From ef0ce7db895375f3404ba5f2353d23c11791e29b Mon Sep 17 00:00:00 2001
From: Jan Kowalczyk <jan.kowalczyk@v2c2.at>
Date: Wed, 13 Aug 2025 14:13:00 +0200
Subject: [PATCH] Convert submodule PlotNeuralNet into a regular folder

---
 .gitmodules                                   |   0
 thesis/third_party/PlotNeuralNet/.gitignore   |  85 +++
 .../third_party/PlotNeuralNet/.idea/misc.xml  |   4 +
 .../PlotNeuralNet/.idea/modules.xml           |   8 +
 .../PlotNeuralNet/.idea/plotneuralnet.iml     |  12 +
 .../third_party/PlotNeuralNet/.idea/vcs.xml   |   6 +
 .../PlotNeuralNet/.idea/workspace.xml         | 110 ++++
 thesis/third_party/PlotNeuralNet/LICENSE      |  21 +
 thesis/third_party/PlotNeuralNet/README.md    | 101 ++++
 .../PlotNeuralNet/deepsad/.nvim.lua           |  46 ++
 .../PlotNeuralNet/deepsad/Makefile            |  57 ++
 .../PlotNeuralNet/deepsad/subter_ef_arch.py   | 303 ++++++++++
 .../PlotNeuralNet/deepsad/subter_ef_arch.tex  | 361 ++++++++++++
 .../deepsad/subter_lenet_arch.py              | 192 +++++++
 .../deepsad/subter_lenet_arch.tex             | 209 +++++++
 .../examples/AlexNet/alexnet.tex              | 216 +++++++
 .../examples/AlexNet/alexnet_data.png         | Bin 0 -> 28782 bytes
 .../PlotNeuralNet/examples/HED/HED.tex        | 134 +++++
 .../PlotNeuralNet/examples/LeNet/lenet.tex    | 152 +++++
 .../PlotNeuralNet/examples/LeNet/lenet.txt    |   8 +
 .../examples/LeNet/lenet_data2.png            | Bin 0 -> 28160 bytes
 .../examples/SoftmaxLoss/SoftmaxLoss.tex      |  47 ++
 .../PlotNeuralNet/examples/Unet/Unet.tex      | 164 ++++++
 .../examples/Unet_Ushape/Unet_ushape.tex      | 151 +++++
 .../PlotNeuralNet/examples/VGG16/vgg16.tex    | 105 ++++
 .../PlotNeuralNet/examples/fcn32s/fcn32.tex   | 101 ++++
 .../PlotNeuralNet/examples/fcn8s/cats.jpg     | Bin 0 -> 62080 bytes
 .../PlotNeuralNet/examples/fcn8s/fcn8.tex     | 127 +++++
 .../third_party/PlotNeuralNet/layers/Ball.sty |  40 ++
 .../third_party/PlotNeuralNet/layers/Box.sty  | 110 ++++
 .../PlotNeuralNet/layers/RightBandedBox.sty   | 130 +++++
 .../third_party/PlotNeuralNet/layers/init.tex |  11 +
 .../PlotNeuralNet/my_project/my_arch.py       |  39 ++
 .../PlotNeuralNet/my_project/my_arch.tex      | 104 ++++
 .../PlotNeuralNet/pycore/__init__.py          |   0
 .../PlotNeuralNet/pycore/__init__.pyc         | Bin 0 -> 106 bytes
 .../PlotNeuralNet/pycore/blocks.py            |  75 +++
 .../PlotNeuralNet/pycore/tikzeng.py           | 533 ++++++++++++++++++
 .../PlotNeuralNet/pycore/tikzeng.pyc          | Bin 0 -> 7118 bytes
 .../PlotNeuralNet/pyexamples/test_simple.py   |  28 +
 .../PlotNeuralNet/pyexamples/unet.py          |  52 ++
 thesis/third_party/PlotNeuralNet/tikzmake.sh  |  14 +
 42 files changed, 3856 insertions(+)
 create mode 100644 .gitmodules
 create mode 100644 thesis/third_party/PlotNeuralNet/.gitignore
 create mode 100644 thesis/third_party/PlotNeuralNet/.idea/misc.xml
 create mode 100644 thesis/third_party/PlotNeuralNet/.idea/modules.xml
 create mode 100644 thesis/third_party/PlotNeuralNet/.idea/plotneuralnet.iml
 create mode 100644 thesis/third_party/PlotNeuralNet/.idea/vcs.xml
 create mode 100644 thesis/third_party/PlotNeuralNet/.idea/workspace.xml
 create mode 100644 thesis/third_party/PlotNeuralNet/LICENSE
 create mode 100644 thesis/third_party/PlotNeuralNet/README.md
 create mode 100644 thesis/third_party/PlotNeuralNet/deepsad/.nvim.lua
 create mode 100644 thesis/third_party/PlotNeuralNet/deepsad/Makefile
 create mode 100644 thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.py
 create mode 100644 thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.py
 create mode 100644 thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/AlexNet/alexnet.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/AlexNet/alexnet_data.png
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/HED/HED.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.txt
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/LeNet/lenet_data2.png
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/SoftmaxLoss/SoftmaxLoss.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/Unet/Unet.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/Unet_Ushape/Unet_ushape.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/VGG16/vgg16.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/fcn32s/fcn32.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/fcn8s/cats.jpg
 create mode 100644 thesis/third_party/PlotNeuralNet/examples/fcn8s/fcn8.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/layers/Ball.sty
 create mode 100644 thesis/third_party/PlotNeuralNet/layers/Box.sty
 create mode 100644 thesis/third_party/PlotNeuralNet/layers/RightBandedBox.sty
 create mode 100644 thesis/third_party/PlotNeuralNet/layers/init.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/my_project/my_arch.py
 create mode 100644 thesis/third_party/PlotNeuralNet/my_project/my_arch.tex
 create mode 100644 thesis/third_party/PlotNeuralNet/pycore/__init__.py
 create mode 100644 thesis/third_party/PlotNeuralNet/pycore/__init__.pyc
 create mode 100644 thesis/third_party/PlotNeuralNet/pycore/blocks.py
 create mode 100644 thesis/third_party/PlotNeuralNet/pycore/tikzeng.py
 create mode 100644 thesis/third_party/PlotNeuralNet/pycore/tikzeng.pyc
 create mode 100644 thesis/third_party/PlotNeuralNet/pyexamples/test_simple.py
 create mode 100644 thesis/third_party/PlotNeuralNet/pyexamples/unet.py
 create mode 100644 thesis/third_party/PlotNeuralNet/tikzmake.sh

diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 0000000..e69de29
diff --git a/thesis/third_party/PlotNeuralNet/.gitignore b/thesis/third_party/PlotNeuralNet/.gitignore
new file mode 100644
index 0000000..9c18754
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/.gitignore
@@ -0,0 +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/
\ No newline at end of file
diff --git a/thesis/third_party/PlotNeuralNet/.idea/misc.xml b/thesis/third_party/PlotNeuralNet/.idea/misc.xml
new file mode 100644
index 0000000..12f37ed
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 2.7.12 (/usr/bin/python2.7)" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/thesis/third_party/PlotNeuralNet/.idea/modules.xml b/thesis/third_party/PlotNeuralNet/.idea/modules.xml
new file mode 100644
index 0000000..dfea426
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/plotneuralnet.iml" filepath="$PROJECT_DIR$/.idea/plotneuralnet.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/thesis/third_party/PlotNeuralNet/.idea/plotneuralnet.iml b/thesis/third_party/PlotNeuralNet/.idea/plotneuralnet.iml
new file mode 100644
index 0000000..6f63a63
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/.idea/plotneuralnet.iml
@@ -0,0 +1,12 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="TestRunnerService">
+    <option name="projectConfiguration" value="Nosetests" />
+    <option name="PROJECT_TEST_RUNNER" value="Nosetests" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/thesis/third_party/PlotNeuralNet/.idea/vcs.xml b/thesis/third_party/PlotNeuralNet/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/thesis/third_party/PlotNeuralNet/.idea/workspace.xml b/thesis/third_party/PlotNeuralNet/.idea/workspace.xml
new file mode 100644
index 0000000..9510dde
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/.idea/workspace.xml
@@ -0,0 +1,110 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ChangeListManager">
+    <list default="true" id="776fe343-0ed9-4619-bd19-7a1b6f20e48a" name="Default" comment="" />
+    <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
+    <option name="TRACKING_ENABLED" value="true" />
+    <option name="SHOW_DIALOG" value="false" />
+    <option name="HIGHLIGHT_CONFLICTS" value="true" />
+    <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
+    <option name="LAST_RESOLUTION" value="IGNORE" />
+  </component>
+  <component name="Git.Settings">
+    <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
+  </component>
+  <component name="ProjectFrameBounds" extendedState="6">
+    <option name="x" value="97" />
+    <option name="y" value="24" />
+    <option name="width" value="888" />
+    <option name="height" value="1078" />
+  </component>
+  <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
+  <component name="ProjectView">
+    <navigator currentView="ProjectPane" proportions="" version="1">
+      <flattenPackages />
+      <showMembers />
+      <showModules />
+      <showLibraryContents />
+      <hideEmptyPackages />
+      <abbreviatePackageNames />
+      <autoscrollToSource />
+      <autoscrollFromSource />
+      <sortByType />
+      <manualOrder />
+      <foldersAlwaysOnTop value="true" />
+    </navigator>
+    <panes>
+      <pane id="ProjectPane">
+        <subPane>
+          <expand>
+            <path>
+              <item name="plotneuralnet" type="b2602c69:ProjectViewProjectNode" />
+              <item name="plotneuralnet" type="462c0819:PsiDirectoryNode" />
+            </path>
+          </expand>
+          <select />
+        </subPane>
+      </pane>
+      <pane id="Scope" />
+      <pane id="Scratches" />
+    </panes>
+  </component>
+  <component name="PropertiesComponent">
+    <property name="last_opened_file_path" value="$PROJECT_DIR$" />
+  </component>
+  <component name="RunDashboard">
+    <option name="ruleStates">
+      <list>
+        <RuleState>
+          <option name="name" value="ConfigurationTypeDashboardGroupingRule" />
+        </RuleState>
+        <RuleState>
+          <option name="name" value="StatusDashboardGroupingRule" />
+        </RuleState>
+      </list>
+    </option>
+  </component>
+  <component name="ShelveChangesManager" show_recycled="false">
+    <option name="remove_strategy" value="false" />
+  </component>
+  <component name="TaskManager">
+    <task active="true" id="Default" summary="Default task">
+      <changelist id="776fe343-0ed9-4619-bd19-7a1b6f20e48a" name="Default" comment="" />
+      <created>1536764917516</created>
+      <option name="number" value="Default" />
+      <option name="presentableId" value="Default" />
+      <updated>1536764917516</updated>
+    </task>
+    <servers />
+  </component>
+  <component name="ToolWindowManager">
+    <frame x="97" y="24" width="1855" height="1085" extended-state="6" />
+    <layout>
+      <window_info id="Project" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.24985963" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
+      <window_info id="TODO" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="6" side_tool="false" content_ui="tabs" />
+      <window_info id="Event Log" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="-1" side_tool="true" content_ui="tabs" />
+      <window_info id="Run" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="2" side_tool="false" content_ui="tabs" />
+      <window_info id="Version Control" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="-1" side_tool="false" content_ui="tabs" />
+      <window_info id="Python Console" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="-1" side_tool="false" content_ui="tabs" />
+      <window_info id="Structure" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
+      <window_info id="Terminal" active="true" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.33032694" sideWeight="0.5" order="-1" side_tool="false" content_ui="tabs" />
+      <window_info id="Debug" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="3" side_tool="false" content_ui="tabs" />
+      <window_info id="Favorites" active="false" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="-1" side_tool="true" content_ui="tabs" />
+      <window_info id="Data View" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="-1" side_tool="false" content_ui="tabs" />
+      <window_info id="Cvs" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="4" side_tool="false" content_ui="tabs" />
+      <window_info id="Hierarchy" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="2" side_tool="false" content_ui="combo" />
+      <window_info id="Message" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="0" side_tool="false" content_ui="tabs" />
+      <window_info id="Commander" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="0" side_tool="false" content_ui="tabs" />
+      <window_info id="Find" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.33" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
+      <window_info id="Inspection" active="false" anchor="bottom" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.4" sideWeight="0.5" order="5" side_tool="false" content_ui="tabs" />
+      <window_info id="Ant Build" active="false" anchor="right" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="false" show_stripe_button="true" weight="0.25" sideWeight="0.5" order="1" side_tool="false" content_ui="tabs" />
+    </layout>
+  </component>
+  <component name="VcsContentAnnotationSettings">
+    <option name="myLimit" value="2678400000" />
+  </component>
+  <component name="XDebuggerManager">
+    <breakpoint-manager />
+    <watches-manager />
+  </component>
+</project>
\ No newline at end of file
diff --git a/thesis/third_party/PlotNeuralNet/LICENSE b/thesis/third_party/PlotNeuralNet/LICENSE
