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44
.gitea/workflows/xelatex.yaml
Normal file
44
.gitea/workflows/xelatex.yaml
Normal file
@@ -0,0 +1,44 @@
|
||||
name: Compile PDF
|
||||
run-name: ${{ gitea.actor }} is compiling a PDF 🚀
|
||||
on: [push]
|
||||
|
||||
jobs:
|
||||
Compile-PDF:
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- run: echo "🎉 The job was automatically triggered by a ${{ gitea.event_name }} event."
|
||||
- run: echo "🐧 This job is now running on a ${{ runner.os }} server hosted by Gitea!"
|
||||
- run: echo "🔎 The name of your branch is ${{ gitea.ref }} and your repository is ${{ gitea.repository }}."
|
||||
- name: Check out repository code
|
||||
uses: actions/checkout@v4
|
||||
- run: echo "💡 The ${{ gitea.repository }} repository has been cloned to the runner."
|
||||
- run: echo "🖥️ The workflow is now ready to test your code on the runner."
|
||||
- name: List files in the repository
|
||||
run: |
|
||||
ls ${{ gitea.workspace }}
|
||||
- name: Compile LaTeX document
|
||||
uses: xu-cheng/latex-action@v2
|
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with:
|
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root_file: thesis.tex
|
||||
latexmk_use_xelatex: true
|
||||
- name: List files in the repository
|
||||
run: |
|
||||
ls ${{ gitea.workspace }}
|
||||
- name: Archive artifacs
|
||||
uses: christopherhx/gitea-upload-artifact@v4
|
||||
with:
|
||||
name: thesis
|
||||
path: thesis.pdf
|
||||
- name: Upload to S3
|
||||
uses: bxb100/action-upload@main
|
||||
with:
|
||||
provider: s3
|
||||
provider_options: |
|
||||
root=/
|
||||
region=${{ secrets.S3REGION }}
|
||||
bucket=${{ secrets.S3BUCKET }}
|
||||
endpoint=${{ secrets.S3ENDPOINT }}
|
||||
access_key_id=${{ secrets.S3ACCESSKEY }}
|
||||
secret_access_key=${{ secrets.S3ACCESSSECRET }}
|
||||
include: '*.pdf'
|
||||
- run: echo "🍏 This job's status is ${{ job.status }}."
|
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316
.gitignore
vendored
316
.gitignore
vendored
@@ -1,16 +1,308 @@
|
||||
img/*.xcf
|
||||
## Core latex/pdflatex auxiliary files:
|
||||
*.pdf
|
||||
*.aux
|
||||
*.fdb_latexmk
|
||||
*.fls
|
||||
*.lof
|
||||
*.log
|
||||
*.nav
|
||||
*.lot
|
||||
*.fls
|
||||
*.out
|
||||
*.snm
|
||||
*.synctex.gz
|
||||
*.thm
|
||||
*.toc
|
||||
img/animation/*.aux
|
||||
img/animation/*.fdb_latexmk
|
||||
img/animation/*.fls
|
||||
img/animation/*.log
|
||||
img/animation/*.synctex.gz
|
||||
*.fmt
|
||||
*.fot
|
||||
*.cb
|
||||
*.cb2
|
||||
.*.lb
|
||||
|
||||
## Intermediate documents:
|
||||
*.dvi
|
||||
*.xdv
|
||||
*-converted-to.*
|
||||
# these rules might exclude image files for figures etc.
|
||||
# *.ps
|
||||
# *.eps
|
||||
# *.pdf
|
||||
|
||||
## Generated if empty string is given at "Please type another file name for output:"
|
||||
.pdf
|
||||
|
||||
## Bibliography auxiliary files (bibtex/biblatex/biber):
|
||||
*.bbl
|
||||
*.bbl-SAVE-ERROR
|
||||
*.bcf
|
||||
*.blg
|
||||
*-blx.aux
|
||||
*-blx.bib
|
||||
*.run.xml
|
||||
|
||||
## Build tool auxiliary files:
|
||||
*.fdb_latexmk
|
||||
*.synctex
|
||||
*.synctex(busy)
|
||||
*.synctex.gz
|
||||
*.synctex.gz(busy)
|
||||
*.pdfsync
|
||||
*.rubbercache
|
||||
rubber.cache
|
||||
|
||||
## Build tool directories for auxiliary files
|
||||
# latexrun
|
||||
latex.out/
|
||||
|
||||
## Auxiliary and intermediate files from other packages:
|
||||
# algorithms
|
||||
*.alg
|
||||
*.loa
|
||||
|
||||
# achemso
|
||||
acs-*.bib
|
||||
|
||||
# amsthm
|
||||
*.thm
|
||||
|
||||
# beamer
|
||||
*.nav
|
||||
*.pre
|
||||
*.snm
|
||||
*.vrb
|
||||
|
||||
# changes
|
||||
*.soc
|
||||
|
||||
# comment
|
||||
*.cut
|
||||
|
||||
# cprotect
|
||||
*.cpt
|
||||
|
||||
# elsarticle (documentclass of Elsevier journals)
|
||||
*.spl
|
||||
|
||||
# endnotes
|
||||
*.ent
|
||||
|
||||
# fixme
|
||||
*.lox
|
||||
|
||||
# feynmf/feynmp
|
||||
*.mf
|
||||
*.mp
|
||||
*.t[1-9]
|
||||
*.t[1-9][0-9]
|
||||
*.tfm
|
||||
|
||||
#(r)(e)ledmac/(r)(e)ledpar
|
||||
*.end
|
||||
*.?end
|
||||
*.[1-9]
|
||||
*.[1-9][0-9]
|
||||
*.[1-9][0-9][0-9]
|
||||
*.[1-9]R
|
||||
*.[1-9][0-9]R
|
||||
*.[1-9][0-9][0-9]R
|
||||
*.eledsec[1-9]
|
||||
*.eledsec[1-9]R
|
||||
*.eledsec[1-9][0-9]
|
||||
*.eledsec[1-9][0-9]R
|
||||
*.eledsec[1-9][0-9][0-9]
