0)", width=1, height=32, depth=32, opacity=0.5, caption=" "):
+    return r"""
+\pic[shift={ """+ offset +""" }] at """+ to +""" 
+    {Box={
+        name="""+ name +r""",
+        caption="""+ caption +r""",
+        fill=\UnpoolColor,
+        opacity="""+ str(opacity) +""",
+        height="""+ str(height) +""",
+        width="""+ str(width) +""",
+        depth="""+ str(depth) +"""
+        }
+    };
+"""
+
+
+
+def to_ConvRes( name, s_filer=256, n_filer=64, offset="(0,0,0)", to="(0,0,0)", width=6, height=40, depth=40, opacity=0.2, caption=" " ):
+    return r"""
+\pic[shift={ """+ offset +""" }] at """+ to +""" 
+    {RightBandedBox={
+        name="""+ name + """,
+        caption="""+ caption + """,
+        xlabel={{ """+ str(n_filer) + """, }},
+        zlabel="""+ str(s_filer) +r""",
+        fill={rgb:white,1;black,3},
+        bandfill={rgb:white,1;black,2},
+        opacity="""+ str(opacity) +""",
+        height="""+ str(height) +""",
+        width="""+ str(width) +""",
+        depth="""+ str(depth) +"""
+        }
+    };
+"""
+
+
+# ConvSoftMax
+def to_ConvSoftMax( name, s_filer=40, offset="(0,0,0)", to="(0,0,0)", width=1, height=40, depth=40, caption=" " ):
+    return r"""
+\pic[shift={"""+ offset +"""}] at """+ to +""" 
+    {Box={
+        name=""" + name +""",
+        caption="""+ caption +""",
+        zlabel="""+ str(s_filer) +""",
+        fill=\SoftmaxColor,
+        height="""+ str(height) +""",
+        width="""+ str(width) +""",
+        depth="""+ str(depth) +"""
+        }
+    };
+"""
+
+# SoftMax
+def to_SoftMax( name, s_filer=10, offset="(0,0,0)", to="(0,0,0)", width=1.5, height=3, depth=25, opacity=0.8, caption=" " ):
+    return r"""
+\pic[shift={"""+ offset +"""}] at """+ to +""" 
+    {Box={
+        name=""" + name +""",
+        caption="""+ caption +""",
+        xlabel={{" ","dummy"}},
+        zlabel="""+ str(s_filer) +""",
+        fill=\SoftmaxColor,
+        opacity="""+ str(opacity) +""",
+        height="""+ str(height) +""",
+        width="""+ str(width) +""",
+        depth="""+ str(depth) +"""
+        }
+    };
+"""
+
+
+def to_connection( of, to):
+    return r"""
+\draw [connection]  ("""+of+"""-east)    -- node {\midarrow} ("""+to+"""-west);
+"""
+
+def to_skip( of, to, pos=1.25):
+    return r"""
+\path ("""+ of +"""-southeast) -- ("""+ of +"""-northeast) coordinate[pos="""+ str(pos) +"""] ("""+ of +"""-top) ;
+\path ("""+ to +"""-south)  -- ("""+ to +"""-north)  coordinate[pos="""+ str(pos) +"""] ("""+ to +"""-top) ;
+\draw [copyconnection]  ("""+of+"""-northeast)  
+-- node {\copymidarrow}("""+of+"""-top)
+-- node {\copymidarrow}("""+to+"""-top)
+-- node {\copymidarrow} ("""+to+"""-north);
+"""
+
+def to_end():
+    return r"""
+\end{tikzpicture}
+\end{document}
+"""
+
+
+def to_generate( arch, pathname="file.tex" ):
+    with open(pathname, "w") as f: 
+        for c in arch:
+            print(c)
+            f.write( c )
+     
+
+