new file mode 100644
index 0000000..914f977
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2018 HarisIqbal88
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/thesis/third_party/PlotNeuralNet/README.md b/thesis/third_party/PlotNeuralNet/README.md
new file mode 100644
index 0000000..bcd90af
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/README.md
@@ -0,0 +1,101 @@
+# PlotNeuralNet
+[![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>
+<h6 align="center">FCN-8 (<a href="https://www.overleaf.com/read/kkqntfxnvbsk">view on Overleaf</a>)</h6>
+
+
+<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">FCN-32 (<a href="https://www.overleaf.com/read/wsxpmkqvjnbs">view on Overleaf</a>)</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 (<a href="https://www.overleaf.com/read/jxhnkcnwhfxp">view on Overleaf</a>)</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
+
+
+
diff --git a/thesis/third_party/PlotNeuralNet/deepsad/.nvim.lua b/thesis/third_party/PlotNeuralNet/deepsad/.nvim.lua
new file mode 100644
index 0000000..f3081c3
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/deepsad/.nvim.lua
@@ -0,0 +1,46 @@
+local ok, overseer = pcall(require, "overseer")
+if not ok then return end
+
+-- Register a directory-local, Python-only build task
+overseer.register_template({
+    name = "Project: Build",
+    condition = {
+        dir = vim.fn.getcwd(), -- limit to this folder (Overseer exrc recipe)
+        filetype = {"python"} -- built-in filetype filter
+    },
+    builder = function()
+        return {
+            -- CHANGE ME: your build command (any tool is fine)
+            -- e.g. { "uv", "run", "ruff", "check" } or { "make" } or { "pytest", "-q" }
+            cmd = {"make"},
+            cwd = vim.fn.getcwd(),
+            -- Headless/silent (no terminal window)
+            strategy = {"jobstart", use_terminal = false},
+            components = {
+                -- Ensure a single instance; replace if one exists
+                {"unique", replace = true}, -- prevents duplicates
+                -- Kill old run and restart on every save
+                {"restart_on_save", delay = 150}, -- “newest save wins”
+                -- Send matches to quickfix; only open on real failures
+                {
+                    "on_output_quickfix",
+                    open_on_exit = "failure",
+                    items_only = true
+                },
+                -- Set SUCCESS/FAILURE based on exit code & standard niceties
+                "on_exit_set_status", "default"
+            }
+        }
+    end
+})
+
+-- Start once on first save; restart_on_save handles subsequent saves
+vim.api.nvim_create_autocmd("BufWritePost", {
+    group = vim.api.nvim_create_augroup("ProjectOverseerAutostart",
+                                        {clear = true}),
+    callback = function()
+        if #overseer.list_tasks({name = "Project: Build"}) == 0 then
+            overseer.run_template({name = "Project: Build"})
+        end
+    end
+})
diff --git a/thesis/third_party/PlotNeuralNet/deepsad/Makefile b/thesis/third_party/PlotNeuralNet/deepsad/Makefile
new file mode 100644
index 0000000..b6a006c
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/deepsad/Makefile
@@ -0,0 +1,57 @@
+# ====== CONFIG ======
+# Add names (without extension). Example: NAMES = report thesis notes
+NAMES = subter_lenet_arch subter_ef_arch
+
+TEX = $(NAMES:%=%.tex)
+PDF = $(NAMES:%=%.pdf)
+
+.PHONY: all clean clean-aux clobber
+# Keep generated .tex even if a rule aborts
+.PRECIOUS: %.tex
+
+# Default: build all PDFs
+all: $(PDF)
+
+# ====== Rules ======
+# Generate {name}.tex from {name}.py
+# Pre-clean: remove aux + old .tex only if {name}.py is newer (or .tex missing)
+%.tex: %.py
+	@if [ ! -e "$@" ] || [ "$<" -nt "$@" ]; then \
+	  echo "[preclean] $*: removing aux + old .tex"; \
+	  rm -f "$*.aux" "$*.log" "$*.fdb_latexmk" "$*.fls" "$*.tex"; \
+	fi
+	@echo "python $< > $@"
+	@python "$<" > "$@"
+
+# Generate {name}.pdf from {name}.tex
+# Pre-clean: remove aux (keep .tex) only if PDF is out-of-date
+# Post-clean: remove aux (keep .tex) after successful pdflatex
+%.pdf: %.tex
+	@if [ ! -e "$@" ] || [ "$<" -nt "$@" ]; then \
+	  echo "[preclean] $*: removing aux (keeping .tex)"; \
+	  rm -f "$*.aux" "$*.log" "$*.fdb_latexmk" "$*.fls"; \
+	fi
+	@echo "pdflatex $<"
+	@pdflatex --interaction=nonstopmode "$<" || { echo "pdflatex failed; keeping logs for debugging."; exit 1; }
+	@rm -f "$*.aux" "$*.log" "$*.fdb_latexmk" "$*.fls"
+
+# ====== Convenience targets ======
+# Clean everything for listed names (including .tex)
+clean:
+	@echo "[clean] removing aux + .tex for: $(NAMES)"
+	@for n in $(NAMES); do \
+	  rm -f "$$n.aux" "$$n.log" "$$n.fdb_latexmk" "$$n.fls" "$$n.tex"; \
+	done
+
+# Remove only aux/log-type files (keep .tex)
+clean-aux:
+	@echo "[clean-aux] removing aux (keeping .tex) for: $(NAMES)"
+	@for n in $(NAMES); do \
+	  rm -f "$$n.aux" "$$n.log" "$$n.fdb_latexmk" "$$n.fls"; \
+	done
+
+# Nuke everything, including PDFs
+clobber: clean
+	@echo "[clobber] removing PDFs for: $(NAMES)"
+	@for n in $(NAMES); do rm -f "$$n.pdf"; done
+
diff --git a/thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.py b/thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.py
new file mode 100644
index 0000000..6b654a1
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.py
@@ -0,0 +1,303 @@
+# subter_lenet_arch.py
+# Requires running from inside the PlotNeuralNet repo, like: python3 ../subter_lenet_arch.py
+import sys, argparse
+
+sys.path.append("../")  # import pycore from repo root
+
+from pycore.tikzeng import *
+
+parser = argparse.ArgumentParser()
+parser.add_argument("--rep_dim", type=int, default=1024, help="latent size for FC")
+args = parser.parse_args()
+REP = int(args.rep_dim)
+
+# Visual scales so the huge width doesn't dominate the figure
+H32, H16, H8, H1 = 26, 18, 12, 1
+D2048, D1024, D512, D256, D128, D1 = 52, 36, 24, 12, 6, 1
+W1, W4, W8, W16, W32 = 1, 2, 2, 4, 8
+
+
+arch = [
+    to_head(".."),
+    to_cor(),
+    to_begin(),
+    # --------------------------- ENCODER ---------------------------
+    # Input 1×32×2048  (caption carries H×W; s_filer is numeric)
+    to_Conv(
+        "input",
+        s_filer="{{2048×32}}",
+        n_filer=1,
+        offset="(0,0,0)",
+        to="(0,0,0)",
+        height=H32,
+        depth=D2048,
+        width=W1,
+        caption="input",
+    ),
+    # Conv1 (5x5, same): 1->8, 32×2048
+    to_Conv(
+        "dwconv1",
+        s_filer="",
+        n_filer=1,
+        offset="(2,0,0)",
+        to="(input-east)",
+        height=H32,
+        depth=D2048,
+        width=W1,
+        caption="",
+    ),
+    to_Conv(
+        "dwconv2",
+        s_filer="",
+        n_filer=16,
+        offset="(0,0,0)",
+        to="(dwconv1-east)",
+        height=H32,
+        depth=D2048,
+        width=W16,
+        caption="conv1",
+    ),
+    # Pool1 2×2: 32×2048 -> 16×1024
+    # to_connection("input", "conv1"),
+    to_Pool(
+        "pool1",
+        offset="(0,0,0)",
+        to="(dwconv2-east)",
+        height=H32,
+        depth=D512,
+        width=W16,
+        caption="",
+    ),
+    # Conv2 (5x5, same): 8->4, stays 16×1024
+    to_Conv(
+        "dwconv3",
+        s_filer="",
+        n_filer=1,
+        offset="(2,0,0)",
+        to="(pool1-east)",
+        height=H32,
+        depth=D512,
+        width=W1,
+        caption="",
+    ),
+    to_Conv(
+        "dwconv4",
+        s_filer="",
+        n_filer=32,
+        offset="(0,0,0)",
+        to="(dwconv3-east)",
+        height=H32,
+        depth=D512,
+        width=W32,
+        caption="conv2",
+    ),
+    # Pool2 2×2: 16×1024 -> 8×512
+    # to_connection("pool1", "conv2"),
+    to_Pool(
+        "pool2",
+        offset="(0,0,0)",
+        to="(dwconv4-east)",
+        height=H16,
+        depth=D256,
+        width=W32,
+        caption="",
+    ),
+    to_Pool(
+        "pool3",
+        offset="(0,0,0)",
+        to="(pool2-east)",
+        height=H8,
+        depth=D128,
+        width=W32,
+        caption="",
+    ),
+    to_Conv(
+        "squeeze",
+        s_filer="",
+        n_filer=8,
+        offset="(2,0,0)",
+        to="(pool3-east)",
+        height=H8,
+        depth=D128,
+        width=W8,
+        caption="squeeze",
+    ),
+    # FC -> rep_dim (use numeric n_filer)
+    to_fc(
+        "fc1",
+        n_filer="{{8×128×8}}",
+        offset="(2,0,0)",
+        to="(squeeze-east)",
+        height=H1,
+        depth=D512,
+        width=W1,
+        caption=f"FC",
+    ),
+    # to_connection("pool2", "fc1"),
+    # --------------------------- LATENT  ---------------------------
+    to_Conv(
+        "latent",
+        n_filer="",
+        s_filer="latent dim",
+        offset="(2,0,0)",
+        to="(fc1-east)",
+        height=H8 * 1.6,
+        depth=D1,
+        width=W1,
+        caption=f"Latent Space",
+    ),
+    # to_connection("fc1", "latent"),
+    # --------------------------- DECODER ---------------------------
+    # FC back to 16384
+    to_fc(
+        "fc3",
+        n_filer="{{8×128×8}}",
+        offset="(2,0,0)",
+        to="(latent-east)",
+        height=H1,
+        depth=D512,
+        width=W1,
+        caption=f"FC",
+    ),
+    to_Conv(
+        "unsqueeze",
+        s_filer="",
+        n_filer=32,
+        offset="(2,0,0)",
+        to="(fc3-east)",
+        height=H8,
+        depth=D128,
+        width=W32,
+        caption="unsqueeze",
+    ),
+    # to_connection("latent", "fc3"),
+    # Reshape to 4×8×512
+    to_UnPool(
+        "up1",
+        offset="(2,0,0)",
+        to="(unsqueeze-east)",
+        height=H16,
+        depth=D256,
+        width=W32,
+        caption="",
+    ),
+    to_Conv(
+        "dwdeconv1",
+        s_filer="",
+        n_filer=1,
+        offset="(0,0,0)",
+        to="(up1-east)",
+        height=H16,
+        depth=D256,
+        width=W1,
+        caption="deconv1",
+    ),
+    to_Conv(
+        "dwdeconv2",
+        s_filer="{{256×16}}",
+        n_filer=32,
+        offset="(0,0,0)",
+        to="(dwdeconv1-east)",
+        height=H16,
+        depth=D256,
+        width=W32,
+        caption="",
+    ),
+    to_UnPool(
+        "up2",
+        offset="(2,0,0)",
+        to="(dwdeconv2-east)",
+        height=H16,
+        depth=D1024,
+        width=W32,
+        caption="",
+    ),
+    to_Conv(
+        "dwdeconv3",
+        s_filer="",
+        n_filer=1,
+        offset="(0,0,0)",
+        to="(up2-east)",
+        height=H16,
+        depth=D1024,
+        width=W1,
+        caption="deconv2",
+    ),
+    to_Conv(
+        "dwdeconv4",
+        s_filer="{{1024×16}}",
+        n_filer=16,
+        offset="(0,0,0)",
+        to="(dwdeconv3-east)",
+        height=H16,
+        depth=D1024,
+        width=W16,
+        caption="",
+    ),
+    to_UnPool(
+        "up3",
+        offset="(2,0,0)",
+        to="(dwdeconv4-east)",
+        height=H32,
+        depth=D2048,
+        width=W16,
+        caption="",
+    ),
+    to_Conv(
+        "dwdeconv5",
+        s_filer="",
+        n_filer=1,
+        offset="(0,0,0)",
+        to="(up3-east)",
+        height=H32,
+        depth=D2048,
+        width=W1,
+        caption="deconv3",
+    ),
+    to_Conv(
+        "dwdeconv6",
+        s_filer="{{2048×32}}",
+        n_filer=8,
+        offset="(0,0,0)",
+        to="(dwdeconv5-east)",
+        height=H32,
+        depth=D2048,
+        width=W8,
+        caption="",
+    ),
+    to_Conv(
+        "outconv",
+        s_filer="{{2048×32}}",
+        n_filer=1,
+        offset="(2,0,0)",
+        to="(dwdeconv6-east)",
+        height=H32,
+        depth=D2048,
+        width=W1,
+        caption="deconv4",
+    ),
+    # to_connection("up2", "deconv2"),
+    # Output
+    to_Conv(
+        "out",
+        s_filer="{{2048×32}}",
+        n_filer=1,
+        offset="(2,0,0)",
+        to="(outconv-east)",
+        height=H32,
+        depth=D2048,
+        width=W1,
+        caption="output",
+    ),
+    # to_connection("deconv2", "out"),
+    to_end(),
+]
+
+
+def main():
+    name = "subter_lenet_arch"
+    to_generate(arch, name + ".tex")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.tex b/thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.tex
new file mode 100644
index 0000000..fbf0f50
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/deepsad/subter_ef_arch.tex
@@ -0,0 +1,361 @@
+
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\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;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\SumColor{rgb:blue,5;green,15}
+
+
+\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]
+
+
+\pic[shift={(0,0,0)}] at (0,0,0) 
+    {Box={
+        name=input,
+        caption=input,
+        xlabel={{1, }},
+        zlabel={{2048×32}},
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (input-east) 
+    {Box={
+        name=dwconv1,
+        caption=,
+        xlabel={{1, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (dwconv1-east) 
+    {Box={
+        name=dwconv2,
+        caption=conv1,
+        xlabel={{16, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=26,
+        width=4,
+        depth=52
+        }
+    };
+
+