|
||||
*.eledsec[1-9][0-9][0-9]R
|
||||
|
||||
# glossaries
|
||||
*.acn
|
||||
*.acr
|
||||
*.glg
|
||||
*.glo
|
||||
*.gls
|
||||
*.glsdefs
|
||||
*.lzo
|
||||
*.lzs
|
||||
*.slg
|
||||
*.slo
|
||||
*.sls
|
||||
|
||||
# uncomment this for glossaries-extra (will ignore makeindex's style files!)
|
||||
# *.ist
|
||||
|
||||
# gnuplot
|
||||
*.gnuplot
|
||||
*.table
|
||||
|
||||
# gnuplottex
|
||||
*-gnuplottex-*
|
||||
|
||||
# gregoriotex
|
||||
*.gaux
|
||||
*.glog
|
||||
*.gtex
|
||||
|
||||
# htlatex
|
||||
*.4ct
|
||||
*.4tc
|
||||
*.idv
|
||||
*.lg
|
||||
*.trc
|
||||
*.xref
|
||||
|
||||
# hypdoc
|
||||
*.hd
|
||||
|
||||
# hyperref
|
||||
*.brf
|
||||
|
||||
# knitr
|
||||
*-concordance.tex
|
||||
# TODO Uncomment the next line if you use knitr and want to ignore its generated tikz files
|
||||
# *.tikz
|
||||
*-tikzDictionary
|
||||
|
||||
# listings
|
||||
*.lol
|
||||
|
||||
# luatexja-ruby
|
||||
*.ltjruby
|
||||
|
||||
# makeidx
|
||||
*.idx
|
||||
*.ilg
|
||||
*.ind
|
||||
|
||||
# minitoc
|
||||
*.maf
|
||||
*.mlf
|
||||
*.mlt
|
||||
*.mtc[0-9]*
|
||||
*.slf[0-9]*
|
||||
*.slt[0-9]*
|
||||
*.stc[0-9]*
|
||||
|
||||
# minted
|
||||
_minted*
|
||||
*.pyg
|
||||
|
||||
# morewrites
|
||||
*.mw
|
||||
|
||||
# newpax
|
||||
*.newpax
|
||||
|
||||
# nomencl
|
||||
*.nlg
|
||||
*.nlo
|
||||
*.nls
|
||||
|
||||
# pax
|
||||
*.pax
|
||||
|
||||
# pdfpcnotes
|
||||
*.pdfpc
|
||||
|
||||
# sagetex
|
||||
*.sagetex.sage
|
||||
*.sagetex.py
|
||||
*.sagetex.scmd
|
||||
|
||||
# scrwfile
|
||||
*.wrt
|
||||
|
||||
# svg
|
||||
svg-inkscape/
|
||||
|
||||
# sympy
|
||||
*.sout
|
||||
*.sympy
|
||||
sympy-plots-for-*.tex/
|
||||
|
||||
# pdfcomment
|
||||
*.upa
|
||||
*.upb
|
||||
|
||||
# pythontex
|
||||
*.pytxcode
|
||||
pythontex-files-*/
|
||||
|
||||
# tcolorbox
|
||||
*.listing
|
||||
|
||||
# thmtools
|
||||
*.loe
|
||||
|
||||
# TikZ & PGF
|
||||
*.dpth
|
||||
*.md5
|
||||
*.auxlock
|
||||
|
||||
# titletoc
|
||||
*.ptc
|
||||
|
||||
# todonotes
|
||||
*.tdo
|
||||
|
||||
# vhistory
|
||||
*.hst
|
||||
*.ver
|
||||
|
||||
# easy-todo
|
||||
*.lod
|
||||
|
||||
# xcolor
|
||||
*.xcp
|
||||
|
||||
# xmpincl
|
||||
*.xmpi
|
||||
|
||||
# xindy
|
||||
*.xdy
|
||||
|
||||
# xypic precompiled matrices and outlines
|
||||
*.xyc
|
||||
*.xyd
|
||||
|
||||
# endfloat
|
||||
*.ttt
|
||||
*.fff
|
||||
|
||||
# Latexian
|
||||
TSWLatexianTemp*
|
||||
|
||||
## Editors:
|
||||
# WinEdt
|
||||
*.bak
|
||||
*.sav
|
||||
|
||||
# Texpad
|
||||
.texpadtmp
|
||||
|
||||
# LyX
|
||||
*.lyx~
|
||||
|
||||
# Kile
|
||||
*.backup
|
||||
|
||||
# gummi
|
||||
.*.swp
|
||||
|
||||
# KBibTeX
|
||||
*~[0-9]*
|
||||
|
||||
# TeXnicCenter
|
||||
*.tps
|
||||
|
||||
# auto folder when using emacs and auctex
|
||||
./auto/*
|
||||
*.el
|
||||
|
||||
# expex forward references with \gathertags
|
||||
*-tags.tex
|
||||
|
||||
# standalone packages
|
||||
*.sta
|
||||
|
||||
# Makeindex log files
|
||||
*.lpz
|
||||
|
||||
# xwatermark package
|
||||
*.xwm
|
||||
|
||||
# REVTeX puts footnotes in the bibliography by default, unless the nofootinbib
|
||||
# option is specified. Footnotes are the stored in a file with suffix Notes.bib.
|
||||
# Uncomment the next line to have this generated file ignored.
|
||||
#*Notes.bib
|
||||
|
||||
26
README.md
Normal file
26
README.md
Normal file
@@ -0,0 +1,26 @@
|
||||
# Ph.D. Thesis
|
||||
|
||||
This project contains the LaTeX code of the **Beamer presentation** of the thesis of my Ph.D. defence.
|
||||
|
||||
The LaTeX file compiles using PDFLaTeX as backend.
|
||||
Make sure to download all the style files (`debug.sty` and `sciencestuff.sty`) and the class `thesis.cls`.
|
||||
|
||||
## Abstract
|
||||
|
||||
We present topics of (semi-)phenomenological relevance in string theory ranging from particle physics amplitudes and Big Bang-like singularities to the study of state-of-the-art deep learning techniques for string compactifications based on recent advancements in artificial intelligence.
|
||||
|
||||
We show the computation of the leading contribution to amplitudes in the presence of non Abelian twist fields in intersecting D-branes scenarios in non factorised tori.
|
||||
This is a generalisation to the current literature which mainly covers factorised internal spaces.
|
||||
We also study a new method to compute amplitudes in the presence of an arbitrary number of spin fields introducing point-like defects on the string worldsheet.
|
||||
The procedure can then be treated as an alternative computation with respect to bosonization and approaches based on the Reggeon vertex.
|
||||
We then present an analysis of Big Bang-like cosmological divergences in string theory on time-dependent orbifolds.
|
||||
We show that divergences are not due to gravitational feedback but to the lack of an underlying effective field theory.
|
||||
We also introduce a new orbifold structure capable of fixing the issue and reinstate a distributional interpretation to field theory amplitudes.
|
||||
|
||||
We finally present a new artificial intelligence approach to algebraic geometry and string compactifications.
|
||||
We compute the Hodge numbers of Complete Intersection Calabi-Yau 3-folds using deep learning techniques based on computer vision and object recognition techniques.
|
||||
We also include a methodological study of machine learning applied to data in string theory: as in most applications machine learning almost never relies on the blind application of algorithms to the data but it requires a careful exploratory analysis and feature engineering.
|
||||
We thus show how such an approach can help in improving results by processing the data before utilising them.
|
||||
We then show that deep learning the configuration matrix of the manifolds reaches the highest accuracy in the task with smaller networks, less parameters and less data.
|
||||
This is a novel approach to the task: differently from previous attempts we focus on using convolutional neural networks capable of reaching higher accuracy on the predictions and ensuring phenomenological relevance to results.
|
||||
In fact parameter sharing and concurrent scans of the configuration matrix retain better generalisation properties and adapt better to the task than fully connected networks.
|
||||
22
img/ccnn.pgf
22
img/ccnn.pgf
@@ -2,13 +2,13 @@
|
||||
\newlength{\layerheight}
|
||||
\newlength{\perspective}
|
||||
\newlength{\filters}
|
||||
%\newlength{\unit}
|
||||
%\newlength{\myunit}
|
||||
|
||||
\setlength{\layer}{3cm}
|
||||
\setlength{\layerheight}{3cm}
|
||||
\setlength{\perspective}{1cm}
|
||||
\setlength{\filters}{0.01cm}
|
||||
\setlength{\unit}{0.225cm}
|
||||
\setlength{\myunit}{0.225cm}
|
||||
|
||||
\begin{tikzpicture}
|
||||
|
||||
@@ -50,13 +50,13 @@
|
||||
|
||||
% flatten layer
|
||||
\foreach \x in {2,...,7} {
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer + 3cm, 0.5cm * \x) circle (\unit);
|
||||
\draw (4 * \layer + 3cm + \unit, 0.5cm * \x) -- (5 * \layer + 2cm - \unit, 2.5cm);
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer + 3cm, 0.5cm * \x) circle (\myunit);
|
||||
\draw (4 * \layer + 3cm + \myunit, 0.5cm * \x) -- (5 * \layer + 2cm - \myunit, 2.5cm);
|
||||
};
|
||||
\node[anchor=north, scale=0.5, below=15pt, align=center] at (4 * \layer + 3cm, 1cm) {flatten};
|
||||
|
||||
% output layer
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer + 2cm, 2.5cm - \unit) -- (5 * \layer + 2cm, 2.5cm) circle (\unit) -- (5 * \layer + 2cm, 2.5cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer + 2cm, 2.5cm - \myunit) -- (5 * \layer + 2cm, 2.5cm) circle (\myunit) -- (5 * \layer + 2cm, 2.5cm + \myunit);
|
||||
\draw (5 * \layer + 2cm + 0.05cm, 2.5cm) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {output layer [1 unit]} -- (5 * \layer + 2cm + 0.10cm, 2.5cm) -- (5 * \layer + 2cm + 0.15cm, 2.5cm + 0.05cm);
|
||||
|
||||
% draw first convolution
|
||||
@@ -81,15 +81,15 @@
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.5] (3 * \layer + 40 * \filters + 0.4 * \perspective, 0.6 * \layerheight + 0.4 * \perspective) -- (4 * \layer, 0.3 * \layerheight) -- (3 * \layer + 40 * \filters, 0.6 * \layerheight) -- cycle;
|
||||
|
||||
% draw the "flatenisation"
|
||||
\draw[dashed] (4 * \layer + 20 * \filters, \layerheight) -- (4 * \layer + 3 cm, 3.5cm + \unit) -- (4 * \layer + 20 * \filters + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\draw[dashed] (4 * \layer + 20 * \filters, 0cm) -- (4 * \layer + 3 cm, 1cm - \unit) -- (4 * \layer + 20 * \filters + \perspective, \perspective) -- cycle;
|
||||
\draw[dashed] (4 * \layer + 20 * \filters, \layerheight) -- (4 * \layer + 3 cm, 3.5cm + \myunit) -- (4 * \layer + 20 * \filters + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\draw[dashed] (4 * \layer + 20 * \filters, 0cm) -- (4 * \layer + 3 cm, 1cm - \myunit) -- (4 * \layer + 20 * \filters + \perspective, \perspective) -- cycle;
|
||||
|
||||
% hidden layer labels
|
||||
\node[anchor=base, align=center, text width=3.9cm, scale=0.75] (c) at (11cm, 5.5cm) {convolutional layers ($5 \times 5$ kernel, ReLU activation)};
|
||||
\draw[->] (c) -- (\layer + 180 * \filters + \perspective, \layerheight + \perspective + \unit);
|
||||
\draw[->] (c) -- (2 * \layer + 100 * \filters + \perspective, \layerheight + \perspective + \unit);
|
||||
\draw[->] (c) -- (3 * \layer + 40 * \filters + \perspective, \layerheight + \perspective + \unit);
|
||||
\draw[->] (c) -- (4 * \layer + 0.5 * \perspective, \layerheight + \perspective + \unit);
|
||||
\draw[->] (c) -- (\layer + 180 * \filters + \perspective, \layerheight + \perspective + \myunit);
|
||||