pyexamples/lenet5.py

@@ -0,0 +1,56 @@
+
+import sys
+sys.path.append('../')
+from pycore.tikzeng import *
+from pycore.blocks  import *
+
+arch = [ 
+    to_head('..'), 
+    to_cor(),
+    to_begin(),
+    
+    #input
+    to_input( '9.png', height=7, width=7 ),
+
+    to_Conv("INPUT", 32, 1, offset="(0,0,0)", to="(0,0,0)", height=32, depth=32, width=1, caption="INPUT" ),
+    to_Conv("C1", 28, 6, offset="(1,0,0)", to="(INPUT-east)", height=28, depth=28, width=6, caption="C1" ),
+    to_connection( "INPUT", "C1"),
+    to_Pool("S2", offset="(0,0,0)", to="(C1-east)", height=14, depth=14, width=6, caption="S2"),
+    to_Conv("C3", 10, 16, offset="(1,0,0)", to="(S2-east)", height=10, depth=10, width=16, caption="C3" ),
+    to_connection( "S2", "C3"),
+    to_Pool("S4", offset="(0,0,0)", to="(C3-east)", height=5, depth=5, width=16, caption="S4"),
+    to_Conv("C5", 120, 1, offset="(1,0,0)", to="(S4-east)", height=1, depth=120, width=1, caption="C5" ),
+    to_connection( "S4", "C5"),
+    to_Conv("F6", 84, 1, offset="(1,0,0)", to="(C5-east)", height=1, depth=84, width=1, caption="F6" ),
+    to_connection( "C5", "F6"),
+    to_SoftMax("OUTPUT", 10 ,"(3,0,0)", "(C5-east)", caption="OUTPUT" ),    
+    to_connection( "F6", "OUTPUT"),
+
+# input(32, 32, 1)
+# conv(28, 28, 6)
+
+# pool(14, 14, 6)
+# conv(10, 10, 16)
+# pool(5, 5, 16)
+# conv(1,1,120)
+# fullyconn(1,1,84)
+# softmax(1,1,10)
+
+    # to_Pool("pool1", offset="(0,0,0)", to="(conv1-east)"),
+    # to_Conv("conv2", 128, 64, offset="(1,0,0)", to="(pool1-east)", height=32, depth=32, width=2 ),
+    #to_connection( "pool1", "conv2"), 
+    # to_Pool("pool2", offset="(0,0,0)", to="(conv2-east)", height=28, depth=28, width=1),
+    # to_SoftMax("soft1", 10 ,"(3,0,0)", "(pool1-east)", caption="SOFT"  ),
+    # to_connection("pool2", "soft1"), 
+     
+    to_end() 
+    ]
+
+
+def main():
+    namefile = str(sys.argv[0]).split('.')[0]
+    to_generate(arch, namefile + '.tex' )
+
+if __name__ == '__main__':
+    main()
+    

pyexamples/test_simple.py

@@ -0,0 +1,26 @@
+
+import sys
+sys.path.append('../')
+from pycore.tikzeng import *
+
+# defined your arch
+arch = [
+    to_head( '..' ),
+    to_cor(),
+    to_begin(),
+    to_Conv("conv1", 512, 64, offset="(0,0,0)", to="(0,0,0)", height=64, depth=64, width=2 ),
+    to_Pool("pool1", offset="(0,0,0)", to="(conv1-east)"),
+    to_Conv("conv2", 128, 64, offset="(1,0,0)", to="(pool1-east)", height=32, depth=32, width=2 ),
+    to_connection( "pool1", "conv2"), 
+    to_Pool("pool2", offset="(0,0,0)", to="(conv2-east)", height=28, depth=28, width=1),
+    to_SoftMax("soft1", 10 ,"(3,0,0)", "(pool1-east)", caption="SOFT"  ),
+    to_connection("pool2", "soft1"),    
+    to_end()
+    ]
+
+def main():
+    namefile = str(sys.argv[0]).split('.')[0]
+    to_generate(arch, namefile + '.tex' )
+
+if __name__ == '__main__':
+    main()