+\pic[shift={ (0,0,0) }] at (dwconv2-east) 
+    {Box={
+        name=pool1,
+        caption=,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=26,
+        width=4,
+        depth=24
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (pool1-east) 
+    {Box={
+        name=dwconv3,
+        caption=,
+        xlabel={{1, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=24
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (dwconv3-east) 
+    {Box={
+        name=dwconv4,
+        caption=conv2,
+        xlabel={{32, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=26,
+        width=8,
+        depth=24
+        }
+    };
+
+
+\pic[shift={ (0,0,0) }] at (dwconv4-east) 
+    {Box={
+        name=pool2,
+        caption=,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=18,
+        width=8,
+        depth=12
+        }
+    };
+
+
+\pic[shift={ (0,0,0) }] at (pool2-east) 
+    {Box={
+        name=pool3,
+        caption=,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=12,
+        width=8,
+        depth=6
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (pool3-east) 
+    {Box={
+        name=squeeze,
+        caption=squeeze,
+        xlabel={{8, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=12,
+        width=2,
+        depth=6
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (squeeze-east)
+    {Box={
+        name=fc1,
+        caption=FC,
+        xlabel={{" ","dummy"}},
+        zlabel={{8×128×8}},
+        fill=\FcColor,
+        opacity=0.8,
+        height=1,
+        width=1,
+        depth=24
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (fc1-east) 
+    {Box={
+        name=latent,
+        caption=Latent Space,
+        xlabel={{, }},
+        zlabel=latent dim,
+        fill=\ConvColor,
+        height=19.200000000000003,
+        width=1,
+        depth=1
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (latent-east)
+    {Box={
+        name=fc3,
+        caption=FC,
+        xlabel={{" ","dummy"}},
+        zlabel={{8×128×8}},
+        fill=\FcColor,
+        opacity=0.8,
+        height=1,
+        width=1,
+        depth=24
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (fc3-east) 
+    {Box={
+        name=unsqueeze,
+        caption=unsqueeze,
+        xlabel={{32, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=12,
+        width=8,
+        depth=6
+        }
+    };
+
+
+\pic[shift={ (2,0,0) }] at (unsqueeze-east) 
+    {Box={
+        name=up1,
+        caption=,
+        fill=\UnpoolColor,
+        opacity=0.5,
+        height=18,
+        width=8,
+        depth=12
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (up1-east) 
+    {Box={
+        name=dwdeconv1,
+        caption=deconv1,
+        xlabel={{1, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=18,
+        width=1,
+        depth=12
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (dwdeconv1-east) 
+    {Box={
+        name=dwdeconv2,
+        caption=,
+        xlabel={{32, }},
+        zlabel={{256×16}},
+        fill=\ConvColor,
+        height=18,
+        width=8,
+        depth=12
+        }
+    };
+
+
+\pic[shift={ (2,0,0) }] at (dwdeconv2-east) 
+    {Box={
+        name=up2,
+        caption=,
+        fill=\UnpoolColor,
+        opacity=0.5,
+        height=18,
+        width=8,
+        depth=36
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (up2-east) 
+    {Box={
+        name=dwdeconv3,
+        caption=deconv2,
+        xlabel={{1, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=18,
+        width=1,
+        depth=36
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (dwdeconv3-east) 
+    {Box={
+        name=dwdeconv4,
+        caption=,
+        xlabel={{16, }},
+        zlabel={{1024×16}},
+        fill=\ConvColor,
+        height=18,
+        width=4,
+        depth=36
+        }
+    };
+
+
+\pic[shift={ (2,0,0) }] at (dwdeconv4-east) 
+    {Box={
+        name=up3,
+        caption=,
+        fill=\UnpoolColor,
+        opacity=0.5,
+        height=26,
+        width=4,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (up3-east) 
+    {Box={
+        name=dwdeconv5,
+        caption=deconv3,
+        xlabel={{1, }},
+        zlabel=,
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (dwdeconv5-east) 
+    {Box={
+        name=dwdeconv6,
+        caption=,
+        xlabel={{8, }},
+        zlabel={{2048×32}},
+        fill=\ConvColor,
+        height=26,
+        width=2,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (dwdeconv6-east) 
+    {Box={
+        name=outconv,
+        caption=deconv4,
+        xlabel={{1, }},
+        zlabel={{2048×32}},
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (outconv-east) 
+    {Box={
+        name=out,
+        caption=output,
+        xlabel={{1, }},
+        zlabel={{2048×32}},
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=52
+        }
+    };
+
+
+\end{tikzpicture}
+\end{document}
+
diff --git a/thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.py b/thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.py
new file mode 100644
index 0000000..a33782a
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.py
@@ -0,0 +1,192 @@
+# subter_lenet_arch.py
+# Requires running from inside the PlotNeuralNet repo, like: python3 ../subter_lenet_arch.py
+import sys, argparse
+
+sys.path.append("../")  # import pycore from repo root
+
+from pycore.tikzeng import *
+
+parser = argparse.ArgumentParser()
+parser.add_argument("--rep_dim", type=int, default=1024, help="latent size for FC")
+args = parser.parse_args()
+REP = int(args.rep_dim)
+
+# Visual scales so the huge width doesn't dominate the figure
+H32, H16, H8 = 26, 18, 12
+D2048, D1024, D512 = 52, 36, 24
+W1, W4, W8 = 1, 2, 4
+
+
+arch = [
+    to_head(".."),
+    to_cor(),
+    to_begin(),
+    # --------------------------- ENCODER ---------------------------
+    # Input 1×32×2048  (caption carries H×W; s_filer is numeric)
+    to_Conv(
+        "input",
+        s_filer="{{2048×32}}",
+        n_filer=1,
+        offset="(0,0,0)",
+        to="(0,0,0)",
+        height=H32,
+        depth=D2048,
+        width=W1,
+        caption="input",
+    ),
+    # Conv1 (5x5, same): 1->8, 32×2048
+    to_Conv(
+        "conv1",
+        s_filer="{{1024×16}}",
+        n_filer=8,
+        offset="(2,0,0)",
+        to="(input-east)",
+        height=H32,
+        depth=D2048,
+        width=W8,
+        caption="conv1",
+    ),
+    # Pool1 2×2: 32×2048 -> 16×1024
+    # to_connection("input", "conv1"),
+    to_Pool(
+        "pool1",
+        offset="(0,0,0)",
+        to="(conv1-east)",
+        height=H16,
+        depth=D1024,
+        width=W8,
+        caption="",
+    ),
+    # Conv2 (5x5, same): 8->4, stays 16×1024
+    to_Conv(
+        "conv2",
+        s_filer="{{512×8}}",
+        n_filer=4,
+        offset="(2,0,0)",
+        to="(pool1-east)",
+        height=H16,
+        depth=D1024,
+        width=W4,
+        caption="conv2",
+    ),
+    # Pool2 2×2: 16×1024 -> 8×512
+    # to_connection("pool1", "conv2"),
+    to_Pool(
+        "pool2",
+        offset="(0,0,0)",
+        to="(conv2-east)",
+        height=H8,
+        depth=D512,
+        width=W4,
+        caption="",
+    ),
+    # FC -> rep_dim (use numeric n_filer)
+    to_fc(
+        "fc1",
+        n_filer="{{4×512×8}}",
+        offset="(2,0,0)",
+        to="(pool2-east)",
+        height=1.3,
+        depth=D512,
+        width=W1,
+        caption=f"FC",
+    ),
+    # to_connection("pool2", "fc1"),
+    # --------------------------- LATENT  ---------------------------
+    to_Conv(
+        "latent",
+        n_filer="",
+        s_filer="latent dim",
+        offset="(2,0,0)",
+        to="(fc1-east)",
+        height=H8 * 1.6,
+        depth=1.3,
+        width=W1,
+        caption=f"Latent Space",
+    ),
+    # to_connection("fc1", "latent"),
+    # --------------------------- DECODER ---------------------------
+    # FC back to 16384
+    to_fc(
+        "fc3",
+        n_filer="{{4×512×8}}",
+        offset="(2,0,0)",
+        to="(latent-east)",
+        height=1.3,
+        depth=D512,
+        width=W1,
+        caption=f"FC",
+    ),
+    # to_connection("latent", "fc3"),
+    # Reshape to 4×8×512
+    to_UnPool(
+        "up1",
+        offset="(2,0,0)",
+        to="(fc3-east)",
+        height=H16,
+        depth=D1024,
+        width=W4,
+        caption="",
+    ),
+    # Up ×2: 8×512 -> 16×1024 (we just draw a labeled box)
+    # DeConv1 (5×5, same): 4->8, 16×1024
+    to_Conv(
+        "deconv1",
+        s_filer="{{1024×16}}",
+        n_filer=8,
+        offset="(0,0,0)",
+        to="(up1-east)",
+        height=H16,
+        depth=D1024,
+        width=W8,
+        caption="deconv1",
+    ),
+    # to_connection("fc3", "up1"),
+    # Up ×2: 16×1024 -> 32×2048
+    to_UnPool(
+        "up2",
+        offset="(2,0,0)",
+        to="(deconv1-east)",
+        height=H32,
+        depth=D2048,
+        width=W8,
+        caption="",
+    ),
+    # to_connection("deconv1", "up2"),
+    # DeConv2 (5×5, same): 8->1, 32×2048
+    to_Conv(
+        "deconv2",
+        s_filer="{{2048×32}}",
+        n_filer=1,
+        offset="(0,0,0)",
+        to="(up2-east)",
+        height=H32,
+        depth=D2048,
+        width=W1,
+        caption="deconv2",
+    ),
+    # to_connection("up2", "deconv2"),
+    # Output
+    to_Conv(
+        "out",
+        s_filer="{{2048×32}}",
+        n_filer=1,
+        offset="(2,0,0)",
+        to="(deconv2-east)",
+        height=H32,
+        depth=D2048,
+        width=1.0,
+        caption="output",
+    ),
+    # to_connection("deconv2", "out"),
+    to_end(),
+]
+
+
+def main():
+    name = "subter_lenet_arch"
+    to_generate(arch, name + ".tex")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.tex b/thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.tex
new file mode 100644
index 0000000..beff65d
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/deepsad/subter_lenet_arch.tex
@@ -0,0 +1,209 @@
+
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\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;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\SumColor{rgb:blue,5;green,15}
+
+
+\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]
+
+
+\pic[shift={(0,0,0)}] at (0,0,0) 
+    {Box={
+        name=input,
+        caption=input,
+        xlabel={{1, }},
+        zlabel={{2048×32}},
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (input-east) 
+    {Box={
+        name=conv1,
+        caption=conv1,
+        xlabel={{8, }},
+        zlabel={{1024×16}},
+        fill=\ConvColor,
+        height=26,
+        width=4,
+        depth=52
+        }
+    };
+
+
+\pic[shift={ (0,0,0) }] at (conv1-east) 
+    {Box={
+        name=pool1,
+        caption=,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=18,
+        width=4,
+        depth=36
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (pool1-east) 
+    {Box={
+        name=conv2,
+        caption=conv2,
+        xlabel={{4, }},
+        zlabel={{512×8}},
+        fill=\ConvColor,
+        height=18,
+        width=2,
+        depth=36
+        }
+    };
+
+
+\pic[shift={ (0,0,0) }] at (conv2-east) 
+    {Box={
+        name=pool2,
+        caption=,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=12,
+        width=2,
+        depth=24
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (pool2-east)
+    {Box={
+        name=fc1,
+        caption=FC,
+        xlabel={{" ","dummy"}},
+        zlabel={{4×512×8}},
+        fill=\FcColor,
+        opacity=0.8,
+        height=1.3,
+        width=1,
+        depth=24
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (fc1-east) 
+    {Box={
+        name=latent,
+        caption=Latent Space,
+        xlabel={{, }},
+        zlabel=latent dim,
+        fill=\ConvColor,
+        height=19.200000000000003,
+        width=1,
+        depth=1.3
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (latent-east)
+    {Box={
+        name=fc3,
+        caption=FC,
+        xlabel={{" ","dummy"}},
+        zlabel={{4×512×8}},
+        fill=\FcColor,
+        opacity=0.8,
+        height=1.3,
+        width=1,
+        depth=24
+        }
+    };
+
+
+\pic[shift={ (2,0,0) }] at (fc3-east) 
+    {Box={
+        name=up1,
+        caption=,
+        fill=\UnpoolColor,
+        opacity=0.5,
+        height=18,
+        width=2,
+        depth=36
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (up1-east) 
+    {Box={
+        name=deconv1,
+        caption=deconv1,
+        xlabel={{8, }},
+        zlabel={{1024×16}},
+        fill=\ConvColor,
+        height=18,
+        width=4,
+        depth=36
+        }
+    };
+
+
+\pic[shift={ (2,0,0) }] at (deconv1-east) 
+    {Box={
+        name=up2,
+        caption=,
+        fill=\UnpoolColor,
+        opacity=0.5,
+        height=26,
+        width=4,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(0,0,0)}] at (up2-east) 
+    {Box={
+        name=deconv2,
+        caption=deconv2,
+        xlabel={{1, }},
+        zlabel={{2048×32}},
+        fill=\ConvColor,
+        height=26,
+        width=1,
+        depth=52
+        }
+    };
+
+
+\pic[shift={(2,0,0)}] at (deconv2-east) 
+    {Box={
+        name=out,
+        caption=output,