\draw[->] (c) -- (2 * \layer + 100 * \filters + \perspective, \layerheight + \perspective + \myunit);
|
||||
\draw[->] (c) -- (3 * \layer + 40 * \filters + \perspective, \layerheight + \perspective + \myunit);
|
||||
\draw[->] (c) -- (4 * \layer + 0.5 * \perspective, \layerheight + \perspective + \myunit);
|
||||
|
||||
\end{tikzpicture}
|
||||
|
||||
|
||||
98
img/fc.pgf
98
img/fc.pgf
@@ -1,159 +1,159 @@
|
||||
\newlength{\unit}
|
||||
\newlength{\myunit}
|
||||
\newlength{\layer}
|
||||
|
||||
\setlength{\unit}{0.225cm}
|
||||
\setlength{\myunit}{0.225cm}
|
||||
\setlength{\layer}{1cm}
|
||||
|
||||
\begin{tikzpicture}
|
||||
|
||||
% draw the first layer
|
||||
\filldraw[fill=cyan!10, draw=black] (\layer, -0.75cm - \unit) -- (\layer, -0.75cm) circle (\unit) -- (\layer, -0.75cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (\layer, -0.75cm - \myunit) -- (\layer, -0.75cm) circle (\myunit) -- (\layer, -0.75cm + \myunit);
|
||||
\draw (\layer + 0.05cm, -0.75cm) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {FC layer [876 units]} -- (\layer + 0.10cm, -0.75cm) -- (\layer + 0.15cm, -0.75cm + 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (\layer, -0.75cm + 1.25 * \unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (\layer, -0.75cm + 1.25 * \myunit) {$\vdots$};
|
||||
|
||||
\foreach \x in {0,...,5} {
|
||||
\filldraw[fill=cyan!10, draw=black] (\layer, 0.5cm * \x - \unit) -- (\layer, 0.5cm * \x) circle (\unit) -- (\layer, 0.5cm * \x + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (\layer, 0.5cm * \x - \myunit) -- (\layer, 0.5cm * \x) circle (\myunit) -- (\layer, 0.5cm * \x + \myunit);
|
||||
\draw (\layer + 0.05cm, 0.5cm * \x) -- (\layer + 0.10cm, 0.5cm * \x) -- (\layer + 0.15cm, 0.5cm * \x + 0.05cm);
|
||||
};
|
||||
|
||||
\filldraw[fill=cyan!10, draw=black] (\layer, 3.25cm - \unit) -- (\layer, 3.25cm) circle (\unit) -- (\layer, 3.25cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (\layer, 3.25cm - \myunit) -- (\layer, 3.25cm) circle (\myunit) -- (\layer, 3.25cm + \myunit);
|
||||
\draw (\layer + 0.05cm, 3.25cm) -- (\layer + 0.10cm, 3.25cm) -- (\layer + 0.15cm, 3.25cm + 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (\layer, 3.25cm - 2\unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (\layer, 3.25cm - 2\myunit) {$\vdots$};
|
||||
|
||||
% draw the second layer
|
||||
\filldraw[fill=cyan!10, draw=black] (2 * \layer, -\unit) -- (2 * \layer, 0cm) circle (\unit) -- (2 * \layer, \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (2 * \layer, -\myunit) -- (2 * \layer, 0cm) circle (\myunit) -- (2 * \layer, \myunit);
|
||||
\draw (2 * \layer + 0.05cm, 0cm) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {FC layer [461 units]} -- (2 * \layer + 0.10cm, 0cm) -- (2 * \layer + 0.15cm, 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (2 * \layer, 1.25 * \unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (2 * \layer, 1.25 * \myunit) {$\vdots$};
|
||||
|
||||
\foreach \x in {1.5,...,3.5} {
|
||||
\filldraw[fill=cyan!10, draw=black] (2 * \layer, 0.5cm * \x - \unit) -- (2 * \layer, 0.5cm * \x) circle (\unit) -- (2 * \layer, 0.5cm * \x + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (2 * \layer, 0.5cm * \x - \myunit) -- (2 * \layer, 0.5cm * \x) circle (\myunit) -- (2 * \layer, 0.5cm * \x + \myunit);
|
||||
\draw (2 * \layer + 0.05cm, 0.5cm * \x) -- (2 * \layer + 0.10cm, 0.5cm * \x) -- (2 * \layer + 0.15cm, 0.5cm * \x + 0.05cm);
|
||||
};
|
||||
|
||||
\filldraw[fill=cyan!10, draw=black] (2 * \layer, 2.5cm - \unit) -- (2 * \layer, 2.5cm) circle (\unit) -- (2 * \layer, 2.5cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (2 * \layer, 2.5cm - \myunit) -- (2 * \layer, 2.5cm) circle (\myunit) -- (2 * \layer, 2.5cm + \myunit);
|
||||
\draw (2 * \layer + 0.05cm, 2.5cm) -- (2 * \layer + 0.10cm, 2.5cm) -- (2 * \layer + 0.15cm, 2.5cm + 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (2 * \layer, 2.5cm - 2\unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (2 * \layer, 2.5cm - 2\myunit) {$\vdots$};
|
||||
|
||||
% draw the third layer
|
||||
\filldraw[fill=cyan!10, draw=black] (3 * \layer, -\unit) -- (3 * \layer, 0cm) circle (\unit) -- (3 * \layer, \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (3 * \layer, -\myunit) -- (3 * \layer, 0cm) circle (\myunit) -- (3 * \layer, \myunit);
|
||||
\draw (3 * \layer + 0.05cm, 0cm) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {FC layer [437 units]} -- (3 * \layer + 0.10cm, 0cm) -- (3 * \layer + 0.15cm, 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (3 * \layer, 1.25 * \unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (3 * \layer, 1.25 * \myunit) {$\vdots$};
|
||||
|
||||
\foreach \x in {1.5,...,3.5} {
|
||||
\filldraw[fill=cyan!10, draw=black] (3 * \layer, 0.5cm * \x - \unit) -- (3 * \layer, 0.5cm * \x) circle (\unit) -- (3 * \layer, 0.5cm * \x + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (3 * \layer, 0.5cm * \x - \myunit) -- (3 * \layer, 0.5cm * \x) circle (\myunit) -- (3 * \layer, 0.5cm * \x + \myunit);
|
||||
\draw (3 * \layer + 0.05cm, 0.5cm * \x) -- (3 * \layer + 0.10cm, 0.5cm * \x) -- (3 * \layer + 0.15cm, 0.5cm * \x + 0.05cm);
|
||||
};
|
||||
|
||||
\filldraw[fill=cyan!10, draw=black] (3 * \layer, 2.5cm - \unit) -- (3 * \layer, 2.5cm) circle (\unit) -- (3 * \layer, 2.5cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (3 * \layer, 2.5cm - \myunit) -- (3 * \layer, 2.5cm) circle (\myunit) -- (3 * \layer, 2.5cm + \myunit);
|
||||
\draw (3 * \layer + 0.05cm, 2.5cm) -- (3 * \layer + 0.10cm, 2.5cm) -- (3 * \layer + 0.15cm, 2.5cm + 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (3 * \layer, 2.5cm - 2\unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (3 * \layer, 2.5cm - 2\myunit) {$\vdots$};
|
||||
|
||||
% draw the fourth layer
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer, -0.75cm - \unit) -- (4 * \layer, -0.75cm) circle (\unit) -- (4 * \layer, -0.75cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer, -0.75cm - \myunit) -- (4 * \layer, -0.75cm) circle (\myunit) -- (4 * \layer, -0.75cm + \myunit);
|
||||
\draw (4 * \layer + 0.05cm, -0.75cm) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {FC layer [929 units]} -- (4 * \layer + 0.10cm, -0.75cm) -- (4 * \layer + 0.15cm, -0.75cm + 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (4 * \layer, -0.75cm + 1.25 * \unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (4 * \layer, -0.75cm + 1.25 * \myunit) {$\vdots$};
|
||||
|
||||
\foreach \x in {0,...,5} {
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer, 0.5cm * \x - \unit) -- (4 * \layer, 0.5cm * \x) circle (\unit) -- (4 * \layer, 0.5cm * \x + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer, 0.5cm * \x - \myunit) -- (4 * \layer, 0.5cm * \x) circle (\myunit) -- (4 * \layer, 0.5cm * \x + \myunit);
|
||||
\draw (4 * \layer + 0.05cm, 0.5cm * \x) -- (4 * \layer + 0.10cm, 0.5cm * \x) -- (4 * \layer + 0.15cm, 0.5cm * \x + 0.05cm);
|
||||
};
|
||||
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer, 3.25cm - \unit) -- (4 * \layer, 3.25cm) circle (\unit) -- (4 * \layer, 3.25cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (4 * \layer, 3.25cm - \myunit) -- (4 * \layer, 3.25cm) circle (\myunit) -- (4 * \layer, 3.25cm + \myunit);
|
||||
\draw (4 * \layer + 0.05cm, 3.25cm) -- (4 * \layer + 0.10cm, 3.25cm) -- (4 * \layer + 0.15cm, 3.25cm + 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (4 * \layer, 3.25cm - 2\unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (4 * \layer, 3.25cm - 2\myunit) {$\vdots$};
|
||||
|
||||
% draw the fifth layer
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer, -\unit) -- (5 * \layer, 0cm) circle (\unit) -- (5 * \layer, \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer, -\myunit) -- (5 * \layer, 0cm) circle (\myunit) -- (5 * \layer, \myunit);
|
||||
\draw (5 * \layer + 0.05cm, 0cm) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {FC layer [404 units]} -- (5 * \layer + 0.10cm, 0cm) -- (5 * \layer + 0.15cm, 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (5 * \layer, 1.25 * \unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (5 * \layer, 1.25 * \myunit) {$\vdots$};
|
||||
|
||||
\foreach \x in {1.5,...,3.5} {
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer, 0.5cm * \x - \unit) -- (5 * \layer, 0.5cm * \x) circle (\unit) -- (5 * \layer, 0.5cm * \x + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer, 0.5cm * \x - \myunit) -- (5 * \layer, 0.5cm * \x) circle (\myunit) -- (5 * \layer, 0.5cm * \x + \myunit);
|
||||
\draw (5 * \layer + 0.05cm, 0.5cm * \x) -- (5 * \layer + 0.10cm, 0.5cm * \x) -- (5 * \layer + 0.15cm, 0.5cm * \x + 0.05cm);
|
||||
};
|
||||
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer, 2.5cm - \unit) -- (5 * \layer, 2.5cm) circle (\unit) -- (5 * \layer, 2.5cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (5 * \layer, 2.5cm - \myunit) -- (5 * \layer, 2.5cm) circle (\myunit) -- (5 * \layer, 2.5cm + \myunit);
|
||||
\draw (5 * \layer + 0.05cm, 2.5cm) -- (5 * \layer + 0.10cm, 2.5cm) -- (5 * \layer + 0.15cm, 2.5cm + 0.05cm);
|
||||
\node[anchor=base, scale=0.35] at (5 * \layer, 2.5cm - 2\unit) {$\vdots$};
|
||||
\node[anchor=base, scale=0.35] at (5 * \layer, 2.5cm - 2\myunit) {$\vdots$};
|
||||
|
||||
% draw the output layer
|
||||
\filldraw[fill=cyan!10, draw=black] (6 * \layer, 1.25cm - \unit) -- (6 * \layer, 1.25cm) circle (\unit) -- (6 * \layer, 1.25cm + \unit);
|
||||
\filldraw[fill=cyan!10, draw=black] (6 * \layer, 1.25cm - \myunit) -- (6 * \layer, 1.25cm) circle (\myunit) -- (6 * \layer, 1.25cm + \myunit);
|
||||
\draw (6 * \layer + 0.05cm, 1.25cm) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {output layer [1 unit]} -- (6 * \layer + 0.10cm, 1.25cm) -- (6 * \layer + 0.15cm, 1.25cm + 0.05cm);