pyexamples/unet.py

@@ -0,0 +1,52 @@
+
+import sys
+sys.path.append('../')
+from pycore.tikzeng import *
+from pycore.blocks  import *
+
+arch = [ 
+    to_head('..'), 
+    to_cor(),
+    to_begin(),
+    
+    #input
+    to_input( '../examples/fcn8s/cats.jpg' ),
+
+    #block-001
+    to_ConvConvRelu( name='ccr_b1', s_filer=500, n_filer=(64,64), offset="(0,0,0)", to="(0,0,0)", width=(2,2), height=40, depth=40  ),
+    to_Pool(name="pool_b1", offset="(0,0,0)", to="(ccr_b1-east)", width=1, height=32, depth=32, opacity=0.5),
+    
+    *block_2ConvPool( name='b2', botton='pool_b1', top='pool_b2', s_filer=256, n_filer=128, offset="(1,0,0)", size=(32,32,3.5), opacity=0.5 ),
+    *block_2ConvPool( name='b3', botton='pool_b2', top='pool_b3', s_filer=128, n_filer=256, offset="(1,0,0)", size=(25,25,4.5), opacity=0.5 ),
+    *block_2ConvPool( name='b4', botton='pool_b3', top='pool_b4', s_filer=64,  n_filer=512, offset="(1,0,0)", size=(16,16,5.5), opacity=0.5 ),
+
+    #Bottleneck
+    #block-005
+    to_ConvConvRelu( name='ccr_b5', s_filer=32, n_filer=(1024,1024), offset="(2,0,0)", to="(pool_b4-east)", width=(8,8), height=8, depth=8, caption="Bottleneck"  ),
+    to_connection( "pool_b4", "ccr_b5"),
+
+    #Decoder
+    *block_Unconv( name="b6", botton="ccr_b5", top='end_b6', s_filer=64,  n_filer=512, offset="(2.1,0,0)", size=(16,16,5.0), opacity=0.5 ),
+    to_skip( of='ccr_b4', to='ccr_res_b6', pos=1.25),
+    *block_Unconv( name="b7", botton="end_b6", top='end_b7', s_filer=128, n_filer=256, offset="(2.1,0,0)", size=(25,25,4.5), opacity=0.5 ),
+    to_skip( of='ccr_b3', to='ccr_res_b7', pos=1.25),    
+    *block_Unconv( name="b8", botton="end_b7", top='end_b8', s_filer=256, n_filer=128, offset="(2.1,0,0)", size=(32,32,3.5), opacity=0.5 ),
+    to_skip( of='ccr_b2', to='ccr_res_b8', pos=1.25),    
+    
+    *block_Unconv( name="b9", botton="end_b8", top='end_b9', s_filer=512, n_filer=64,  offset="(2.1,0,0)", size=(40,40,2.5), opacity=0.5 ),
+    to_skip( of='ccr_b1', to='ccr_res_b9', pos=1.25),
+    
+    to_ConvSoftMax( name="soft1", s_filer=512, offset="(0.75,0,0)", to="(end_b9-east)", width=1, height=40, depth=40, caption="SOFT" ),
+    to_connection( "end_b9", "soft1"),
+     
+    to_end() 
+    ]
+
+
+def main():
+    namefile = str(sys.argv[0]).split('.')[0]
+    to_generate(arch, namefile + '.tex' )
+
+if __name__ == '__main__':
+    main()
+    

tikzmake.sh

@@ -0,0 +1,15 @@
+#!/bin/bash
+
+
+python3 $1.py 2> $1.tex
+/usr/local/texlive/2020/bin/x86_64-darwin/pdflatex $1.tex
+# pdflatex $1.tex
+
+# rm *.aux *.log *.vscodeLog
+# rm *.tex
+
+# if [[ "$OSTYPE" == "darwin"* ]]; then
+#     open $1.pdf
+# else
+#     xdg-open $1.pdf
+# fi