+        xlabel={{1, }},
+        zlabel={{2048×32}},
+        fill=\ConvColor,
+        height=26,
+        width=1.0,
+        depth=52
+        }
+    };
+
+
+\end{tikzpicture}
+\end{document}
+
diff --git a/thesis/third_party/PlotNeuralNet/examples/AlexNet/alexnet.tex b/thesis/third_party/PlotNeuralNet/examples/AlexNet/alexnet.tex
new file mode 100644
index 0000000..ebc1e68
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/AlexNet/alexnet.tex
@@ -0,0 +1,216 @@
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\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;white,5}
+\def\PoolColor{rgb:red,1;black,0.3}
+\def\UnpoolColor{rgb:blue,2;green,1;black,0.3}
+\def\FcColor{rgb:blue,2;green,5;white,5}
+\def\FcReluColor{blue,2;green,5;;white,4}
+\def\SoftmaxColor{rgb:magenta,5;black,7}   
+
+
+\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]
+
+
+\pic[shift={(0,0,0)}] at (0,0,0) 
+    {Box={
+        name=conv0,
+        caption= ,
+        xlabel={{3, }},
+        zlabel=224,
+        fill=\ConvColor,
+        height=44.8,
+        width=3,
+        depth=44.8
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (conv0-east) 
+    {Box={
+        name=conv1,
+        caption= ,
+        xlabel={{96, }},
+        zlabel=55,
+        fill=\ConvColor,
+        height=11.0,
+        width=4.8,
+        depth=11.0
+        }
+    };
+
+
+\draw [connection]  (conv0-east)    -- node {\midarrow} (conv1-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv1-east) 
+    {Box={
+        name=pool1,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=5.4,
+        width=1,
+        depth=5.4
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool1-east) 
+    {Box={
+        name=conv2,
+        caption= ,
+        xlabel={{256, }},
+        zlabel=27,
+        fill=\ConvColor,
+        height=5.4,
+        width=12.8,
+        depth=5.4
+        }
+    };
+
+
+\draw [connection]  (pool1-east)    -- node {\midarrow} (conv2-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv2-east) 
+    {Box={
+        name=pool2,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=2.6,
+        width=1,
+        depth=2.6
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool2-east) 
+    {Box={
+        name=conv3,
+        caption= ,
+        xlabel={{384, }},
+        zlabel=13,
+        fill=\ConvColor,
+        height=2.6,
+        width=19.2,
+        depth=2.6
+        }
+    };
+
+
+\draw [connection]  (pool2-east)    -- node {\midarrow} (conv3-west);
+
+
+\pic[shift={(1,0,0)}] at (conv3-east) 
+    {Box={
+        name=conv4,
+        caption= ,
+        xlabel={{384, }},
+        zlabel=13,
+        fill=\ConvColor,
+        height=2.6,
+        width=19.2,
+        depth=2.6
+        }
+    };
+
+
+\draw [connection]  (conv3-east)    -- node {\midarrow} (conv4-west);
+
+
+\pic[shift={(1,0,0)}] at (conv4-east) 
+    {Box={
+        name=conv5,
+        caption= ,
+        xlabel={{256, }},
+        zlabel=13,
+        fill=\ConvColor,
+        height=2.6,
+        width=12.8,
+        depth=2.6
+        }
+    };
+
+
+\draw [connection]  (conv4-east)    -- node {\midarrow} (conv5-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv5-east) 
+    {Box={
+        name=pool3,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=1.2,
+        width=1,
+        depth=1.2
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool3-east) 
+    {Box={
+        name=Fc1,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=4096,
+        fill=\FcColor,
+        height=1,
+        width=1,
+        depth=40.96
+        }
+    };
+
+
+\draw [connection]  (pool3-east)    -- node {\midarrow} (Fc1-west);
+
+
+\pic[shift={(2,0,0)}] at (Fc1-east) 
+    {Box={
+        name=Fc2,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=4096,
+        fill=\FcColor,
+        height=1,
+        width=1,
+        depth=40.96
+        }
+    };
+
+
+\draw [connection]  (Fc1-east)    -- node {\midarrow} (Fc2-west);
+
+
+\pic[shift={(3,0,0)}] at (Fc2-east) 
+    {Box={
+        name=soft1,
+        caption=SOFT,
+        xlabel={{" ","dummy"}},
+        zlabel=1000,
+        fill=\SoftmaxColor,
+        opacity=0.8,
+        height=3,
+        width=1.5,
+        depth=25
+        }
+    };
+
+
+\draw [connection]  (Fc2-east)    -- node {\midarrow} (soft1-west);
+
+
+\end{tikzpicture}
+\end{document}
diff --git a/thesis/third_party/PlotNeuralNet/examples/AlexNet/alexnet_data.png b/thesis/third_party/PlotNeuralNet/examples/AlexNet/alexnet_data.png
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diff --git a/thesis/third_party/PlotNeuralNet/examples/HED/HED.tex b/thesis/third_party/PlotNeuralNet/examples/HED/HED.tex
new file mode 100644
index 0000000..dd45475
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/HED/HED.tex
@@ -0,0 +1,134 @@
+\documentclass[border=15pt, multi, tikz]{standalone}
+\usepackage{import}
+\subimport{../../layers/}{init}
+\usetikzlibrary{positioning}
+
+\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\DcnvColor{rgb:blue,5;green,2.5;white,5}
+\def\SoftmaxColor{rgb:magenta,5;black,7}
+\def\SumColor{rgb:blue,5;green,15}
+\def\poolsep{1}
+
+
+\begin{document}
+\begin{tikzpicture}
+\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.6]
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Layer Blocks
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% conv1_1,conv1_2,%pool1
+\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,%
+        xlabel={{"64","64"}},zlabel=I,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2,2},depth=40}};
+\pic[shift={(\poolsep,0,0)}] at (cr1-east) {Box={name=p1,%
+        fill=\PoolColor,opacity=0.5,height=30,width=1,depth=30}};
+% conv2_1,conv2_2,pool2
+\pic[shift={(1,0,0)}] at (p1-east) {RightBandedBox={name=cr2,%
+        xlabel={{"64","64"}},zlabel=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=30,width={3,3},depth=30}};
+\pic[shift={(\poolsep,0,0)}] at (cr2-east) {Box={name=p2,%
+        fill=\PoolColor,opacity=0.5,height=23,width=1,depth=23}};
+% conv3_1,conv3_2,pool3
+\pic[shift={(1,0,0)}] at (p2-east) {RightBandedBox={name=cr3,%
+        xlabel={{"256","256","256"}},zlabel=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=23,width={4,4,4},depth=23}};
+\pic[shift={(\poolsep,0,0)}] at (cr3-east) {Box={name=p3,%
+        fill=\PoolColor,opacity=0.5,height=14,width=1,depth=14}};
+% conv4_1,conv4_2,conv4_3,pool4
+\pic[shift={(1,0,0)}] at (p3-east) {RightBandedBox={name=cr4,%
+        xlabel={{"512","512","512"}},zlabel=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=14,width={7,7,7},depth=14}};
+\pic[shift={(\poolsep,0,0)}] at (cr4-east) {Box={name=p4,%
+        fill=\PoolColor,opacity=0.5,height=8,width=1,depth=8}};
+% conv5_1,conv5_2,conv5_3,pool5
+\pic[shift={(1,0,0)}] at (p4-east) {RightBandedBox={name=cr5,%
+        xlabel={{"512","512","512"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=8,width={7,7,7},depth=8}};
+%% fc8 -> cr8 (score32)
+\pic[shift={(0,0,0)}] at (cr5-east) {Box={name=score16,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,%
+        height=8,width=2,depth=8,zlabel=I/16}};
+
+%% Upsampling Deconv Layer
+%% Dcnv16    
+\pic[shift={(2.5,0,0)}] at (score16-east) {Box={name=d16,%
+        xlabel={{"","dummy"}},fill=\DcnvColor,opacity=0.7,height=40,width=0.5,depth=40}};
+%% Dcnv8    
+\pic[shift={(.25,0,0)}] at (d16-east) {Box={name=d8,%
+        xlabel={{"","dummy"}},fill=\DcnvColor,opacity=0.7,height=40,width=0.5,depth=40}};
+%% Dcnv4    
+\pic[shift={(.25,0,0)}] at (d8-east) {Box={name=d4,%
+        xlabel={{"","dummy"}},fill=\DcnvColor,opacity=0.7,height=40,width=0.5,depth=40}};
+%% Dcnv2    
+\pic[shift={(.25,0,0)}] at (d4-east) {Box={name=d2,%
+        xlabel={{"","dummy"}},fill=,opacity=0.01,height=40,width=0.5,depth=40}};
+
+%% Dcnv envelope    
+\pic[shift={(-0.2,0,0)}] at (d16-west) {Box={name=env,caption=concatenation of deconvolved feature maps,%
+        xlabel={{"","dummy"}},fill=,opacity=0.2,height=42,width={8},depth=42}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\def\skipshift{6.5}
+%%Joining with previous streams (fcn-16)
+%% score16
+\pic[shift={(0,0,3+\skipshift)}] at (cr5-anchor) {Box={name=score8,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,height=14,width=2,depth=14,zlabel=I/8}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%Joining with previous streams (fcn-8)
+%% score8
+\pic[shift={(0,0,8+\skipshift)}] at (cr4-east) {Box={name=score4,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,height=23,width=2,depth=23,zlabel=I/4}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%Joining with previous streams (fcn-4)
+%% score4
+\pic[shift={(1,0,13+\skipshift)}] at (cr3-east) {Box={name=score2,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,height=30,width=2,depth=30,zlabel=I/2}}; 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%Joining with previous streams (fcn-2)
+%% score2
+\pic[shift={(0.3,0,22+\skipshift)}] at (p2-east) {Box={name=score,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,height=40,width=2,depth=40,zlabel=I}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Final convolution
+
+\pic[shift={(3,0,0)}] at (d2-east) {Box={name=output,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,height=40,width=2,depth=40,zlabel=I}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%% Draw connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw [connection]  (cr1-east)    -- node {\midarrow} (p1-west);
+\draw [connection]  (p1-east)    -- node {\midarrow} (cr2-west);
+\draw [connection]  (cr2-east)    -- node {\midarrow} (p2-west);
+\draw [connection]  (p2-east)    -- node {\midarrow} (cr3-west);
+\draw [connection]  (cr3-east)    -- node {\midarrow} (p3-west);
+\draw [connection]  (p3-east)    -- node {\midarrow} (cr4-west);
+\draw [connection]  (cr4-east)    -- node {\midarrow} (p4-west);
+\draw [connection]  (p4-east)    -- node {\midarrow} (cr5-west);
+\draw [connection]  (score16-east)    -- node {\midarrow} (d16-west);
+%
+\path (cr4-east) -- (p4-west) coordinate[pos=0.4] (after4) ;
+\draw (d16-near)++(0,0,-1+\skipshift) coordinate (d16h);
+\draw [connection]  (after4)    -- node {\midarrow} ++(0,0,3+\skipshift) -- node {\midarrow} (score8-west);
+\draw [connection]  (score8-east) -- node{\midarrow} (d16h) -- node{\midarrow}(d16-near);
+%
+\path (cr3-east) -- (p3-west) coordinate[pos=0.4] (after3) ;
+\draw (d8-near)++(0,0,4+\skipshift) coordinate (d8h);
+\draw [connection]  (after3)    -- node {\midarrow} ++(0,0,8+\skipshift) -- node {\midarrow} (score4-west);
+\draw [connection]  (score4-east) -- node{\midarrow} (d8h) -- node{\midarrow}(d8-near);
+%
+\path (cr2-east) -- (p2-west) coordinate[pos=0.4] (after2) ;
+\draw (d4-near)++(0,0,9+\skipshift) coordinate (d4h);
+\draw [connection]  (after2)    -- node {\midarrow} ++(0,0,13+\skipshift) -- node {\midarrow} (score2-west);
+\draw [connection]  (score2-east) -- node{\midarrow} (d4h) -- node{\midarrow}(d4-near);
+%
+\path (cr1-east) -- (p1-west) coordinate[pos=0.4] (after1) ;
+\draw (d2-near)++(0,0,18+\skipshift) coordinate (d2h);
+\draw [connection]  (after1)    -- node {\midarrow} ++(0,0,22+\skipshift) -- node {\midarrow} (score-west);
+\draw [connection]  (score-east) -- node{\midarrow} (d2h) -- node{\midarrow}(d2-near);
+
+\draw [connection]  (d2-east)    -- node {\midarrow} (output-west);
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\end{tikzpicture}
+\end{document}\grid
diff --git a/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.tex b/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.tex
new file mode 100644
index 0000000..411053d
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.tex
@@ -0,0 +1,152 @@
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\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;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}   
+
+
+\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]
+
+
+\pic[shift={(0,0,0)}] at (0,0,0) 
+    {Box={
+        name=conv0,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=32,
+        fill=\ConvColor,
+        height=32,
+        width=1,
+        depth=32
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (conv0-east) 
+    {Box={
+        name=conv1,
+        caption= ,
+        xlabel={{6, }},
+        zlabel=28,
+        fill=\ConvColor,
+        height=28,
+        width=6,
+        depth=28
+        }
+    };
+
+
+\draw [connection]  (conv0-east)    -- node {\midarrow} (conv1-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv1-east) 
+    {Box={
+        name=pool1,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=14,
+        width=6,
+        depth=14
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool1-east) 
+    {Box={
+        name=conv2,
+        caption= ,
+        xlabel={{16, }},
+        zlabel=10,
+        fill=\ConvColor,
+        height=10,
+        width=16,
+        depth=10
+        }
+    };
+
+
+\draw [connection]  (pool1-east)    -- node {\midarrow} (conv2-west);
+
+
+\pic[shift={ (0,0,0) }] at (conv2-east) 
+    {Box={
+        name=pool2,
+        caption= ,
+        fill=\PoolColor,
+        opacity=0.5,
+        height=5,
+        width=16,
+        depth=5
+        }
+    };
+
+
+\pic[shift={(1,0,0)}] at (pool2-east) 
+    {Box={