|
||||
|
||||
% draw weights 1 --> 2 and 4 --> 5
|
||||
\foreach \x in {\layer, 4 * \layer} {
|
||||
\foreach \y in {-0.75cm, 3.25cm} {
|
||||
\foreach \z in {0cm, 2.5cm} {
|
||||
\draw (\x + \unit, \y) -- (\x + \layer - \unit, \z);
|
||||
\draw (\x + \myunit, \y) -- (\x + \layer - \myunit, \z);
|
||||
};
|
||||
};
|
||||
\foreach \y in {0,...,5} {
|
||||
\foreach \z in {1.5,...,3.5} {
|
||||
\draw (\x + \unit, 0.5cm * \y) -- (\x + \layer - \unit, 0.5cm * \z);
|
||||
\draw (\x + \myunit, 0.5cm * \y) -- (\x + \layer - \myunit, 0.5cm * \z);
|
||||
};
|
||||
\foreach \z in {0cm, 2.5cm} {
|
||||
\draw (\x + \unit, 0.5 * \y) -- (\x + \layer - \unit, \z);
|
||||
\draw (\x + \myunit, 0.5 * \y) -- (\x + \layer - \myunit, \z);
|
||||
};
|
||||
};
|
||||
\foreach \y in {1.5,...,3.5} {
|
||||
\draw (\x + \unit, 3.25cm) -- (\x + \layer - \unit, 0.5cm * \y);
|
||||
\draw (\x + \unit, -0.75cm) -- (\x + \layer - \unit, 0.5cm * \y);
|
||||
\draw (\x + \myunit, 3.25cm) -- (\x + \layer - \myunit, 0.5cm * \y);
|
||||
\draw (\x + \myunit, -0.75cm) -- (\x + \layer - \myunit, 0.5cm * \y);
|
||||
};
|
||||
};
|
||||
|
||||
% draw weights 2 --> 3
|
||||
\foreach \y in {0cm, 2.5cm} {
|
||||
\foreach \z in {0cm, 2.5cm} {
|
||||
\draw (2 * \layer + \unit, \y) -- (2 * \layer + \layer - \unit, \z);
|
||||
\draw (2 * \layer + \myunit, \y) -- (2 * \layer + \layer - \myunit, \z);
|
||||
};
|
||||
};
|
||||
\foreach \y in {1.5,...,3.5} {
|
||||
\foreach \z in {1.5,...,3.5} {
|
||||
\draw (2 * \layer + \unit, 0.5cm * \y) -- (2 * \layer + \layer - \unit, 0.5cm * \z);
|
||||
\draw (2 * \layer + \myunit, 0.5cm * \y) -- (2 * \layer + \layer - \myunit, 0.5cm * \z);
|
||||
};
|
||||
\foreach \z in {0cm, 2.5cm} {
|
||||
\draw (2 * \layer + \unit, 0.5cm * \y) -- (2 * \layer + \layer - \unit, \z);
|
||||
\draw (2 * \layer + \myunit, 0.5cm * \y) -- (2 * \layer + \layer - \myunit, \z);
|
||||
};
|
||||
};
|
||||
\foreach \y in {1.5,...,3.5} {
|
||||
\draw (2 * \layer + \unit, 2.5cm) -- (2 * \layer + \layer - \unit, 0.5cm * \y);
|
||||
\draw (2 * \layer + \unit, 0cm) -- (2 * \layer + \layer - \unit, 0.5cm * \y);
|
||||
\draw (2 * \layer + \myunit, 2.5cm) -- (2 * \layer + \layer - \myunit, 0.5cm * \y);
|
||||
\draw (2 * \layer + \myunit, 0cm) -- (2 * \layer + \layer - \myunit, 0.5cm * \y);
|
||||
};
|
||||
|
||||
% draw weights 3 --> 4
|
||||
\foreach \y in {0cm, 2.5cm} {
|
||||
\foreach \z in {-0.75cm, 3.25cm} {
|
||||
\draw (3 * \layer + \unit, \y) -- (3 * \layer + \layer - \unit, \z);
|
||||
\draw (3 * \layer + \myunit, \y) -- (3 * \layer + \layer - \myunit, \z);
|
||||
};
|
||||
};
|
||||
\foreach \y in {1.5,...,3.5} {
|
||||
\foreach \z in {0,...,5} {
|
||||
\draw (3 * \layer + \unit, 0.5cm * \y) -- (3 * \layer + \layer - \unit, 0.5cm * \z);
|
||||
\draw (3 * \layer + \myunit, 0.5cm * \y) -- (3 * \layer + \layer - \myunit, 0.5cm * \z);
|
||||
};
|
||||
\foreach \z in {0cm, 2.5cm} {
|
||||
\draw (3 * \layer + \unit, 0.5cm * \y) -- (3 * \layer + \layer - \unit, \z);
|
||||
\draw (3 * \layer + \myunit, 0.5cm * \y) -- (3 * \layer + \layer - \myunit, \z);
|
||||
};
|
||||
};
|
||||
\foreach \y in {0,...,5} {
|
||||
\draw (3 * \layer + \unit, 2.5cm) -- (3 * \layer + \layer - \unit, 0.5cm * \y);
|
||||
\draw (3 * \layer + \unit, 0cm) -- (3 * \layer + \layer - \unit, 0.5cm * \y);
|
||||
\draw (3 * \layer + \myunit, 2.5cm) -- (3 * \layer + \layer - \myunit, 0.5cm * \y);
|
||||
\draw (3 * \layer + \myunit, 0cm) -- (3 * \layer + \layer - \myunit, 0.5cm * \y);
|
||||
};
|
||||
|
||||
% draw weights 5 --> output
|
||||
\foreach \y in {0cm, 2.5cm} {
|
||||
\draw (5 * \layer + \unit, \y) -- (5 * \layer + \layer - \unit, 1.25cm);
|
||||
\draw (5 * \layer + \myunit, \y) -- (5 * \layer + \layer - \myunit, 1.25cm);
|
||||
};
|
||||
\foreach \y in {1.5,...,3.5} {
|
||||
\draw (5 * \layer + \unit, 0.5cm * \y) -- (5 * \layer + \layer - \unit, 1.25cm);
|
||||
\draw (5 * \layer + \myunit, 0.5cm * \y) -- (5 * \layer + \layer - \myunit, 1.25cm);
|
||||
};
|
||||
|
||||
% draw hidden layers legend
|
||||
\node[anchor=base, align=center, text width=3.5cm, scale=0.5] (h) at (4cm, 4.5cm) {hidden layers (ReLU activation)};
|
||||
\draw[->] (h) -- (\layer + \unit, 3.6cm);
|
||||
\draw[->] (h) -- (2 * \layer + \unit, 2.85cm);
|
||||
\draw[->] (h) -- (3 * \layer + 0.5 * \unit, 2.85cm);
|
||||
\draw[->] (h) -- (\layer + \myunit, 3.6cm);
|
||||
\draw[->] (h) -- (2 * \layer + \myunit, 2.85cm);
|
||||
\draw[->] (h) -- (3 * \layer + 0.5 * \myunit, 2.85cm);
|
||||
\draw[->] (h) -- (4 * \layer, 3.6cm);
|
||||
\draw[->] (h) -- (5 * \layer - 0.5 * \unit, 2.85cm);
|
||||
\draw[->] (h) -- (5 * \layer - 0.5 * \myunit, 2.85cm);
|
||||
|
||||
\end{tikzpicture}
|
||||
|
||||
|
||||
236
img/icnn.pgf
236
img/icnn.pgf
@@ -2,19 +2,13 @@
|
||||
%\newlength{\layerheight}
|
||||
%\newlength{\perspective}
|
||||
%\newlength{\filters}
|
||||
%\newlength{\unit}
|
||||
\newlength{\upperlevel}
|
||||
\newlength{\bottomlevel}
|
||||
\newlength{\concatheight}
|
||||
%\newlength{\myunit}
|
||||
|
||||
\setlength{\layer}{3cm}
|
||||
\setlength{\layerheight}{3cm}
|
||||
\setlength{\perspective}{1cm}
|
||||
\setlength{\filters}{0.01cm}
|
||||
\setlength{\unit}{0.225cm}
|
||||
\setlength{\upperlevel}{2.25cm}
|
||||
\setlength{\bottomlevel}{-2.25cm}
|
||||
\setlength{\concatheight}{0cm}
|
||||
\setlength{\myunit}{0.225cm}
|
||||
|
||||
\usetikzlibrary{decorations.pathreplacing}
|
||||
|
||||
@@ -26,166 +20,166 @@
|
||||
\node[anchor=north west, scale=0.65] at (1cm, 0cm) {input layer};
|
||||
|
||||
% first layer
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \upperlevel) -- (\layer + 32 * \filters, \upperlevel) -- (\layer + 32 * \filters + \perspective, \upperlevel + \perspective) -- (\layer + \perspective, \upperlevel + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer + \perspective, \upperlevel + \perspective) -- (\layer + 32 * \filters + \perspective, \upperlevel + \perspective) -- (\layer + 32 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (\layer + \perspective, \upperlevel + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \upperlevel) -- (\layer + \perspective, \upperlevel + \perspective) -- (\layer + \perspective, \upperlevel + \perspective + \layerheight) -- (\layer, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \upperlevel) -- (\layer + 32 * \filters, \upperlevel) -- (\layer + 32 * \filters, \upperlevel + \layerheight) -- (\layer, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer + 32 * \filters, \upperlevel) -- (\layer + 32 * \filters + \perspective, \upperlevel + \perspective) -- (\layer + 32 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (\layer + 32 * \filters, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \upperlevel + \layerheight) -- (\layer + 32 * \filters, \upperlevel + \layerheight) -- (\layer + 32 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (\layer + \perspective, \upperlevel + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (\layer, \upperlevel + \layerheight) {$32 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, 2.25cm) -- (\layer + 32 * \filters, 2.25cm) -- (\layer + 32 * \filters + \perspective, 2.25cm + \perspective) -- (\layer + \perspective, 2.25cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer + \perspective, 2.25cm + \perspective) -- (\layer + 32 * \filters + \perspective, 2.25cm + \perspective) -- (\layer + 32 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (\layer + \perspective, 2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, 2.25cm) -- (\layer + \perspective, 2.25cm + \perspective) -- (\layer + \perspective, 2.25cm + \perspective + \layerheight) -- (\layer, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, 2.25cm) -- (\layer + 32 * \filters, 2.25cm) -- (\layer + 32 * \filters, 2.25cm + \layerheight) -- (\layer, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer + 32 * \filters, 2.25cm) -- (\layer + 32 * \filters + \perspective, 2.25cm + \perspective) -- (\layer + 32 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (\layer + 32 * \filters, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, 2.25cm + \layerheight) -- (\layer + 32 * \filters, 2.25cm + \layerheight) -- (\layer + 32 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (\layer + \perspective, 2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (\layer, 2.25cm + \layerheight) {$32 @ 12 \times 15$};
|
||||
