Haris Iqbal
GitHub
+82
@@ -1,3 +1,85 @@
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*.aux
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*.log
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*.gz
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|
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__pycache__
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books
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project
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|
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# PyInstaller
|
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# Usually these files are written by a python script from a template
|
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
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*.manifest
|
||||
*.spec
|
||||
|
||||
# Installer logs
|
||||
pip-log.txt
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pip-delete-this-directory.txt
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|
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
|
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*.cover
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.hypothesis/
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.pytest_cache/
|
||||
|
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# Translations
|
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*.mo
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*.pot
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||||
|
||||
# Django stuff:
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||||
*.log
|
||||
local_settings.py
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db.sqlite3
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|
||||
# Flask stuff:
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||||
instance/
|
||||
.webassets-cache
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||||
|
||||
# Scrapy stuff:
|
||||
.scrapy
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||||
|
||||
# Sphinx documentation
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||||
docs/_build/
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|
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# pyenv
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.python-version
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|
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# celery beat schedule file
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celerybeat-schedule
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# SageMath parsed files
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*.sage.py
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|
||||
# Environments
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||||
.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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||||
|
||||
# Spyder project settings
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||||
.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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@@ -1,7 +1,51 @@
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# PlotNeuralNet
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[](https://doi.org/10.5281/zenodo.2526396)
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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.
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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.
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## TODO
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- [X] Python interfaz
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- [ ] Generate Pytorch graph architecture
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- [ ] Add easy legend functionality
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- [ ] Add more layer shapes like TruncatedPyramid, 2DSheet etc
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## Usage
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mkdir my_project
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cd my_project
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vim my_arch.py
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import sys
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sys.path.append('../')
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from core.tikzeng import *
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# defined your arch
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arch = [
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to_head( '..' ),
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to_cor(),
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to_begin(),
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to_Conv("conv1", 512, 64, offset="(0,0,0)", to="(0,0,0)", height=64, depth=64, width=2 ),
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to_Pool("pool1", offset="(0,0,0)", to="(conv1-east)"),
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to_Conv("conv2", 128, 64, offset="(1,0,0)", to="(pool1-east)", height=32, depth=32, width=2 ),
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to_connection( "pool1", "conv2"),
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to_Pool("pool2", offset="(0,0,0)", to="(conv2-east)", height=28, depth=28, width=1),
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to_SoftMax("soft1", 10 ,"(3,0,0)", "(pool1-east)", caption="SOFT" ),
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to_connection("pool2", "soft1"),
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to_end()
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]
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def main():
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namefile = str(sys.argv[0]).split('.')[0]
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to_generate(arch, namefile + '.tex' )
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if __name__ == '__main__':
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main()
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bash ../tikzmake.sh my_arch
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## Examples
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Following are some network representations:
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<p align="center"><img src="https://user-images.githubusercontent.com/17570785/50308846-c2231880-049c-11e9-8763-3daa1024de78.png" width="85%" height="85%"></p>
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@@ -0,0 +1,75 @@
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from .tikzeng import *
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#define new block
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def block_2ConvPool( name, botton, top, s_filer=256, n_filer=64, offset="(1,0,0)", size=(32,32,3.5), opacity=0.5 ):
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return [
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to_ConvConvRelu(
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name="ccr_{}".format( name ),
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s_filer=str(s_filer),
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n_filer=(n_filer,n_filer),
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offset=offset,
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to="({}-east)".format( botton ),
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width=(size[2],size[2]),
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height=size[0],
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depth=size[1],
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),
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to_Pool(
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name="{}".format( top ),
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offset="(0,0,0)",
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to="(ccr_{}-east)".format( name ),
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width=1,
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height=size[0] - int(size[0]/4),
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depth=size[1] - int(size[0]/4),
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opacity=opacity, ),
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to_connection(
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"{}".format( botton ),
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"ccr_{}".format( name )
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)
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]
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def block_Unconv( name, botton, top, s_filer=256, n_filer=64, offset="(1,0,0)", size=(32,32,3.5), opacity=0.5 ):
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return [
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to_UnPool( name='unpool_{}'.format(name), offset=offset, to="({}-east)".format(botton), width=1, height=size[0], depth=size[1], opacity=opacity ),
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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 ),
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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] ),
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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 ),