+        name=conv3,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=120,
+        fill=\ConvColor,
+        height=1,
+        width=1,
+        depth=120
+        }
+    };
+
+
+\draw [connection]  (pool2-east)    -- node {\midarrow} (conv3-west);
+
+
+\pic[shift={(2,0,0)}] at (conv3-east) 
+    {Box={
+        name=conv4,
+        caption= ,
+        xlabel={{1, }},
+        zlabel=84,
+        fill=\ConvColor,
+        height=1,
+        width=1,
+        depth=84
+        }
+    };
+
+
+\draw [connection]  (conv3-east)    -- node {\midarrow} (conv4-west);
+
+
+\pic[shift={(3,0,0)}] at (conv4-east) 
+    {Box={
+        name=soft1,
+        caption=SOFT,
+        xlabel={{" ","dummy"}},
+        zlabel=10,
+        fill=\SoftmaxColor,
+        opacity=0.8,
+        height=3,
+        width=1.5,
+        depth=25
+        }
+    };
+
+
+\draw [connection]  (conv4-east)    -- node {\midarrow} (soft1-west);
+
+
+\end{tikzpicture}
+\end{document}
diff --git a/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.txt b/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.txt
new file mode 100644
index 0000000..8f063fa
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet.txt
@@ -0,0 +1,8 @@
+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)
\ No newline at end of file
diff --git a/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet_data2.png b/thesis/third_party/PlotNeuralNet/examples/LeNet/lenet_data2.png
new file mode 100644
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diff --git a/thesis/third_party/PlotNeuralNet/examples/SoftmaxLoss/SoftmaxLoss.tex b/thesis/third_party/PlotNeuralNet/examples/SoftmaxLoss/SoftmaxLoss.tex
new file mode 100644
index 0000000..c74ca20
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/SoftmaxLoss/SoftmaxLoss.tex
@@ -0,0 +1,47 @@
+\documentclass[border=15pt, multi, tikz]{standalone}
+\usepackage{import}
+\subimport{../../layers/}{init}
+\usetikzlibrary{positioning}
+
+\newcommand{\up}{0.25}
+\newcommand{\down}{0.25}
+\newcommand{\arrowlength}{4}
+
+\begin{document}
+\begin{tikzpicture}
+\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw previous connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw [connection]  (-\arrowlength,\up,0) 
+node[anchor=south west,scale=2.1]{$p(x^{(t)})$}   
+-- node {\midarrow} (0,\up,0);  
+\draw [connection]  (0,-\down,0)  -- node {\midarrow} ++(-\arrowlength.0,0)
+node[anchor=north west,inner sep = 10, xshift=-25,scale=2.3]
+{
+    $\frac{\partial L}{\partial E_\mathcal{S}}\frac{\partial E_\mathcal{S}}{\partial p}$
+};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Layer Blocks
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\pic[shift={(0,0,0)}] at (0,0,0) {Box={name=crp1,caption=SoftmaxLoss: $E_\mathcal{S}$ ,%
+        fill={rgb:blue,1.5;red,3.5;green,3.5;white,5},opacity=0.5,height=20,width=7,depth=20}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw next connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw [connection]  (crp1-east)++(0,\up,0) -- node {\midarrow} ++(\arrowlength.0,0) 
+node [anchor=south east,scale=2.1]{$E_\mathcal{S} [p;\theta]$};
+
+\draw [connection]  (crp1-east)++(\arrowlength,-\down,0)  
+node[anchor=north east,inner sep = 10, xshift=25,scale=2.3]
+{
+    $\frac{\partial L}{\partial E_\mathcal{S}} = \lambda_\mathcal{S}$
+}   
+-- node {\midarrow} ++(-\arrowlength,0,0);
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+   		
+
+\end{tikzpicture}
+\end{document}
diff --git a/thesis/third_party/PlotNeuralNet/examples/Unet/Unet.tex b/thesis/third_party/PlotNeuralNet/examples/Unet/Unet.tex
new file mode 100644
index 0000000..25f366b
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/Unet/Unet.tex
@@ -0,0 +1,164 @@
+\documentclass[border=8pt, multi, tikz]{standalone}
+%\usepackage{blocks}
+\usepackage{import}
+\subimport{../../layers/}{init}
+\usetikzlibrary{positioning}
+
+\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}
+
+
+\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]
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Encoder
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% conv1_1,conv1_2
+\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,%
+        xlabel={{"64","64"}},zlabel=I,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2,2},depth=40}};
+%pool1
+\pic[shift={(0,0,0)}] at (cr1-east) {Box={name=p1,%
+        fill=\PoolColor,opacity=0.5,height=32,width=1,depth=32}};
+%%%%%%%%%%
+% conv2_1,conv2_2
+\pic[shift={(1,0,0)}] at (p1-east) {RightBandedBox={name=cr2,%
+        xlabel={{"128","128"}},zlabel=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=32,width={3.5,3.5},depth=32}};
+%pool2
+\pic[shift={(0,0,0)}] at (cr2-east) {Box={name=p2,%
+        fill=\PoolColor,opacity=0.5,height=25,width=1,depth=25}};
+%%%%%%%%%%
+% conv3_1,conv3_2
+\pic[shift={(0.75,0,0)}] at (p2-east) {RightBandedBox={name=cr3,%
+        xlabel={{"256","256"}},zlabel=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=25,width={4.5,4.5},depth=25}};
+%pool3
+\pic[shift={(0,0,0)}] at (cr3-east) {Box={name=p3,%
+        fill=\PoolColor,opacity=0.5,height=16,width=1,depth=16}};
+%%%%%%%%%%
+% conv4_1,conv4_2,conv4_3
+\pic[shift={(0.5,0,0)}] at (p3-east) {RightBandedBox={name=cr4,%
+        xlabel={{"512","512"}},zlabel=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=16,width={6,6},depth=16}};
+%pool4
+\pic[shift={(0,0,0)}] at (cr4-east) {Box={name=p4,%
+        fill=\PoolColor,opacity=0.5,height=8,width=1,depth=8}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Bottleneck
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% conv5_1,conv5_2,conv5_3
+\pic[shift={(0.75,0,0)}] at (p4-east) {RightBandedBox={name=cr5,caption=Bottleneck Conv,%
+        xlabel={{"1024","1024"}},zlabel=I/16,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=8,width={8,8},depth=8}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Decoder 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% unpool4, 
+\pic[shift={(1.2,0,0)}] at (cr5-east) {Box={name=up4,%
+        fill=\UnpoolColor,opacity=0.6,height=16,width=1,depth=16}};
+\pic[shift={(0,0,0)}] at (up4-east) {RightBandedBox={name=ucr4,%
+        xlabel={{"512","dummy"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=16,width=6,depth=16}};
+\pic[shift={(0,0,0)}] at (ucr4-east) {RightBandedBox={name=cat4,%
+        xlabel={{"512",""}},fill={rgb:white,1;black,3},bandfill={rgb:white,1;black,2},opacity=0.2,height=16,width=6,depth=16}};    
+\pic[shift={(0,0,0)}] at (cat4-east) {RightBandedBox={name=ucr4a,%
+        xlabel={{"512","512"}},zlabel=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=16,width={6,6},depth=16}};
+%%%%%%%%%%
+%% unpool3, 
+\pic[shift={(1.5,0,0)}] at (ucr4a-east) {Box={name=up3,%
+        fill=\UnpoolColor,opacity=0.6,height=25,width=1,depth=25}};
+\pic[shift={(0,0,0)}] at (up3-east) {RightBandedBox={name=ucr3,%
+        xlabel={{"256","dummy"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=25,width=4.5,depth=25}};
+\pic[shift={(0,0,0)}] at (ucr3-east) {RightBandedBox={name=cat3,%
+        xlabel={{"256",""}},fill={rgb:white,1;black,3},bandfill={rgb:white,1;black,2},opacity=0.2,height=25,width=4.5,depth=25}};
+\pic[shift={(0,0,0)}] at (cat3-east) {RightBandedBox={name=ucr3a,%
+        xlabel={{"256","256"}},zlabel=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=25,width={4.5,4.5},depth=25}};
+%%%%%%%%%%
+%% unpool2, 
+\pic[shift={(1,0,0)}] at (ucr3a-east) {Box={name=up2,%
+        fill=\UnpoolColor,opacity=0.6,height=32,width=1,depth=32}};
+\pic[shift={(0,0,0)}] at (up2-east) {RightBandedBox={name=ucr2,%
+        xlabel={{"128","dummy"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=32,width=3.5,depth=32}};
+\pic[shift={(0,0,0)}] at (ucr2-east) {RightBandedBox={name=cat2,%
+        xlabel={{"128",""}},fill={rgb:white,1;black,3},bandfill={rgb:white,1;black,2},opacity=0.2,height=32,width=3.5,depth=32}};    
+\pic[shift={(0,0,0)}] at (cat2-east) {RightBandedBox={name=ucr2a,%
+        xlabel={{"128","128"}},zlabel=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=32,width={3.5,3.5},depth=32}};
+%%%%%%%%%%
+%% unpool1, 
+\pic[shift={(1.5,0,0)}] at (ucr2a-east) {Box={name=up1,%
+        fill=\UnpoolColor,opacity=0.6,height=40,width=1,depth=40}};
+\pic[shift={(0,0,0)}] at (up1-east) {RightBandedBox={name=ucr1,%
+        xlabel={{"64","dummy"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width=2.5,depth=40}};
+\pic[shift={(0,0,0)}] at (ucr1-east) {RightBandedBox={name=cat1,%
+        xlabel={{"64",""}},fill={rgb:white,1;black,3},bandfill={rgb:white,1;black,2},opacity=0.2,height=40,width=2.5,depth=40}};  
+\pic[shift={(0,0,0)}] at (cat1-east) {RightBandedBox={name=ucr1a,%
+        xlabel={{"64","64"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2.5,2.5},depth=40}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Classifier 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\pic[shift={(0.75,0,0)}] at (ucr1a-east) {Box={name=out,caption=Softmax,%
+        zlabel=I,fill=\SoftmaxColor,height=40,width=1,depth=40}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Draw connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw [connection]  (p1-east)    -- node {\midarrow} (cr2-west);
+\draw [connection]  (p2-east)    -- node {\midarrow} (cr3-west);
+\draw [connection]  (p3-east)    -- node {\midarrow} (cr4-west);
+\draw [connection]  (p4-east)    -- node {\midarrow} (cr5-west);
+\draw [connection]  (cr5-east)   -- node {\midarrow} (up4-west);
+\draw [connection]  (ucr4a-east) -- node {\midarrow} (up3-west);
+\draw [connection]  (ucr3a-east) -- node {\midarrow} (up2-west);
+\draw [connection]  (ucr2a-east) -- node {\midarrow} (up1-west);
+\draw [connection]  (ucr1a-east) -- node {\midarrow} (out-west);
+%\draw [connection]  (out-east)   -- node {\midarrow} ++(2,0,0);
+
+\path (cr4-southeast) -- (cr4-northeast) coordinate[pos=1.25] (cr4-top) ;
+\path (cr3-southeast) -- (cr3-northeast) coordinate[pos=1.25] (cr3-top) ;
+\path (cr2-southeast) -- (cr2-northeast) coordinate[pos=1.25] (cr2-top) ;
+\path (cr1-southeast) -- (cr1-northeast) coordinate[pos=1.25] (cr1-top) ;
+
+\path (cat4-south)  -- (cat4-north)  coordinate[pos=1.25] (cat4-top) ;
+\path (cat3-south)  -- (cat3-north)  coordinate[pos=1.25] (cat3-top) ;
+\path (cat2-south)  -- (cat2-north)  coordinate[pos=1.25] (cat2-top)  ;
+\path (cat1-south)  -- (cat1-north)  coordinate[pos=1.25] (cat1-top)  ;
+%
+\draw [copyconnection]  (cr4-northeast)  
+-- node {\copymidarrow}(cr4-top)
+-- node {\copymidarrow}(cat4-top)
+-- node {\copymidarrow} (cat4-north);
+%
+\draw [copyconnection]  (cr3-northeast)  
+-- node {\copymidarrow}(cr3-top)
+-- node {\copymidarrow}(cat3-top)
+-- node {\copymidarrow} (cat3-north);
+%
+\draw [copyconnection]  (cr2-northeast)  
+-- node {\copymidarrow}(cr2-top)
+-- node {\copymidarrow}(cat2-top)
+-- node {\copymidarrow} (cat2-north);
+%
+\draw [copyconnection]  (cr1-northeast)  
+-- node {\copymidarrow}(cr1-top)
+-- node {\copymidarrow}(cat1-top)
+-- node {\copymidarrow} (cat1-north);
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\end{tikzpicture}
+\end{document}
diff --git a/thesis/third_party/PlotNeuralNet/examples/Unet_Ushape/Unet_ushape.tex b/thesis/third_party/PlotNeuralNet/examples/Unet_Ushape/Unet_ushape.tex
new file mode 100644
index 0000000..4482e27
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/Unet_Ushape/Unet_ushape.tex
@@ -0,0 +1,151 @@
+\documentclass[border=8pt, multi, tikz]{standalone}
+%\usepackage{blocks}
+\usepackage{import}
+\subimport{../../layers/}{init}
+\usetikzlibrary{positioning}
+
+\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\ConcatColor{rgb:blue,5;red,2.5;white,5}
+\def\FcReluColor{rgb:blue,5;red,5;white,4}
+\def\SoftmaxColor{rgb:magenta,5;black,7}
+
+
+\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]
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Encoder
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% conv1_1,conv1_2
+\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,%
+        xlabel={{"64","64"}},caption=I,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2,2},depth=40}};
+%pool1
+\pic[shift={(1.2,-10,0)}] at (cr1-east) {Box={name=p1,%
+        fill=\PoolColor,opacity=0.6,height=32,width=1,depth=32}};
+%%%%%%%%%%
+% conv2_1,conv2_2
+\pic[shift={(0,0,0)}] at (p1-east) {RightBandedBox={name=cr2,%
+        xlabel={{"128","128"}},caption=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=32,width={3.5,3.5},depth=32}};
+%pool2
+\pic[shift={(1.2,-8.5,0)}] at (cr2-east) {Box={name=p2,%
+        fill=\PoolColor,opacity=0.6,height=25,width=1,depth=25}};
+%%%%%%%%%%
+% conv3_1,conv3_2
+\pic[shift={(0,0,0)}] at (p2-east) {RightBandedBox={name=cr3,%
+        xlabel={{"256","256"}},caption=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=25,width={4.5,4.5},depth=25}};
+%pool3
+\pic[shift={(1.2,-6.5,0)}] at (cr3-east) {Box={name=p3,%
+        fill=\PoolColor,opacity=0.6,height=16,width=1,depth=16}};
+%%%%%%%%%%
+% conv4_1,conv4_2,conv4_3
+\pic[shift={(0,0,0)}] at (p3-east) {RightBandedBox={name=cr4,%
+        xlabel={{"512","512"}},caption=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=16,width={6,6},depth=16}};
+%pool4
+\pic[shift={(1.2,-3,0)}] at (cr4-east) {Box={name=p4,%
+        fill=\PoolColor,opacity=0.6,height=8,width=1,depth=8}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Bottleneck