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \bottomlevel) -- (\layer + 32 * \filters, \bottomlevel) -- (\layer + 32 * \filters + \perspective, \bottomlevel + \perspective) -- (\layer + \perspective, \bottomlevel + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer + \perspective, \bottomlevel + \perspective) -- (\layer + 32 * \filters + \perspective, \bottomlevel + \perspective) -- (\layer + 32 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (\layer + \perspective, \bottomlevel + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \bottomlevel) -- (\layer + \perspective, \bottomlevel + \perspective) -- (\layer + \perspective, \bottomlevel + \perspective + \layerheight) -- (\layer, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \bottomlevel) -- (\layer + 32 * \filters, \bottomlevel) -- (\layer + 32 * \filters, \bottomlevel + \layerheight) -- (\layer, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer + 32 * \filters, \bottomlevel) -- (\layer + 32 * \filters + \perspective, \bottomlevel + \perspective) -- (\layer + 32 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (\layer + 32 * \filters, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, \bottomlevel + \layerheight) -- (\layer + 32 * \filters, \bottomlevel + \layerheight) -- (\layer + 32 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (\layer + \perspective, \bottomlevel + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (\layer, \bottomlevel + \layerheight) {$32 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, -2.25cm) -- (\layer + 32 * \filters, -2.25cm) -- (\layer + 32 * \filters + \perspective, -2.25cm + \perspective) -- (\layer + \perspective, -2.25cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer + \perspective, -2.25cm + \perspective) -- (\layer + 32 * \filters + \perspective, -2.25cm + \perspective) -- (\layer + 32 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (\layer + \perspective, -2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (\layer, -2.25cm) -- (\layer + \perspective, -2.25cm + \perspective) -- (\layer + \perspective, -2.25cm + \perspective + \layerheight) -- (\layer, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, -2.25cm) -- (\layer + 32 * \filters, -2.25cm) -- (\layer + 32 * \filters, -2.25cm + \layerheight) -- (\layer, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer + 32 * \filters, -2.25cm) -- (\layer + 32 * \filters + \perspective, -2.25cm + \perspective) -- (\layer + 32 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (\layer + 32 * \filters, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (\layer, -2.25cm + \layerheight) -- (\layer + 32 * \filters, -2.25cm + \layerheight) -- (\layer + 32 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (\layer + \perspective, -2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (\layer, -2.25cm + \layerheight) {$32 @ 12 \times 15$};
|
||||
|
||||
% first concatenation
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, \concatheight) -- (2 * \layer + 64 * \filters, \concatheight) -- (2 * \layer + 64 * \filters + \perspective, \concatheight + \perspective) -- (2 * \layer + \perspective, \concatheight + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer + \perspective, \concatheight + \perspective) -- (2 * \layer + 64 * \filters + \perspective, \concatheight + \perspective) -- (2 * \layer + 64 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (2 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, \concatheight) -- (2 * \layer + \perspective, \concatheight + \perspective) -- (2 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- (2 * \layer, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, \concatheight) -- (2 * \layer + 64 * \filters, \concatheight) -- (2 * \layer + 64 * \filters, \concatheight + \layerheight) -- (2 * \layer, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer + 64 * \filters, \concatheight) -- (2 * \layer + 64 * \filters + \perspective, \concatheight + \perspective) -- (2 * \layer + 64 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (2 * \layer + 64 * \filters, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, \concatheight + \layerheight) -- (2 * \layer + 64 * \filters, \concatheight + \layerheight) -- (2 * \layer + 64 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (2 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (2 * \layer, \concatheight + \layerheight) {$64 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, 0cm) -- (2 * \layer + 64 * \filters, 0cm) -- (2 * \layer + 64 * \filters + \perspective, 0cm + \perspective) -- (2 * \layer + \perspective, 0cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer + \perspective, 0cm + \perspective) -- (2 * \layer + 64 * \filters + \perspective, 0cm + \perspective) -- (2 * \layer + 64 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (2 * \layer + \perspective, 0cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, 0cm) -- (2 * \layer + \perspective, 0cm + \perspective) -- (2 * \layer + \perspective, 0cm + \perspective + \layerheight) -- (2 * \layer, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, 0cm) -- (2 * \layer + 64 * \filters, 0cm) -- (2 * \layer + 64 * \filters, 0cm + \layerheight) -- (2 * \layer, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer + 64 * \filters, 0cm) -- (2 * \layer + 64 * \filters + \perspective, 0cm + \perspective) -- (2 * \layer + 64 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (2 * \layer + 64 * \filters, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (2 * \layer, 0cm + \layerheight) -- (2 * \layer + 64 * \filters, 0cm + \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (2 * \layer + \perspective, 0cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (2 * \layer, 0cm + \layerheight) {$64 @ 12 \times 15$};
|
||||
|
||||
\draw (\layer + 32 * \filters + 1.2 * \perspective, \upperlevel + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.7 * \perspective, \upperlevel + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.7 * \perspective, \bottomlevel + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.2 * \perspective, \bottomlevel + 0.5 * \layerheight);
|
||||
\filldraw[fill=red!20, draw=black] (\layer + 32 * \filters + 1.7 * \perspective, \concatheight + 0.5 * \layerheight) node[anchor=center, scale=0.8] {$C$} circle (\unit);
|
||||
\draw[-latex] (\layer + 32 * \filters + 1.7 * \perspective + \unit, \concatheight + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.7 * \perspective + 3 * \unit, \concatheight + 0.5 * \layerheight);
|
||||
\draw (\layer + 32 * \filters + 1.2 * \perspective, 2.25cm + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.7 * \perspective, 2.25cm + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.7 * \perspective, -2.25cm + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.2 * \perspective, -2.25cm + 0.5 * \layerheight);
|
||||
\filldraw[fill=red!20, draw=black] (\layer + 32 * \filters + 1.7 * \perspective, 0cm + 0.5 * \layerheight) node[anchor=center, scale=0.8] {$C$} circle (\myunit);
|
||||
\draw[-latex] (\layer + 32 * \filters + 1.7 * \perspective + \myunit, 0cm + 0.5 * \layerheight) -- (\layer + 32 * \filters + 1.7 * \perspective + 3 * \myunit, 0cm + 0.5 * \layerheight);
|
||||
|
||||
% second layer
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \upperlevel) -- (3 * \layer + 64 * \filters, \upperlevel) -- (3 * \layer + 64 * \filters + \perspective, \upperlevel + \perspective) -- (3 * \layer + \perspective, \upperlevel + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + \perspective, \upperlevel + \perspective) -- (3 * \layer + 64 * \filters + \perspective, \upperlevel + \perspective) -- (3 * \layer + 64 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (3 * \layer + \perspective, \upperlevel + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \upperlevel) -- (3 * \layer + \perspective, \upperlevel + \perspective) -- (3 * \layer + \perspective, \upperlevel + \perspective + \layerheight) -- (3 * \layer, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \upperlevel) -- (3 * \layer + 64 * \filters, \upperlevel) -- (3 * \layer + 64 * \filters, \upperlevel + \layerheight) -- (3 * \layer, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + 64 * \filters, \upperlevel) -- (3 * \layer + 64 * \filters + \perspective, \upperlevel + \perspective) -- (3 * \layer + 64 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (3 * \layer + 64 * \filters, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \upperlevel + \layerheight) -- (3 * \layer + 64 * \filters, \upperlevel + \layerheight) -- (3 * \layer + 64 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (3 * \layer + \perspective, \upperlevel + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (3 * \layer, \upperlevel + \layerheight) {$64 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, 2.25cm) -- (3 * \layer + 64 * \filters, 2.25cm) -- (3 * \layer + 64 * \filters + \perspective, 2.25cm + \perspective) -- (3 * \layer + \perspective, 2.25cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + \perspective, 2.25cm + \perspective) -- (3 * \layer + 64 * \filters + \perspective, 2.25cm + \perspective) -- (3 * \layer + 64 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (3 * \layer + \perspective, 2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, 2.25cm) -- (3 * \layer + \perspective, 2.25cm + \perspective) -- (3 * \layer + \perspective, 2.25cm + \perspective + \layerheight) -- (3 * \layer, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, 2.25cm) -- (3 * \layer + 64 * \filters, 2.25cm) -- (3 * \layer + 64 * \filters, 2.25cm + \layerheight) -- (3 * \layer, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + 64 * \filters, 2.25cm) -- (3 * \layer + 64 * \filters + \perspective, 2.25cm + \perspective) -- (3 * \layer + 64 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (3 * \layer + 64 * \filters, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, 2.25cm + \layerheight) -- (3 * \layer + 64 * \filters, 2.25cm + \layerheight) -- (3 * \layer + 64 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (3 * \layer + \perspective, 2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (3 * \layer, 2.25cm + \layerheight) {$64 @ 12 \times 15$};
|
||||