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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] ),
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to_connection(
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"{}".format( botton ),
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"unpool_{}".format( name )
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)
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]
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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 ):
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lys = []
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layers = [ *[ '{}_{}'.format(name,i) for i in range(num-1) ], top]
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for name in layers:
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ly = [ to_Conv(
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name='{}'.format(name),
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offset=offset,
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to="({}-east)".format( botton ),
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s_filer=str(s_filer),
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n_filer=str(n_filer),
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width=size[2],
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height=size[0],
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depth=size[1]
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),
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to_connection(
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"{}".format( botton ),
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"{}".format( name )
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)
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]
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botton = name
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lys+=ly
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lys += [
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to_skip( of=layers[1], to=layers[-2], pos=1.25),
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]
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return lys
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+197
@@ -0,0 +1,197 @@
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import os
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def to_head( projectpath ):
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pathlayers = os.path.join( projectpath, 'layers/' )
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return r"""
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\documentclass[border=8pt, multi, tikz]{standalone}
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\usepackage{import}
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\subimport{"""+ pathlayers + r"""}{init}
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\usetikzlibrary{positioning}
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\usetikzlibrary{3d} %for including external image
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"""
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def to_cor():
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return r"""
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\def\ConvColor{rgb:yellow,5;red,2.5;white,5}
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\def\ConvReluColor{rgb:yellow,5;red,5;white,5}
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\def\PoolColor{rgb:red,1;black,0.3}
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\def\UnpoolColor{rgb:blue,2;green,1;black,0.3}
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\def\FcColor{rgb:blue,5;red,2.5;white,5}
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\def\FcReluColor{rgb:blue,5;red,5;white,4}
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\def\SoftmaxColor{rgb:magenta,5;black,7}
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"""
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def to_begin():
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return r"""
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\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);}
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\begin{document}
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\begin{tikzpicture}
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\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
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\tikzstyle{copyconnection}=[ultra thick,every node/.style={sloped,allow upside down},draw={rgb:blue,4;red,1;green,1;black,3},opacity=0.7]
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"""
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# layers definition
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def to_input( pathfile, to='(-3,0,0)', width=8, height=8 ):
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return r"""
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\node[canvas is zy plane at x=0] (temp) at """+ to +""" {\includegraphics[width="""+ str(width)+"cm"+""",height="""+ str(height)+"cm"+"""]{"""+ pathfile +"""}};
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"""
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# Conv
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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=" " ):
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return r"""
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\pic[shift={"""+ offset +"""}] at """+ to +"""
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{Box={
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name=""" + name +""",
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caption="""+ caption +r""",
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xlabel={{"""+ str(n_filer) +""", }},
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zlabel="""+ str(s_filer) +""",
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fill=\ConvColor,
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height="""+ str(height) +""",
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width="""+ str(width) +""",
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depth="""+ str(depth) +"""
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}
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};
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"""
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# Conv,Conv,relu
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# Bottleneck
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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=" " ):
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return r"""
|
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\pic[shift={ """+ offset +""" }] at """+ to +"""
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{RightBandedBox={
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name="""+ name +""",
|
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caption="""+ caption +""",
|
||||
xlabel={{ """+ str(n_filer[0]) +""", """+ str(n_filer[1]) +""" }},
|
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zlabel="""+ str(s_filer) +""",
|
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fill=\ConvColor,
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bandfill=\ConvReluColor,
|
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height="""+ str(height) +""",
|
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width={ """+ str(width[0]) +""" , """+ str(width[1]) +""" },
|
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depth="""+ str(depth) +"""
|
||||
}
|
||||
};
|
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"""
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|
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# Pool
|
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def to_Pool(name, offset="(0,0,0)", to="(0,0,0)", width=1, height=32, depth=32, opacity=0.5, caption=" "):
|
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return r"""
|
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\pic[shift={ """+ offset +""" }] at """+ to +"""
|
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{Box={
|
||||
name="""+name+""",
|
||||
caption="""+ caption +r""",
|
||||
fill=\PoolColor,
|
||||
opacity="""+ str(opacity) +""",
|
||||
height="""+ str(height) +""",
|
||||
width="""+ str(width) +""",
|
||||
depth="""+ str(depth) +"""
|
||||
}
|
||||
};
|
||||
"""
|
||||
|
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# 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=1.25] ("""+ 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 )
|
||||
|
||||
|
||||
|
||||
@@ -0,0 +1,26 @@
|
||||
|
||||
import sys
|
||||
sys.path.append('../')
|
||||
from core.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()
|
||||
@@ -0,0 +1,52 @@
|
||||
|
||||
import sys
|
||||
sys.path.append('../')
|
||||
from core.tikzeng import *
|
||||
from core.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()
|
||||
|
||||
+11
@@ -0,0 +1,11 @@
|
||||
#!/bin/bash
|
||||
|
||||
|
||||
python $1.py
|
||||
pdflatex $1.tex
|
||||
|
||||
rm *.aux *.log *.vscodeLog
|
||||
rm *.tex
|
||||
|
||||
evince $1.pdf
|
||||
|
||||
Reference in New Issue
Block a user