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% conv5_1,conv5_2,conv5_3
+\pic[shift={(0,0,0)}] at (p4-east) {RightBandedBox={name=cr5,caption=I/16,%
+        xlabel={{"1024","1024"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=8,width={8,8},depth=8}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Decoder 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% unpool4, 
+\pic[shift={(0,0,0)}] at (cr5-east) {Box={name=up4,%
+        fill=\UnpoolColor,opacity=0.6,height=16,width=1,depth=16}};
+\pic[shift={(0,0,0)}] at (up4-east) {RightBandedBox={name=ucr4,%
+        xlabel={{"512","dummy"}},caption=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=16,width=6,depth=16}};
+\pic[shift={(0,3,0)}] at (ucr4-anchor) {Ball={name=cat4,fill=\ConcatColor,radius=2.5,logo=$||$}};    
+\pic[shift={(1.4,0,0)}] at (cat4-east) {RightBandedBox={name=ucr4a,%
+        xlabel={{"512","512"}},caption=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=16,width={6,6},depth=16}};
+%%%%%%%%%%
+%% unpool3, 
+\pic[shift={(0,0,0)}] at (ucr4a-east) {Box={name=up3,%
+        fill=\UnpoolColor,opacity=0.6,height=25,width=1,depth=25}};
+\pic[shift={(0,0,0)}] at (up3-east) {RightBandedBox={name=ucr3,%
+        xlabel={{"256","dummy"}},caption=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=25,width=4.5,depth=25}};
+\pic[shift={(0,6.5,0)}] at (ucr3-anchor) {Ball={name=cat3,fill=\ConcatColor,radius=2.5,logo=$||$}};
+\pic[shift={(1.5,0,0)}] at (cat3-east) {RightBandedBox={name=ucr3a,%
+        xlabel={{"256","256"}},caption=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=25,width={4.5,4.5},depth=25}};
+%%%%%%%%%%
+%% unpool2, 
+\pic[shift={(0,0,0)}] at (ucr3a-east) {Box={name=up2,%
+        fill=\UnpoolColor,opacity=0.6,height=32,width=1,depth=32}};
+\pic[shift={(0,0,0)}] at (up2-east) {RightBandedBox={name=ucr2,%
+        xlabel={{"128","dummy"}},caption=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=32,width=3.5,depth=32}};
+\pic[shift={(0,8.5,0)}] at (ucr2-anchor) {Ball={name=cat2,fill=\ConcatColor,radius=2.5,logo=$||$}};
+\pic[shift={(1.8,0,0)}] at (cat2-east) {RightBandedBox={name=ucr2a,%
+        xlabel={{"128","128"}},caption=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=32,width={3.5,3.5},depth=32}};
+%%%%%%%%%%
+%% unpool1, 
+\pic[shift={(0,0,0)}] at (ucr2a-east) {Box={name=up1,%
+        fill=\UnpoolColor,opacity=0.6,height=40,width=1,depth=40}};
+\pic[shift={(0,0,0)}] at (up1-east) {RightBandedBox={name=ucr1,%
+        xlabel={{"64","dummy"}},caption=I,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width=2.5,depth=40}};
+\pic[shift={(0,10,0)}] at (ucr1-anchor) {Ball={name=cat1,fill=\ConcatColor,radius=2.5,logo=$||$}};
+\pic[shift={(2,0,0)}] at (cat1-east) {RightBandedBox={name=ucr1a,%
+        xlabel={{"64","64"}},caption=I,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2.5,2.5},depth=40}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Classifier 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\pic[shift={(2,0,0)}] at (ucr1a-east) {Box={name=out,caption=Softmax,%
+        zlabel=I,fill=\SoftmaxColor,height=40,width=1,depth=40}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% Draw connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\path (cr1-east) -- (p1-west|-cr1-west) coordinate[pos=0.5] (crp1-mid) ;
+\path (cr2-east) -- (p2-west|-cr2-west) coordinate[pos=0.5] (crp2-mid) ;
+\path (cr3-east) -- (p3-west|-cr3-west) coordinate[pos=0.5] (crp3-mid) ;
+\path (cr4-east) -- (p4-west|-cr4-west) coordinate[pos=0.5] (crp4-mid) ;
+
+\draw[connection](cr1-east)--node{\midarrow}(crp1-mid)--node{\midarrow}(p1-west-|crp1-mid)--node{\midarrow}(p1-west);
+\draw[connection](cr2-east)--node{\midarrow}(crp2-mid)--node{\midarrow}(p2-west-|crp2-mid)--node{\midarrow}(p2-west);
+\draw[connection](cr3-east)--node{\midarrow}(crp3-mid)--node{\midarrow}(p3-west-|crp3-mid)--node{\midarrow}(p3-west);
+\draw[connection](cr4-east)--node{\midarrow}(crp4-mid)--node{\midarrow}(p4-west-|crp4-mid)--node{\midarrow}(p4-west);
+
+%\draw [connection]  (cr5-east)   -- node {\midarrow} (up4-west);
+%\draw [connection]  (ucr4a-east) -- node {\midarrow} (up3-west);
+%\draw [connection]  (ucr3a-east) -- node {\midarrow} (up2-west);
+%\draw [connection]  (ucr2a-east) -- node {\midarrow} (up1-west);
+\draw [connection]  (ucr1a-east) -- node {\midarrow} (out-west);
+%\draw [connection]  (out-east)   -- node {\midarrow} ++(2,0,0);
+
+\draw [copyconnection]  (cr4-east)  -- node {\copymidarrow} (cat4-west);
+\draw [copyconnection]  (cr3-east)  -- node {\copymidarrow} (cat3-west);
+\draw [copyconnection]  (cr2-east)  -- node {\copymidarrow} (cat2-west);
+\draw [copyconnection]  (cr1-east)  -- node {\copymidarrow} (cat1-west);
+
+\draw [copyconnection]  (cat4-east)  -- node {\copymidarrow} (ucr4a-west);
+\draw [copyconnection]  (cat3-east)  -- node {\copymidarrow} (ucr3a-west);
+\draw [copyconnection]  (cat2-east)  -- node {\copymidarrow} (ucr2a-west);
+\draw [copyconnection]  (cat1-east)  -- node {\copymidarrow} (ucr1a-west);
+
+\draw [copyconnection]  (ucr4-north)  -- node {\copymidarrow} (cat4-south);
+\draw [copyconnection]  (ucr3-north)  -- node {\copymidarrow} (cat3-south);
+\draw [copyconnection]  (ucr2-north)  -- node {\copymidarrow} (cat2-south);
+\draw [copyconnection]  (ucr1-north)  -- node {\copymidarrow} (cat1-south);
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\end{tikzpicture}
+\end{document}
diff --git a/thesis/third_party/PlotNeuralNet/examples/VGG16/vgg16.tex b/thesis/third_party/PlotNeuralNet/examples/VGG16/vgg16.tex
new file mode 100644
index 0000000..56012f7
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/VGG16/vgg16.tex
@@ -0,0 +1,105 @@
+\documentclass[border=15pt, multi, tikz]{standalone}
+%\usepackage{blocks}
+\usepackage{import}
+\subimport{../../layers/}{init}
+\usetikzlibrary{positioning}
+
+\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\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}
+
+\begin{document}
+\begin{tikzpicture}
+\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Layer Blocks
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% conv1_1,conv1_2
+\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,caption=conv1,%
+        xlabel={{"64","64"}},ylabel=224,zlabel=224,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2,2},depth=40}};
+%pool1
+\pic[shift={(0,0,0)}] at (cr1-east) {Box={name=p1,%
+        fill=\PoolColor,opacity=0.5,height=35,width=1,depth=35}};
+%%%%%%%%%%
+% conv2_1,conv2_2
+\pic[shift={(2,0,0)}] at (p1-east) {RightBandedBox={name=cr2,caption=conv2,%
+        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,%
+        fill=\PoolColor,opacity=0.5,height=30,width=1,depth=30}};
+%%%%%%%%%%
+% conv3_1,conv3_2
+\pic[shift={(2,0,0)}] at (p2-east) {RightBandedBox={name=cr3,caption=conv3,%
+        xlabel={{"256","256","256"}},zlabel=56,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=30,width={4,4,4},depth=30}};
+%pool3
+\pic[shift={(0,0,0)}] at (cr3-east) {Box={name=p3,%
+        fill=\PoolColor,opacity=0.5,height=23,width=1,depth=23}};
+%%%%%%%%%%
+% conv4_1,conv4_2,conv4_3
+\pic[shift={(1.8,0,0)}] at (p3-east) {RightBandedBox={name=cr4,caption=conv4,%
+        xlabel={{"512","512","512"}},zlabel=28,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=23,width={7,7,7},depth=23}};
+%pool4
+\pic[shift={(0,0,0)}] at (cr4-east) {Box={name=p4,%
+        fill=\PoolColor,opacity=0.5,height=15,width=1,depth=15}};
+%%%%%%%%%%
+% conv5_1,conv5_2,conv5_3
+\pic[shift={(1.5,0,0)}] at (p4-east) {RightBandedBox={name=cr5,caption=conv5,%
+        xlabel={{"512","512","512"}},zlabel=14,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=15,width={7,7,7},depth=15}};
+%pool5
+\pic[shift={(0,0,0)}] at (cr5-east) {Box={name=p5,%
+        fill=\PoolColor,opacity=0.5,height=10,width=1,depth=10}};
+%%%%%%%%%%
+% fc6
+\pic[shift={(3,0,0)}] at (p5-east) {RightBandedBox={name=fc6,caption=fc6,%
+        xlabel={{"1",""}},zlabel=4096,fill=\FcColor,bandfill=\FcReluColor,%
+        height=3,width=3,depth=100}};
+%%%%%%%%%%
+% fc7
+\pic[shift={(2,0,0)}] at (fc6-east) {RightBandedBox={name=fc7,caption=fc7,%
+        xlabel={{"1","dummy"}},zlabel=4096,fill=\FcColor,bandfill=\FcReluColor,%
+        height=3,width=3,depth=100}};
+%%%%%%%%%%
+% fc8
+\pic[shift={(1.5,0,0)}] at (fc7-east) {RightBandedBox={name=fc8,caption=fc8+softmax,%
+        xlabel={{"1","dummy"}},fill=\FcColor,bandfill=\FcReluColor,%
+        height=3,width=3,depth=25}};
+
+%%%%%%%%%%
+% softmax
+\pic[shift={(0,0,0)}] at (fc8-east) {Box={name=softmax,%
+        xlabel={{"","dummy"}},zlabel=K,opacity=0.8,fill=\SoftmaxColor,%
+        height=3,width=1.5,depth=25}};
+    
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Arrow Connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw [connection]  (p1-east)        -- node {\midarrow} (cr2-west);
+\draw [connection]  (p2-east)        -- node {\midarrow} (cr3-west);
+\draw [connection]  (p3-east)        -- node {\midarrow} (cr4-west);
+\draw [connection]  (p4-east)        -- node {\midarrow} (cr5-west);
+\draw [connection]  (p5-east)        -- node {\midarrow} (fc6-west);
+\draw [connection]  (fc6-east)       -- node {\midarrow} (fc7-west);
+\draw [connection]  (fc7-east)       -- node {\midarrow} (fc8-west);
+\draw [connection]  (softmax-east)   -- node {\midarrow} ++(1.5,0,0);
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Dotted Edges 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw[densely dashed]
+    (fc6-west)++(0, 1.5*.2, 1.5*.2) coordinate(a) -- (p5-nearnortheast)
+    (fc6-west)++(0,-1.5*.2, 1.5*.2) coordinate(b) -- (p5-nearsoutheast)
+    (fc6-west)++(0,-1.5*.2,-1.5*.2) coordinate(c) -- (p5-farsoutheast)
+    (fc6-west)++(0, 1.5*.2,-1.5*.2) coordinate(d) -- (p5-farnortheast)
+    
+    (a)--(b)--(c)--(d)
+    ;
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\end{tikzpicture}
+\end{document}
diff --git a/thesis/third_party/PlotNeuralNet/examples/fcn32s/fcn32.tex b/thesis/third_party/PlotNeuralNet/examples/fcn32s/fcn32.tex
new file mode 100644
index 0000000..7320b44
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/fcn32s/fcn32.tex
@@ -0,0 +1,101 @@
+\documentclass[border=15pt, multi, tikz]{standalone}
+\usepackage{import}
+\subimport{../../layers/}{init}
+\usetikzlibrary{positioning}
+
+\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\DcnvColor{rgb:blue,5;green,2.5;white,5}
+\def\SoftmaxColor{rgb:magenta,5;black,7}
+
+\begin{document}
+
+\begin{tikzpicture}
+\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Layer Blocks
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% conv1_1,conv1_2
+\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,caption=conv1,%
+        xlabel={{"64","64"}},zlabel=I,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2,2},depth=40}};
+%pool1
+\pic[shift={(0,0,0)}] at (cr1-east) {Box={name=p1,%
+        fill=\PoolColor,opacity=0.5,height=35,width=1,depth=35}};
+%%%%%%%%%%
+% conv2_1,conv2_2
+\pic[shift={(2,0,0)}] at (p1-east) {RightBandedBox={name=cr2,caption=conv2,%
+        xlabel={{"64","64"}},zlabel=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=35,width={3,3},depth=35}};
+%pool2
+\pic[shift={(0,0,0)}] at (cr2-east) {Box={name=p2,%
+        fill=\PoolColor,opacity=0.5,height=30,width=1,depth=30}};
+%%%%%%%%%%
+% conv3_1,conv3_2
+\pic[shift={(2,0,0)}] at (p2-east) {RightBandedBox={name=cr3,caption=conv3,%
+        xlabel={{"256","256","256"}},zlabel=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=30,width={4,4,4},depth=30}};
+%pool3
+\pic[shift={(0,0,0)}] at (cr3-east) {Box={name=p3,%
+        fill=\PoolColor,opacity=0.5,height=23,width=1,depth=23}};
+%%%%%%%%%%
+% conv4_1,conv4_2,conv4_3
+\pic[shift={(1.8,0,0)}] at (p3-east) {RightBandedBox={name=cr4,caption=conv4,%
+        xlabel={{"512","512","512"}},zlabel=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=23,width={7,7,7},depth=23}};
+%pool4
+\pic[shift={(0,0,0)}] at (cr4-east) {Box={name=p4,%
+        fill=\PoolColor,opacity=0.5,height=15,width=1,depth=15}};
+%%%%%%%%%%
+% conv5_1,conv5_2,conv5_3
+\pic[shift={(1.5,0,0)}] at (p4-east) {RightBandedBox={name=cr5,caption=conv5,%
+        xlabel={{"512","512","512"}},zlabel=I/16,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=15,width={7,7,7},depth=15}};
+%pool5
+\pic[shift={(0,0,0)}] at (cr5-east) {Box={name=p5,%
+        fill=\PoolColor,opacity=0.5,height=10,width=1,depth=10}};
+%%%%%%%%%%     
+%% fc6, fc7 -> cr6, cr7
+\pic[shift={(1,0,0)}] at (p5-east) {RightBandedBox={name=cr6_7,caption=fc to conv,%
+        xlabel={{"4096","4096"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=10,width={10,10},depth=10}};
+%%%%%%%%%%   
+%% fc8 -> cr8    
+
+\pic[shift={(1,0,0)}] at (cr6_7-east) {Box={name=c8,caption=fc8 to conv,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,%
+        height=10,width=2,depth=10,zlabel=I/32}};
+%%%%%%%%%%   
+%% Dcnv32    
+\pic[shift={(2.5,0,0)}] at (c8-east) {Box={name=d32,caption=Deconv,%
+        xlabel={{"K","dummy"}},fill=\DcnvColor,%
+        height=40,width=2,depth=40}}; 
+%%%%%%%%%%   
+%% softmax    
+\pic[shift={(1,0,0)}] at (d32-east) {Box={name=softmax,caption=softmax,%
+        xlabel={{"K","dummy"}},fill=\SoftmaxColor,%
+        height=40,width=2,depth=40,zlabel=I}};  