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \bottomlevel) -- (3 * \layer + 64 * \filters, \bottomlevel) -- (3 * \layer + 64 * \filters + \perspective, \bottomlevel + \perspective) -- (3 * \layer + \perspective, \bottomlevel + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + \perspective, \bottomlevel + \perspective) -- (3 * \layer + 64 * \filters + \perspective, \bottomlevel + \perspective) -- (3 * \layer + 64 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (3 * \layer + \perspective, \bottomlevel + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \bottomlevel) -- (3 * \layer + \perspective, \bottomlevel + \perspective) -- (3 * \layer + \perspective, \bottomlevel + \perspective + \layerheight) -- (3 * \layer, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \bottomlevel) -- (3 * \layer + 64 * \filters, \bottomlevel) -- (3 * \layer + 64 * \filters, \bottomlevel + \layerheight) -- (3 * \layer, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + 64 * \filters, \bottomlevel) -- (3 * \layer + 64 * \filters + \perspective, \bottomlevel + \perspective) -- (3 * \layer + 64 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (3 * \layer + 64 * \filters, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, \bottomlevel + \layerheight) -- (3 * \layer + 64 * \filters, \bottomlevel + \layerheight) -- (3 * \layer + 64 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (3 * \layer + \perspective, \bottomlevel + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (3 * \layer, \bottomlevel + \layerheight) {$64 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, -2.25cm) -- (3 * \layer + 64 * \filters, -2.25cm) -- (3 * \layer + 64 * \filters + \perspective, -2.25cm + \perspective) -- (3 * \layer + \perspective, -2.25cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + \perspective, -2.25cm + \perspective) -- (3 * \layer + 64 * \filters + \perspective, -2.25cm + \perspective) -- (3 * \layer + 64 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (3 * \layer + \perspective, -2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, -2.25cm) -- (3 * \layer + \perspective, -2.25cm + \perspective) -- (3 * \layer + \perspective, -2.25cm + \perspective + \layerheight) -- (3 * \layer, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, -2.25cm) -- (3 * \layer + 64 * \filters, -2.25cm) -- (3 * \layer + 64 * \filters, -2.25cm + \layerheight) -- (3 * \layer, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer + 64 * \filters, -2.25cm) -- (3 * \layer + 64 * \filters + \perspective, -2.25cm + \perspective) -- (3 * \layer + 64 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (3 * \layer + 64 * \filters, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (3 * \layer, -2.25cm + \layerheight) -- (3 * \layer + 64 * \filters, -2.25cm + \layerheight) -- (3 * \layer + 64 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (3 * \layer + \perspective, -2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (3 * \layer, -2.25cm + \layerheight) {$64 @ 12 \times 15$};
|
||||
|
||||
% second concatenation
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, \concatheight) -- (4 * \layer + 128 * \filters, \concatheight) -- (4 * \layer + 128 * \filters + \perspective, \concatheight + \perspective) -- (4 * \layer + \perspective, \concatheight + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer + \perspective, \concatheight + \perspective) -- (4 * \layer + 128 * \filters + \perspective, \concatheight + \perspective) -- (4 * \layer + 128 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (4 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, \concatheight) -- (4 * \layer + \perspective, \concatheight + \perspective) -- (4 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- (4 * \layer, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, \concatheight) -- (4 * \layer + 128 * \filters, \concatheight) -- (4 * \layer + 128 * \filters, \concatheight + \layerheight) -- (4 * \layer, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer + 128 * \filters, \concatheight) -- (4 * \layer + 128 * \filters + \perspective, \concatheight + \perspective) -- (4 * \layer + 128 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (4 * \layer + 128 * \filters, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, \concatheight + \layerheight) -- (4 * \layer + 128 * \filters, \concatheight + \layerheight) -- (4 * \layer + 128 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (4 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (4 * \layer, \concatheight + \layerheight) {$128 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, 0cm) -- (4 * \layer + 128 * \filters, 0cm) -- (4 * \layer + 128 * \filters + \perspective, 0cm + \perspective) -- (4 * \layer + \perspective, 0cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer + \perspective, 0cm + \perspective) -- (4 * \layer + 128 * \filters + \perspective, 0cm + \perspective) -- (4 * \layer + 128 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (4 * \layer + \perspective, 0cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, 0cm) -- (4 * \layer + \perspective, 0cm + \perspective) -- (4 * \layer + \perspective, 0cm + \perspective + \layerheight) -- (4 * \layer, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, 0cm) -- (4 * \layer + 128 * \filters, 0cm) -- (4 * \layer + 128 * \filters, 0cm + \layerheight) -- (4 * \layer, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer + 128 * \filters, 0cm) -- (4 * \layer + 128 * \filters + \perspective, 0cm + \perspective) -- (4 * \layer + 128 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (4 * \layer + 128 * \filters, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (4 * \layer, 0cm + \layerheight) -- (4 * \layer + 128 * \filters, 0cm + \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (4 * \layer + \perspective, 0cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (4 * \layer, 0cm + \layerheight) {$128 @ 12 \times 15$};
|
||||
|
||||
\draw (3 * \layer + 64 * \filters + 1.1 * \perspective, \upperlevel + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.6 * \perspective, \upperlevel + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.6 * \perspective, \bottomlevel + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.1 * \perspective, \bottomlevel + 0.5 * \layerheight);
|
||||
\filldraw[fill=red!20, draw=black] (3 * \layer + 64 * \filters + 1.6 * \perspective, \concatheight + 0.5 * \layerheight) node[anchor=center, scale=0.8] {$C$} circle (\unit);
|
||||
\draw[-latex] (3 * \layer + 64 * \filters + 1.6 * \perspective + \unit, \concatheight + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.6 * \perspective + 3 * \unit, \concatheight + 0.5 * \layerheight);
|
||||
\draw (3 * \layer + 64 * \filters + 1.1 * \perspective, 2.25cm + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.6 * \perspective, 2.25cm + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.6 * \perspective, -2.25cm + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.1 * \perspective, -2.25cm + 0.5 * \layerheight);
|
||||
\filldraw[fill=red!20, draw=black] (3 * \layer + 64 * \filters + 1.6 * \perspective, 0cm + 0.5 * \layerheight) node[anchor=center, scale=0.8] {$C$} circle (\myunit);
|
||||
\draw[-latex] (3 * \layer + 64 * \filters + 1.6 * \perspective + \myunit, 0cm + 0.5 * \layerheight) -- (3 * \layer + 64 * \filters + 1.6 * \perspective + 3 * \myunit, 0cm + 0.5 * \layerheight);
|
||||
|
||||
% third layer
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \upperlevel) -- (5 * \layer + 32 * \filters, \upperlevel) -- (5 * \layer + 32 * \filters + \perspective, \upperlevel + \perspective) -- (5 * \layer + \perspective, \upperlevel + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + \perspective, \upperlevel + \perspective) -- (5 * \layer + 32 * \filters + \perspective, \upperlevel + \perspective) -- (5 * \layer + 32 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (5 * \layer + \perspective, \upperlevel + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \upperlevel) -- (5 * \layer + \perspective, \upperlevel + \perspective) -- (5 * \layer + \perspective, \upperlevel + \perspective + \layerheight) -- (5 * \layer, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \upperlevel) -- (5 * \layer + 32 * \filters, \upperlevel) -- (5 * \layer + 32 * \filters, \upperlevel + \layerheight) -- (5 * \layer, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + 32 * \filters, \upperlevel) -- (5 * \layer + 32 * \filters + \perspective, \upperlevel + \perspective) -- (5 * \layer + 32 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (5 * \layer + 32 * \filters, \upperlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \upperlevel + \layerheight) -- (5 * \layer + 32 * \filters, \upperlevel + \layerheight) -- (5 * \layer + 32 * \filters + \perspective, \upperlevel + \perspective + \layerheight) -- (5 * \layer + \perspective, \upperlevel + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (5 * \layer, \upperlevel + \layerheight) {$32 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, 2.25cm) -- (5 * \layer + 32 * \filters, 2.25cm) -- (5 * \layer + 32 * \filters + \perspective, 2.25cm + \perspective) -- (5 * \layer + \perspective, 2.25cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + \perspective, 2.25cm + \perspective) -- (5 * \layer + 32 * \filters + \perspective, 2.25cm + \perspective) -- (5 * \layer + 32 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (5 * \layer + \perspective, 2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, 2.25cm) -- (5 * \layer + \perspective, 2.25cm + \perspective) -- (5 * \layer + \perspective, 2.25cm + \perspective + \layerheight) -- (5 * \layer, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, 2.25cm) -- (5 * \layer + 32 * \filters, 2.25cm) -- (5 * \layer + 32 * \filters, 2.25cm + \layerheight) -- (5 * \layer, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + 32 * \filters, 2.25cm) -- (5 * \layer + 32 * \filters + \perspective, 2.25cm + \perspective) -- (5 * \layer + 32 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (5 * \layer + 32 * \filters, 2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, 2.25cm + \layerheight) -- (5 * \layer + 32 * \filters, 2.25cm + \layerheight) -- (5 * \layer + 32 * \filters + \perspective, 2.25cm + \perspective + \layerheight) -- (5 * \layer + \perspective, 2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (5 * \layer, 2.25cm + \layerheight) {$32 @ 12 \times 15$};
|
||||
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \bottomlevel) -- (5 * \layer + 32 * \filters, \bottomlevel) -- (5 * \layer + 32 * \filters + \perspective, \bottomlevel + \perspective) -- (5 * \layer + \perspective, \bottomlevel + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + \perspective, \bottomlevel + \perspective) -- (5 * \layer + 32 * \filters + \perspective, \bottomlevel + \perspective) -- (5 * \layer + 32 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (5 * \layer + \perspective, \bottomlevel + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \bottomlevel) -- (5 * \layer + \perspective, \bottomlevel + \perspective) -- (5 * \layer + \perspective, \bottomlevel + \perspective + \layerheight) -- (5 * \layer, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \bottomlevel) -- (5 * \layer + 32 * \filters, \bottomlevel) -- (5 * \layer + 32 * \filters, \bottomlevel + \layerheight) -- (5 * \layer, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + 32 * \filters, \bottomlevel) -- (5 * \layer + 32 * \filters + \perspective, \bottomlevel + \perspective) -- (5 * \layer + 32 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (5 * \layer + 32 * \filters, \bottomlevel + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, \bottomlevel + \layerheight) -- (5 * \layer + 32 * \filters, \bottomlevel + \layerheight) -- (5 * \layer + 32 * \filters + \perspective, \bottomlevel + \perspective + \layerheight) -- (5 * \layer + \perspective, \bottomlevel + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (5 * \layer, \bottomlevel + \layerheight) {$32 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, -2.25cm) -- (5 * \layer + 32 * \filters, -2.25cm) -- (5 * \layer + 32 * \filters + \perspective, -2.25cm + \perspective) -- (5 * \layer + \perspective, -2.25cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + \perspective, -2.25cm + \perspective) -- (5 * \layer + 32 * \filters + \perspective, -2.25cm + \perspective) -- (5 * \layer + 32 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (5 * \layer + \perspective, -2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, -2.25cm) -- (5 * \layer + \perspective, -2.25cm + \perspective) -- (5 * \layer + \perspective, -2.25cm + \perspective + \layerheight) -- (5 * \layer, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, -2.25cm) -- (5 * \layer + 32 * \filters, -2.25cm) -- (5 * \layer + 32 * \filters, -2.25cm + \layerheight) -- (5 * \layer, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer + 32 * \filters, -2.25cm) -- (5 * \layer + 32 * \filters + \perspective, -2.25cm + \perspective) -- (5 * \layer + 32 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (5 * \layer + 32 * \filters, -2.25cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (5 * \layer, -2.25cm + \layerheight) -- (5 * \layer + 32 * \filters, -2.25cm + \layerheight) -- (5 * \layer + 32 * \filters + \perspective, -2.25cm + \perspective + \layerheight) -- (5 * \layer + \perspective, -2.25cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (5 * \layer, -2.25cm + \layerheight) {$32 @ 12 \times 15$};
|
||||
|
||||
% third concatenation
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, \concatheight) -- (6 * \layer + 64 * \filters, \concatheight) -- (6 * \layer + 64 * \filters + \perspective, \concatheight + \perspective) -- (6 * \layer + \perspective, \concatheight + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer + \perspective, \concatheight + \perspective) -- (6 * \layer + 64 * \filters + \perspective, \concatheight + \perspective) -- (6 * \layer + 64 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (6 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, \concatheight) -- (6 * \layer + \perspective, \concatheight + \perspective) -- (6 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- (6 * \layer, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, \concatheight) -- (6 * \layer + 64 * \filters, \concatheight) -- (6 * \layer + 64 * \filters, \concatheight + \layerheight) -- (6 * \layer, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer + 64 * \filters, \concatheight) -- (6 * \layer + 64 * \filters + \perspective, \concatheight + \perspective) -- (6 * \layer + 64 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (6 * \layer + 64 * \filters, \concatheight + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, \concatheight + \layerheight) -- (6 * \layer + 64 * \filters, \concatheight + \layerheight) -- (6 * \layer + 64 * \filters + \perspective, \concatheight + \perspective + \layerheight) -- (6 * \layer + \perspective, \concatheight + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (6 * \layer, \concatheight + \layerheight) {$64 @ 12 \times 15$};
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, 0cm) -- (6 * \layer + 64 * \filters, 0cm) -- (6 * \layer + 64 * \filters + \perspective, 0cm + \perspective) -- (6 * \layer + \perspective, 0cm + \perspective) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer + \perspective, 0cm + \perspective) -- (6 * \layer + 64 * \filters + \perspective, 0cm + \perspective) -- (6 * \layer + 64 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (6 * \layer + \perspective, 0cm + \perspective + \layerheight) -- cycle;
|
||||
\filldraw[dashed, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, 0cm) -- (6 * \layer + \perspective, 0cm + \perspective) -- (6 * \layer + \perspective, 0cm + \perspective + \layerheight) -- (6 * \layer, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, 0cm) -- (6 * \layer + 64 * \filters, 0cm) -- (6 * \layer + 64 * \filters, 0cm + \layerheight) -- (6 * \layer, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer + 64 * \filters, 0cm) -- (6 * \layer + 64 * \filters + \perspective, 0cm + \perspective) -- (6 * \layer + 64 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (6 * \layer + 64 * \filters, 0cm + \layerheight) -- cycle;
|
||||
\filldraw[thick, fill=orange!20, draw=black, fill opacity=0.5] (6 * \layer, 0cm + \layerheight) -- (6 * \layer + 64 * \filters, 0cm + \layerheight) -- (6 * \layer + 64 * \filters + \perspective, 0cm + \perspective + \layerheight) -- (6 * \layer + \perspective, 0cm + \perspective + \layerheight) -- cycle;
|
||||
\node[anchor=south west, scale=0.65, rotate=45] at (6 * \layer, 0cm + \layerheight) {$64 @ 12 \times 15$};
|
||||
|
||||
\draw (5 * \layer + 32 * \filters + 1.2 * \perspective, \upperlevel + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.7 * \perspective, \upperlevel + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.7 * \perspective, \bottomlevel + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.2 * \perspective, \bottomlevel + 0.5 * \layerheight);
|
||||
\filldraw[fill=red!20, draw=black] (5 * \layer + 32 * \filters + 1.7 * \perspective, \concatheight + 0.5 * \layerheight) node[anchor=center, scale=0.8] {$C$} circle (\unit);
|
||||
\draw[-latex] (5 * \layer + 32 * \filters + 1.7 * \perspective + \unit, \concatheight + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.7 * \perspective + 3 * \unit, \concatheight + 0.5 * \layerheight);
|
||||
\draw (5 * \layer + 32 * \filters + 1.2 * \perspective, 2.25cm + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.7 * \perspective, 2.25cm + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.7 * \perspective, -2.25cm + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.2 * \perspective, -2.25cm + 0.5 * \layerheight);
|
||||
\filldraw[fill=red!20, draw=black] (5 * \layer + 32 * \filters + 1.7 * \perspective, 0cm + 0.5 * \layerheight) node[anchor=center, scale=0.8] {$C$} circle (\myunit);
|
||||
\draw[-latex] (5 * \layer + 32 * \filters + 1.7 * \perspective + \myunit, 0cm + 0.5 * \layerheight) -- (5 * \layer + 32 * \filters + 1.7 * \perspective + 3 * \myunit, 0cm + 0.5 * \layerheight);
|
||||
|
||||
% flatten layer
|
||||
\foreach \x in {0,...,4} {
|
||||
\filldraw[fill=cyan!10, draw=black] (6 * \layer + 3cm, \concatheight + \unit + 0.75 * \x cm) circle (\unit);
|
||||
\draw (6 * \layer + 3cm + \unit, \concatheight + \unit + 0.75 * \x cm) -- (7 * \layer + 2cm - \unit, \concatheight + \unit + 0.5 * \layerheight);
|
||||
\filldraw[fill=cyan!10, draw=black] (6 * \layer + 3cm, 0cm + \myunit + 0.75 * \x cm) circle (\myunit);
|
||||
\draw (6 * \layer + 3cm + \myunit, 0cm + \myunit + 0.75 * \x cm) -- (7 * \layer + 2cm - \myunit, 0cm + \myunit + 0.5 * \layerheight);
|
||||
};
|
||||
\node[anchor=north, scale=0.5, below=15pt, align=center] at (6 * \layer + 3cm, \concatheight + \unit) {flatten};
|
||||
\node[anchor=north, scale=0.5, below=15pt, align=center] at (6 * \layer + 3cm, 0cm + \myunit) {flatten};
|
||||
|
||||
% draw the "flatenisation"
|
||||
\draw[dashed] (6 * \layer + 64 * \filters, \layerheight) -- (6 * \layer + 3 cm, 3cm + 2 * \unit) -- (6 * \layer + 64 * \filters + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\draw[dashed] (6 * \layer + 64 * \filters, \layerheight) -- (6 * \layer + 3 cm, 3cm + 2 * \myunit) -- (6 * \layer + 64 * \filters + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\draw[dashed] (6 * \layer + 64 * \filters, 0cm) -- (6 * \layer + 3 cm, 0cm) -- (6 * \layer + 64 * \filters + \perspective, \perspective) -- cycle;
|
||||
|
||||
% output layer
|
||||
\filldraw[fill=cyan!10, draw=black] (7 * \layer + 2cm, \concatheight + \unit + 0.5 * \layerheight - \unit) -- (7 * \layer + 2cm, \concatheight + \unit + 0.5 * \layerheight) circle (\unit) -- (7 * \layer + 2cm, \concatheight + \unit + 0.5 * \layerheight + \unit);
|
||||