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw [connection]  (p1-east)    -- node {\midarrow} (cr2-west);
+\draw [connection]  (p2-east)    -- node {\midarrow} (cr3-west);
+\draw [connection]  (p3-east)    -- node {\midarrow} (cr4-west);
+\draw [connection]  (p4-east)    -- node {\midarrow} (cr5-west);
+\draw [connection]  (p5-east)    -- node {\midarrow} (cr6_7-west);
+\draw [connection]  (cr6_7-east) -- node {\midarrow} (c8-west);
+\draw [connection]  (c8-east)    -- node {\midarrow} (d32-west);
+\draw [connection]  (d32-east)   -- node {\midarrow} (softmax-west);
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Dotted Edges 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw[densely dashed]
+(c8-nearnortheast) -- (d32-nearnorthwest)
+(c8-nearsoutheast) -- (d32-nearsouthwest)
+(c8-farsoutheast)  -- (d32-farsouthwest)
+(c8-farnortheast)  -- (d32-farnorthwest)
+;
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\end{tikzpicture}
+\end{document}\grid
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diff --git a/thesis/third_party/PlotNeuralNet/examples/fcn8s/fcn8.tex b/thesis/third_party/PlotNeuralNet/examples/fcn8s/fcn8.tex
new file mode 100644
index 0000000..28b9136
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/examples/fcn8s/fcn8.tex
@@ -0,0 +1,127 @@
+\documentclass[border=15pt, multi, tikz]{standalone}
+\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;white,5}
+\def\PoolColor{rgb:red,1;black,0.3}
+\def\DcnvColor{rgb:blue,5;green,2.5;white,5}
+\def\SoftmaxColor{rgb:magenta,5;black,7}
+\def\SumColor{rgb:blue,5;green,15}
+
+\begin{document}
+\begin{tikzpicture}
+\tikzstyle{connection}=[ultra thick,every node/.style={sloped,allow upside down},draw=\edgecolor,opacity=0.7]
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw Layer Blocks
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\node[canvas is zy plane at x=0] (temp) at (-3,0,0) {\includegraphics[width=8cm,height=8cm]{cats.jpg}};
+% conv1_1,conv1_2,%pool1
+\pic[shift={(0,0,0)}] at (0,0,0) {RightBandedBox={name=cr1,caption=conv1,%
+        xlabel={{"64","64"}},zlabel=I,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=40,width={2,2},depth=40}};
+\pic[shift={(0,0,0)}] at (cr1-east) {Box={name=p1,%
+        fill=\PoolColor,opacity=0.5,height=35,width=1,depth=35}};
+% conv2_1,conv2_2,pool2
+\pic[shift={(2,0,0)}] at (p1-east) {RightBandedBox={name=cr2,caption=conv2,%
+        xlabel={{"64","64"}},zlabel=I/2,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=35,width={3,3},depth=35}};
+\pic[shift={(0,0,0)}] at (cr2-east) {Box={name=p2,%
+        fill=\PoolColor,opacity=0.5,height=30,width=1,depth=30}};
+% conv3_1,conv3_2,pool3
+\pic[shift={(2,0,0)}] at (p2-east) {RightBandedBox={name=cr3,caption=conv3,%
+        xlabel={{"256","256","256"}},zlabel=I/4,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=30,width={4,4,4},depth=30}};
+\pic[shift={(0,0,0)}] at (cr3-east) {Box={name=p3,%
+        fill=\PoolColor,opacity=0.5,height=23,width=1,depth=23}};
+% conv4_1,conv4_2,conv4_3,pool4
+\pic[shift={(1.8,0,0)}] at (p3-east) {RightBandedBox={name=cr4,caption=conv4,%
+        xlabel={{"512","512","512"}},zlabel=I/8,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=23,width={7,7,7},depth=23}};
+\pic[shift={(0,0,0)}] at (cr4-east) {Box={name=p4,%
+        fill=\PoolColor,opacity=0.5,height=15,width=1,depth=15}};
+% conv5_1,conv5_2,conv5_3,pool5
+\pic[shift={(1.5,0,0)}] at (p4-east) {RightBandedBox={name=cr5,caption=conv5,%
+        xlabel={{"512","512","512"}},zlabel=I/16,fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=15,width={7,7,7},depth=15}};
+\pic[shift={(0,0,0)}] at (cr5-east) {Box={name=p5,%
+        fill=\PoolColor,opacity=0.5,height=10,width=1,depth=10}};    
+%% fc6, fc7 -> cr6, cr7
+\pic[shift={(1,0,0)}] at (p5-east) {RightBandedBox={name=cr6_7,caption=fc to conv,%
+        xlabel={{"4096","4096"}},fill=\ConvColor,bandfill=\ConvReluColor,%
+        height=10,width={10,10},depth=10}};  
+%% fc8 -> cr8 (score32)
+\pic[shift={(1,0,0)}] at (cr6_7-east) {Box={name=score32,caption=fc8 to conv,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,%
+        height=10,width=2,depth=10,zlabel=I/32}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%Joining with previous streams (fcn-16s)
+%% Upsampling Deconv Layer
+%% Dcnv32    
+\pic[shift={(1.5,0,0)}] at (score32-east) {Box={name=d32,%
+        xlabel={{"K","dummy"}},fill=\DcnvColor,%
+        height=15,width=2,depth=15,zlabel=I/16}};  
+%% score16
+\pic[shift={(0,-4,0)}] at (d32-west) {Box={name=score16,%
+            xlabel={{"K","dummy"}},fill=\ConvColor,%
+            height=15,width=2,depth=15,zlabel=I/16}};
+%% Elementwise sum between score16 and up32
+\pic[shift={(1.5,0,0)}] at (d32-east) {Ball={name=elt1,%
+        fill=\SumColor,opacity=0.6,%
+        radius=2.5,logo=$+$}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%%Joining with previous streams (fcn-8s)
+%% Upsampling Deconv Layer
+%% Dcnv16    
+\pic[shift={(1.5,0,0)}] at (elt1-east) {Box={name=d16,%
+        xlabel={{"K","dummy"}},fill=\DcnvColor,%
+        height=23,width=2,depth=23,zlabel=I/8}};  
+%% score8
+\pic[shift={(0,-6,0)}] at (d16-west) {Box={name=score8,%
+        xlabel={{"K","dummy"}},fill=\ConvColor,%
+        height=23,width=2,depth=23,zlabel=I/8}};
+%% Elementwise sum between score16 and up32
+\pic[shift={(1.5,0,0)}] at (d16-east) {Ball={name=elt2,%
+        fill=\SumColor,opacity=0.6,%
+        radius=2.5,logo=$+$}};
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%    
+%%% Output
+%%%%%%%%%%   
+%% Dcnv8    
+\pic[shift={(2.5,0,0)}] at (elt2-east) {Box={name=d8,%
+        xlabel={{"K","dummy"}},fill=\DcnvColor,%
+        height=40,width=2,depth=40}}; 
+%%%%%%%%%%   
+%% softmax    
+\pic[shift={(1,0,0)}] at (d8-east) {Box={name=softmax,caption=softmax,%
+        xlabel={{"K","dummy"}},fill=\SoftmaxColor,%
+        height=40,width=2,depth=40,zlabel=I}}; 
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%% Draw connections
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\draw [connection]  (p1-east)    -- node {\midarrow} (cr2-west);
+\draw [connection]  (p2-east)    -- node {\midarrow} (cr3-west);
+\draw [connection]  (p3-east)    -- node {\midarrow} (cr4-west);
+\draw [connection]  (p4-east)    -- node {\midarrow} (cr5-west);
+\draw [connection]  (p5-east)    -- node {\midarrow} (cr6_7-west);
+\draw [connection]  (cr6_7-east)   -- node {\midarrow} (score32-west);
+\draw [connection]  (score32-east) -- node {\midarrow} (d32-west);
+
+\path (p4-east) -- (cr5-west) coordinate[pos=0.25] (between4_5) ;
+\draw [connection]  (between4_5)    -- node {\midarrow} (score16-west-|between4_5) -- node {\midarrow} (score16-west);
+\draw [connection]  (d32-east) -- node {\midarrow} (elt1-west);
+\draw [connection]  (score16-east) -- node {\midarrow} (score16-east -| elt1-south) -- node {\midarrow} (elt1-south);
+\draw [connection]  (elt1-east) -- node {\midarrow} (d16-west);
+
+\path (p3-east) -- (cr4-west) coordinate[pos=0.25] (between3_4) ;
+\draw [connection]  (between3_4) -- node {\midarrow} (score8-west-|between3_4) -- node {\midarrow} (score8-west);
+\draw [connection]  (d16-east) -- node {\midarrow} (elt2-west);
+\draw [connection]  (score8-east) -- node {\midarrow} (score8-east -| elt2-south)-- node {\midarrow} (elt2-south);
+\draw [connection]  (elt2-east) -- node {\midarrow} (d8-west);
+\draw [connection] (d8-east) -- node{\midarrow} (softmax-west);
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\end{tikzpicture}
+\end{document}\grid
diff --git a/thesis/third_party/PlotNeuralNet/layers/Ball.sty b/thesis/third_party/PlotNeuralNet/layers/Ball.sty
new file mode 100644
index 0000000..b5fa719
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/layers/Ball.sty
@@ -0,0 +1,40 @@
+\ProvidesPackage{Ball}
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%This Block can draw small Ball
+%Elementwise or reduction operations can be drawn with this
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\tikzset{Ball/.pic={\tikzset{/sphere/.cd,#1}	 	
+
+\pgfmathsetmacro{\r}{\radius*\scale}
+
+\shade[ball color=\fill,opacity=\opacity] (0,0,0) circle (\r);
+\draw (0,0,0) circle [radius=\r] node[scale=4*\r] {\logo};
+
+\coordinate (\name-anchor) at ( 0 , 0  , 0) ;
+\coordinate (\name-east)   at ( \r, 0  , 0) ;
+\coordinate (\name-west)   at (-\r, 0  , 0) ;
+\coordinate (\name-north)  at ( 0 , \r , 0) ;
+\coordinate (\name-south)  at ( 0 , -\r, 0) ;
+
+\path (\name-south) + (0,-20pt) coordinate (caption-node) 
+edge ["\textcolor{black}{\bf \caption}"'] (caption-node); %Ball caption
+
+},
+/sphere/.search also={/tikz},
+/sphere/.cd,
+radius/.store       in=\radius,
+scale/.store        in=\scale,
+caption/.store      in=\caption,
+name/.store         in=\name,
+fill/.store         in=\fill,
+logo/.store         in=\logo,
+opacity/.store      in=\opacity,
+logo=$\Sigma$,
+fill=green,
+opacity=0.10,
+scale=0.2,
+radius=0.5,
+caption=,
+name=,
+}
diff --git a/thesis/third_party/PlotNeuralNet/layers/Box.sty b/thesis/third_party/PlotNeuralNet/layers/Box.sty
new file mode 100644
index 0000000..87c40b5
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/layers/Box.sty
@@ -0,0 +1,110 @@
+\ProvidesPackage{Box}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% This Block can draw simple block of boxes with custom colors. 
+% Can be used for conv, deconv etc
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\tikzset{Box/.pic={\tikzset{/boxblock/.cd,#1}
+\tikzstyle{box}=[every edge/.append style={pic actions, densely dashed, opacity=.7},fill opacity=\opacity, pic actions,fill=\fill]
+
+\pgfmathsetmacro{\y}{\cubey*\scale}
+\pgfmathsetmacro{\z}{\cubez*\scale}
+
+%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)]
+\unscaledx in \cubex
+{
+	\pgfmathsetmacro{\x}{\unscaledx*\scale}
+	\coordinate (a) at (\k-\x , \y/2 , \z/2); 
+	\coordinate (b) at (\k-\x ,-\y/2 , \z/2); 
+	\coordinate (c) at (\k    ,-\y/2 , \z/2); 
+	\coordinate (d) at (\k    , \y/2 , \z/2); 
+	\coordinate (e) at (\k    , \y/2 ,-\z/2); 
+	\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
+	%dotted edges
+	(f) edge (g)
+	(b) edge (g)
+	(h) edge (g)    
+	;
+	\path (b) edge ["\xlabel"',midway] (c);
+	
+	\xdef\LastEastx{\k} %\k persists as \LastEastx after loop 
+}%Loop ends
+\draw [box] (d) -- (e) -- (f) -- (c) -- cycle; %East face of last box     
+
+\coordinate (a1) at (0 , \y/2 , \z/2);
+\coordinate (b1) at (0 ,-\y/2 , \z/2);
+\tikzstyle{depthlabel}=[pos=0.2,text width=14*\z,text centered,sloped]       
+
+\path (c) edge ["\small\zlabel"',depthlabel](f); %depth label
+\path (b1) edge ["\ylabel",midway] (a1);  %height label
+
+
+\tikzstyle{captionlabel}=[text width=15*\LastEastx/\scale,text centered]       
+\path (\LastEastx/2,-\y/2,+\z/2) + (0,-25pt) coordinate (cap) 
+edge ["\textcolor{black}{ \bf \caption}"',captionlabel](cap) ; %Block caption/pic object label
+
+%Define nodes to be used outside on the pic object
+\coordinate (\name-west)   at (0,0,0) ;
+\coordinate (\name-east)   at (\LastEastx, 0,0) ;
+\coordinate (\name-north)  at (\LastEastx/2,\y/2,0);
+\coordinate (\name-south)  at (\LastEastx/2,-\y/2,0);       
+\coordinate (\name-anchor) at (\LastEastx/2, 0,0) ;
+
+\coordinate (\name-near) at (\LastEastx/2,0,\z/2);
+\coordinate (\name-far)  at (\LastEastx/2,0,-\z/2);       
+
+\coordinate (\name-nearwest) at (0,0,\z/2);
+\coordinate (\name-neareast) at (\LastEastx,0,\z/2);
+\coordinate (\name-farwest)  at (0,0,-\z/2);
+\coordinate (\name-fareast)  at (\LastEastx,0,-\z/2);
+
+\coordinate (\name-northeast) at (\name-north-|\name-east);
+\coordinate (\name-northwest) at (\name-north-|\name-west);
+\coordinate (\name-southeast) at (\name-south-|\name-east);
+\coordinate (\name-southwest) at (\name-south-|\name-west);
+
+\coordinate (\name-nearnortheast)  at (\LastEastx, \y/2, \z/2);
+\coordinate (\name-farnortheast)   at (\LastEastx, \y/2,-\z/2);
+\coordinate (\name-nearsoutheast)  at (\LastEastx,-\y/2, \z/2);
+\coordinate (\name-farsoutheast)   at (\LastEastx,-\y/2,-\z/2);
+
+\coordinate (\name-nearnorthwest)  at (0, \y/2, \z/2);
+\coordinate (\name-farnorthwest)   at (0, \y/2,-\z/2);
+\coordinate (\name-nearsouthwest)  at (0,-\y/2, \z/2);
+\coordinate (\name-farsouthwest)   at (0,-\y/2,-\z/2);
+
+},
+/boxblock/.search also={/tikz},
+/boxblock/.cd,
+width/.store        in=\cubex,
+height/.store       in=\cubey,
+depth/.store        in=\cubez,
+scale/.store        in=\scale,
+xlabel/.store       in=\boxlabels,
+ylabel/.store       in=\ylabel,
+zlabel/.store       in=\zlabel,
+caption/.store      in=\caption,
+name/.store         in=\name,
+fill/.store         in=\fill,
+opacity/.store      in=\opacity,
+fill={rgb:red,5;green,5;blue,5;white,15},
+opacity=0.4,
+width=2,
+height=13,
+depth=15,
+scale=.2,
+xlabel={{"","","","","","","","","",""}},
+ylabel=,
+zlabel=,
+caption=,
+name=,
+}
diff --git a/thesis/third_party/PlotNeuralNet/layers/RightBandedBox.sty b/thesis/third_party/PlotNeuralNet/layers/RightBandedBox.sty
new file mode 100644
index 0000000..7d74a51
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/layers/RightBandedBox.sty
@@ -0,0 +1,130 @@
+\ProvidesPackage{RightBandedBox}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+% This Block can draw simple block of boxes with custom colors. 