\draw (7 * \layer + 2cm + 0.05cm, \concatheight + \unit + 0.5 * \layerheight) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {output layer [1 unit]} -- (7 * \layer + 2cm + 0.10cm, \concatheight + \unit + 0.5 * \layerheight) -- (7 * \layer + 2cm + 0.15cm, \concatheight + \unit + 0.5 * \layerheight + 0.05cm);
|
||||
\filldraw[fill=cyan!10, draw=black] (7 * \layer + 2cm, 0cm + \myunit + 0.5 * \layerheight - \myunit) -- (7 * \layer + 2cm, 0cm + \myunit + 0.5 * \layerheight) circle (\myunit) -- (7 * \layer + 2cm, 0cm + \myunit + 0.5 * \layerheight + \myunit);
|
||||
\draw (7 * \layer + 2cm + 0.05cm, 0cm + \myunit + 0.5 * \layerheight) node[anchor=north, below=10pt, text width=2cm, scale=0.35, align=center] {output layer [1 unit]} -- (7 * \layer + 2cm + 0.10cm, 0cm + \myunit + 0.5 * \layerheight) -- (7 * \layer + 2cm + 0.15cm, 0cm + \myunit + 0.5 * \layerheight + 0.05cm);
|
||||
|
||||
% draw the first convolution
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0.9 * \layerheight) -- (1cm + \perspective, 0.9 * \layerheight + \perspective) -- (1cm + \perspective, \layerheight + \perspective) -- (1cm, \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0.9 * \layerheight) -- (\layer, \upperlevel + 0.9 * \layerheight) -- (1cm + \perspective, 0.9 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, \layerheight) -- (\layer, \upperlevel + 0.9 * \layerheight) -- (1cm + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm + \perspective, 0.9 * \layerheight + \perspective) -- (\layer, \upperlevel + 0.9 * \layerheight) -- (1cm + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0.9 * \layerheight) -- (\layer, \upperlevel + 0.9 * \layerheight) -- (1cm, \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0.9 * \layerheight) -- (\layer, 2.25cm + 0.9 * \layerheight) -- (1cm + \perspective, 0.9 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, \layerheight) -- (\layer, 2.25cm + 0.9 * \layerheight) -- (1cm + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm + \perspective, 0.9 * \layerheight + \perspective) -- (\layer, 2.25cm + 0.9 * \layerheight) -- (1cm + \perspective, \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0.9 * \layerheight) -- (\layer, 2.25cm + 0.9 * \layerheight) -- (1cm, \layerheight) -- cycle;
|
||||
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0cm) -- (1cm + 0.2 * \perspective, 0.2 * \perspective) -- (1cm + 0.2 * \perspective, \layerheight + 0.2 * \perspective) -- (1cm, \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0cm) -- (\layer, \bottomlevel + 0.9 * \layerheight) -- (1cm + 0.2 * \perspective, 0.2 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm + 0.2 * \perspective, 0.2 * \perspective) -- (\layer, \bottomlevel + 0.9 * \layerheight) -- (1cm + 0.2 * \perspective, \layerheight + 0.2 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm + 0.2 * \perspective, \layerheight + 0.2 * \perspective) -- (\layer, \bottomlevel + 0.9 * \layerheight) -- (1cm, \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0cm) -- (\layer, \bottomlevel + 0.9 * \layerheight) -- (1cm, \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0cm) -- (\layer, -2.25cm + 0.9 * \layerheight) -- (1cm + 0.2 * \perspective, 0.2 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm + 0.2 * \perspective, 0.2 * \perspective) -- (\layer, -2.25cm + 0.9 * \layerheight) -- (1cm + 0.2 * \perspective, \layerheight + 0.2 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm + 0.2 * \perspective, \layerheight + 0.2 * \perspective) -- (\layer, -2.25cm + 0.9 * \layerheight) -- (1cm, \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (1cm, 0cm) -- (\layer, -2.25cm + 0.9 * \layerheight) -- (1cm, \layerheight) -- cycle;
|
||||
|
||||
% draw the second convolution
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
|
||||
% draw the second convolution
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, \upperlevel + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters, 0.4 * \layerheight) -- (3 * \layer, 2.25cm + 0.6 * \layerheight) -- (2 * \layer + 64 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, \bottomlevel + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (2 * \layer + 64 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (3 * \layer, -2.25cm + 0.9 * \layerheight) -- (2 * \layer + 64 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
|
||||
% draw the third convolution
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters, 0.4 * \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (4 * \layer + 128 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- (4 * \layer + 128 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters, 0.4 * \layerheight) -- (5 * \layer, \upperlevel + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters, 0.5 * \layerheight) -- (5 * \layer, \upperlevel + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (5 * \layer, \upperlevel + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters, 0.4 * \layerheight) -- (5 * \layer, \upperlevel + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters, 0.4 * \layerheight) -- (5 * \layer, 2.25cm + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters, 0.5 * \layerheight) -- (5 * \layer, 2.25cm + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + \perspective, 0.4 * \layerheight + \perspective) -- (5 * \layer, 2.25cm + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters + \perspective, 0.5 * \layerheight + \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters, 0.4 * \layerheight) -- (5 * \layer, 2.25cm + 0.6 * \layerheight) -- (4 * \layer + 128 * \filters, 0.5 * \layerheight) -- cycle;
|
||||
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (4 * \layer + 128 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (4 * \layer + 128 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (4 * \layer + 128 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (5 * \layer, \bottomlevel + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (5 * \layer, \bottomlevel + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (5 * \layer, \bottomlevel + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (5 * \layer, \bottomlevel + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (5 * \layer, -2.25cm + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.4 * \perspective, 0.4 * \perspective) -- (5 * \layer, -2.25cm + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.4 * \perspective, \layerheight + 0.4 * \perspective) -- (5 * \layer, -2.25cm + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
\filldraw[fill=red!50, draw=black, fill opacity=0.2] (4 * \layer + 128 * \filters + 0.3 * \perspective, 0.3 * \perspective) -- (5 * \layer, -2.25cm + 0.9 * \layerheight) -- (4 * \layer + 128 * \filters + 0.3 * \perspective, \layerheight + 0.3 * \perspective) -- cycle;
|
||||
|
||||
% hidden layer labels
|
||||
\draw[decorate, decoration={brace}] (\layer, \upperlevel + 1.25 * \layerheight + \perspective) -- (2 * \layer + 64 * \filters + \perspective, \upperlevel + 1.25 * \layerheight + \perspective) node[midway, anchor=south, above=2cm, align=center] {concatenation module 1} node[midway, anchor=south, above=0.8cm, align=center, text width=4cm] {hor: $1 \times 15$ kernel ver: $12 \times 1$ kernel} node[midway, anchor=south] {(ReLU activation)};
|
||||
\draw[decorate, decoration={brace}] (3 * \layer, \upperlevel + 1.25 * \layerheight + \perspective) -- (4 * \layer + 128 * \filters + \perspective, \upperlevel + 1.25 * \layerheight + \perspective) node[midway, anchor=south, above=2cm, align=center] {concatenation module 2} node[midway, anchor=south, above=0.8cm, align=center, text width=4cm] {hor: $1 \times 15$ kernel ver: $12 \times 1$ kernel} node[midway, anchor=south] {(ReLU activation)};
|
||||
\draw[decorate, decoration={brace}] (5 * \layer, \upperlevel + 1.25 * \layerheight + \perspective) -- (6 * \layer + 64 * \filters + \perspective, \upperlevel + 1.25 * \layerheight + \perspective) node[midway, anchor=south, above=2cm, align=center] {concatenation module 3} node[midway, anchor=south, above=0.8cm, align=center, text width=4cm] {hor: $1 \times 15$ kernel ver: $12 \times 1$ kernel} node[midway, anchor=south] {(ReLU activation)};
|
||||
\draw[decorate, decoration={brace}] (\layer, 2.25cm + 1.25 * \layerheight + \perspective) -- (2 * \layer + 64 * \filters + \perspective, 2.25cm + 1.25 * \layerheight + \perspective) node[midway, anchor=south, above=2cm, align=center] {concatenation module 1} node[midway, anchor=south, above=0.8cm, align=center, text width=4cm] {hor: $1 \times 15$ kernel ver: $12 \times 1$ kernel} node[midway, anchor=south] {(ReLU activation)};
|
||||
\draw[decorate, decoration={brace}] (3 * \layer, 2.25cm + 1.25 * \layerheight + \perspective) -- (4 * \layer + 128 * \filters + \perspective, 2.25cm + 1.25 * \layerheight + \perspective) node[midway, anchor=south, above=2cm, align=center] {concatenation module 2} node[midway, anchor=south, above=0.8cm, align=center, text width=4cm] {hor: $1 \times 15$ kernel ver: $12 \times 1$ kernel} node[midway, anchor=south] {(ReLU activation)};
|
||||
\draw[decorate, decoration={brace}] (5 * \layer, 2.25cm + 1.25 * \layerheight + \perspective) -- (6 * \layer + 64 * \filters + \perspective, 2.25cm + 1.25 * \layerheight + \perspective) node[midway, anchor=south, above=2cm, align=center] {concatenation module 3} node[midway, anchor=south, above=0.8cm, align=center, text width=4cm] {hor: $1 \times 15$ kernel ver: $12 \times 1$ kernel} node[midway, anchor=south] {(ReLU activation)};
|
||||
|
||||
|
||||
\end{tikzpicture}
|
||||
|
||||
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Reference in New Issue
Block a user