+% Can be used for conv, deconv etc
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\tikzset{RightBandedBox/.pic={\tikzset{/block/.cd,#1}
+                
+        \tikzstyle{box}=[every edge/.append style={pic actions, densely dashed, opacity=.7},fill opacity=\opacity, pic actions,fill=\fill]
+        
+        \tikzstyle{band}=[every edge/.append style={pic actions, densely dashed, opacity=.7},fill opacity=\bandopacity, pic actions,fill=\bandfill,draw=\bandfill]
+        
+        \pgfmathsetmacro{\y}{\cubey*\scale}
+        \pgfmathsetmacro{\z}{\cubez*\scale}
+
+        %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)] 
+                 \unscaledx in \cubex
+        {
+            \pgfmathsetmacro{\x}{\unscaledx*\scale}
+            \coordinate (a)     at (\k-\x   , \y/2 , \z/2); 
+            \coordinate (art)   at (\k-\x/3 , \y/2 , \z/2); %a_right_third
+            \coordinate (b)     at (\k-\x   ,-\y/2 , \z/2); 
+            \coordinate (brt)   at (\k-\x/3 ,-\y/2 , \z/2); %b_right_third
+            \coordinate (c)     at (\k      ,-\y/2 , \z/2); 
+            \coordinate (d)     at (\k      , \y/2 , \z/2); 
+            \coordinate (e)     at (\k      , \y/2 ,-\z/2); 
+            \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); 
+            \coordinate (hrt)   at (\k-\x/3 , \y/2 ,-\z/2); %h_right_third
+            
+            %fill box color 			
+            \draw [box] 
+                (d) -- (a) -- (b) -- (c) -- cycle     
+                (d) -- (a) -- (h) -- (e) -- cycle;
+            %dotted edges
+            \draw [box]
+                (f) edge (g)
+                (b) edge (g)
+                (h) edge (g);
+            %fill band color    
+            \draw [band] 
+                (d) -- (art) -- (brt) -- (c) -- cycle     
+                (d) -- (art) -- (hrt) -- (e) -- cycle;
+            %draw edges again which were covered by band
+            \draw [box,fill opacity=0] 
+                (d) -- (a) -- (b) -- (c) -- cycle     
+                (d) -- (a) -- (h) -- (e) -- cycle;            
+            	
+            \path (b) edge ["\xlabel"',midway] (c);
+            
+            \xdef\LastEastx{\k} %\k persists as \LastEastx after loop 
+        }%Loop ends
+        \draw [box] (d) -- (e) -- (f) -- (c) -- cycle; %East face of last box
+        \draw [band] (d) -- (e) -- (f) -- (c) -- cycle; %East face of last box 
+        \draw [pic actions] (d) -- (e) -- (f) -- (c) -- cycle; %East face edges of last box     
+        
+        \coordinate (a1) at (0 , \y/2 , \z/2);
+        \coordinate (b1) at (0 ,-\y/2 , \z/2);
+        \tikzstyle{depthlabel}=[pos=0,text width=14*\z,text centered,sloped]       
+        
+        \path (c) edge ["\small\zlabels"',depthlabel](f); %depth label
+        \path (b1) edge ["\ylabel",midway] (a1);  %height label 	  
+        
+        \tikzstyle{captionlabel}=[text width=15*\LastEastx/\scale,text centered] 
+        \path (\LastEastx/2,-\y/2,+\z/2) + (0,-25pt) coordinate (cap) 
+        edge ["\textcolor{black}{ \bf \caption}"',captionlabel] (cap); %Block caption/pic object label
+         
+        %Define nodes to be used outside on the pic object
+        \coordinate (\name-west)   at (0,0,0) ;
+        \coordinate (\name-east)   at (\LastEastx, 0,0) ;
+        \coordinate (\name-north)  at (\LastEastx/2,\y/2,0);
+        \coordinate (\name-south)  at (\LastEastx/2,-\y/2,0);       
+        \coordinate (\name-anchor) at (\LastEastx/2, 0,0) ;
+        
+        \coordinate (\name-near) at (\LastEastx/2,0,\z/2);
+        \coordinate (\name-far)  at (\LastEastx/2,0,-\z/2);       
+        
+        \coordinate (\name-nearwest) at (0,0,\z/2);
+        \coordinate (\name-neareast) at (\LastEastx,0,\z/2);
+        \coordinate (\name-farwest)  at (0,0,-\z/2);
+        \coordinate (\name-fareast)  at (\LastEastx,0,-\z/2);
+        
+        \coordinate (\name-northeast) at (\name-north-|\name-east);
+        \coordinate (\name-northwest) at (\name-north-|\name-west);
+        \coordinate (\name-southeast) at (\name-south-|\name-east);
+        \coordinate (\name-southwest) at (\name-south-|\name-west);
+        
+        \coordinate (\name-nearnortheast)  at (\LastEastx, \y/2, \z/2);
+        \coordinate (\name-farnortheast)   at (\LastEastx, \y/2,-\z/2);
+        \coordinate (\name-nearsoutheast)  at (\LastEastx,-\y/2, \z/2);
+        \coordinate (\name-farsoutheast)   at (\LastEastx,-\y/2,-\z/2);
+        
+        \coordinate (\name-nearnorthwest)  at (0, \y/2, \z/2);
+        \coordinate (\name-farnorthwest)   at (0, \y/2,-\z/2);
+        \coordinate (\name-nearsouthwest)  at (0,-\y/2, \z/2);
+        \coordinate (\name-farsouthwest)   at (0,-\y/2,-\z/2);
+    },
+    /block/.search also={/tikz},
+    /block/.cd,
+    width/.store        in=\cubex,
+    height/.store       in=\cubey,
+    depth/.store        in=\cubez,
+    scale/.store        in=\scale,
+    xlabel/.store       in=\boxlabels,
+    ylabel/.store       in=\ylabel,
+    zlabel/.store       in=\zlabels,
+    caption/.store      in=\caption,
+    name/.store         in=\name,
+    fill/.store         in=\fill,
+    bandfill/.store     in=\bandfill,
+    opacity/.store      in=\opacity,
+    bandopacity/.store  in=\bandopacity,
+    fill={rgb:red,5;green,5;blue,5;white,15},
+    bandfill={rgb:red,5;green,5;blue,5;white,5},
+    opacity=0.4,
+    bandopacity=0.6,
+    width=2,
+    height=13,
+    depth=15,
+    scale=.2,
+    xlabel={{"","","","","","","","","",""}},
+    ylabel=,
+    zlabel=,
+    caption=,
+    name=,
+}
diff --git a/thesis/third_party/PlotNeuralNet/layers/init.tex b/thesis/third_party/PlotNeuralNet/layers/init.tex
new file mode 100644
index 0000000..9a9b3eb
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/layers/init.tex
@@ -0,0 +1,11 @@
+%\ProvidesPackage{init}
+\usetikzlibrary{quotes,arrows.meta}
+\usetikzlibrary{positioning}
+
+\def\edgecolor{rgb:blue,4;red,1;green,4;black,3}
+\newcommand{\midarrow}{\tikz \draw[-Stealth,line width =0.8mm,draw=\edgecolor] (-0.3,0) -- ++(0.3,0);}
+
+\usepackage{Ball}
+\usepackage{Box}
+\usepackage{RightBandedBox}
+
diff --git a/thesis/third_party/PlotNeuralNet/my_project/my_arch.py b/thesis/third_party/PlotNeuralNet/my_project/my_arch.py
new file mode 100644
index 0000000..eb0bcd1
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/my_project/my_arch.py
@@ -0,0 +1,39 @@
+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()
diff --git a/thesis/third_party/PlotNeuralNet/my_project/my_arch.tex b/thesis/third_party/PlotNeuralNet/my_project/my_arch.tex
new file mode 100644
index 0000000..feb96f5
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/my_project/my_arch.tex
@@ -0,0 +1,104 @@
+
+\documentclass[border=8pt, multi, tikz]{standalone} 
+\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;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\SumColor{rgb:blue,5;green,15}
+
+
+\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]
+
+
+	\pic[shift={(0,0,0)}] at (0,0,0)
+	{Box={
+				name=conv1,
+				caption= ,
+				xlabel={{64, }},
+				zlabel=512,
+				fill=\ConvColor,
+				height=64,
+				width=2,
+				depth=64
+			}
+	};
+
+
+	\pic[shift={ (0,0,0) }] at (conv1-east)
+	{Box={
+				name=pool1,
+				caption= ,
+				fill=\PoolColor,
+				opacity=0.5,
+				height=32,
+				width=1,
+				depth=32
+			}
+	};
+
+
+	\pic[shift={(1,0,0)}] at (pool1-east)
+	{Box={
+				name=conv2,
+				caption= ,
+				xlabel={{64, }},
+				zlabel=128,
+				fill=\ConvColor,
+				height=32,
+				width=2,
+				depth=32
+			}
+	};
+
+
+	\draw [connection]  (pool1-east)    -- node {\midarrow} (conv2-west);
+
+
+	\pic[shift={ (0,0,0) }] at (conv2-east)
+	{Box={
+				name=pool2,
+				caption= ,
+				fill=\PoolColor,
+				opacity=0.5,
+				height=28,
+				width=1,
+				depth=28
+			}
+	};
+
+
+	\pic[shift={(3,0,0)}] at (pool1-east)
+	{Box={
+				name=soft1,
+				caption=SOFT,
+				xlabel={{" ","dummy"}},
+				zlabel=10,
+				fill=\SoftmaxColor,
+				opacity=0.8,
+				height=3,
+				width=1.5,
+				depth=25
+			}
+	};
+
+
+	\draw [connection]  (pool2-east)    -- node {\midarrow} (soft1-west);
+
+
+\end{tikzpicture}
+\end{document}
+
diff --git a/thesis/third_party/PlotNeuralNet/pycore/__init__.py b/thesis/third_party/PlotNeuralNet/pycore/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/thesis/third_party/PlotNeuralNet/pycore/__init__.pyc b/thesis/third_party/PlotNeuralNet/pycore/__init__.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e9f05b6d19cfdbf93a518bcf3c516d26dac10980
GIT binary patch
literal 106
zcmZSn%*&-$kr$K900oQ;3=9qo3=G9A3=9k@3=F{<AQ3+ekTe=mEX=^bpr@ywoL`ix
iA0MBYmst`YuUAl6!ok46V3V7lQks)$2hv>((hLCi#}J1A

literal 0
HcmV?d00001

diff --git a/thesis/third_party/PlotNeuralNet/pycore/blocks.py b/thesis/third_party/PlotNeuralNet/pycore/blocks.py
new file mode 100644
index 0000000..82c2c2a
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/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
+
+
diff --git a/thesis/third_party/PlotNeuralNet/pycore/tikzeng.py b/thesis/third_party/PlotNeuralNet/pycore/tikzeng.py
new file mode 100644
index 0000000..51c17ba
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/pycore/tikzeng.py
@@ -0,0 +1,533 @@
+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\SumColor{rgb:blue,5;green,15}
+"""
+
+
+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_Sum(name, offset="(0,0,0)", to="(0,0,0)", radius=2.5, opacity=0.6):
+    return (
+        r"""
+\pic[shift={"""
+        + offset
+        + """}] at """
+        + to
+        + """ 
+    {Ball={
+        name="""
+        + name
+        + """,
+        fill=\SumColor,
+        opacity="""
+        + str(opacity)
+        + """,
+        radius="""
+        + str(radius)
+        + """,
+        logo=$+$
+        }
+    };
+"""
+    )
+
+
+def to_fc(
+    name,
+    n_filer=120,
+    offset="(0,0,0)",
+    to="(0,0,0)",
+    width=2,
+    height=2,
+    depth=10,
+    caption=" ",
+    # titlepos=0,
+):
+    return (
+        r"""
+\pic[shift={"""
+        + offset
+        + """}] at """
+        + to
+        + """
+    {Box={
+        name="""
+        + name
+        + """,
+        caption="""
+        + caption
+        + """,
+        xlabel={{" ","dummy"}},
+        zlabel="""
+        + str(n_filer)
+        + """,
+        fill=\FcColor,
+        opacity=0.8,
+        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)
diff --git a/thesis/third_party/PlotNeuralNet/pycore/tikzeng.pyc b/thesis/third_party/PlotNeuralNet/pycore/tikzeng.pyc
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diff --git a/thesis/third_party/PlotNeuralNet/pyexamples/test_simple.py b/thesis/third_party/PlotNeuralNet/pyexamples/test_simple.py
new file mode 100644
index 0000000..67a1cfa
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/pyexamples/test_simple.py
@@ -0,0 +1,28 @@
+
+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_Sum("sum1", offset="(1.5,0,0)", to="(soft1-east)", radius=2.5, opacity=0.6),
+    to_connection("soft1", "sum1"),
+    to_end()
+    ]
+
+def main():
+    namefile = str(sys.argv[0]).split('.')[0]
+    to_generate(arch, namefile + '.tex' )
+
+if __name__ == '__main__':
+    main()
diff --git a/thesis/third_party/PlotNeuralNet/pyexamples/unet.py b/thesis/third_party/PlotNeuralNet/pyexamples/unet.py
new file mode 100644
index 0000000..25ddd3f
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/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()
+    
diff --git a/thesis/third_party/PlotNeuralNet/tikzmake.sh b/thesis/third_party/PlotNeuralNet/tikzmake.sh
new file mode 100644
index 0000000..560ca43
--- /dev/null
+++ b/thesis/third_party/PlotNeuralNet/tikzmake.sh
@@ -0,0 +1,14 @@
+#!/bin/bash
+
+
+python $1.py 
+pdflatex $1.tex
+
+rm *.aux *.log *.vscodeLog
+rm *.tex
+
+if [[ "$OSTYPE" == "darwin"* ]]; then
+    open $1.pdf
+else
+    xdg-open $1.pdf
+fi