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\usepackage{lastpage}           % Needed for total page number
\usepackage{seqsplit}           % Splits long words.
%\usepackage{opensans}          % Can't make this work so far. Shame. Would be lovely.
\usepackage[normalem]{ulem}     % For underlining links
% Most of the following are not required for the majority
% of cheat sheets but are needed for some symbol support.
\usepackage{amsmath}            % Symbols
\usepackage{MnSymbol}           % Symbols
\usepackage{wasysym}            % Symbols
%\usepackage[english,german,french,spanish,italian]{babel}              % Languages

% Document Info
\author{{[}deleted{]}}
\pdfinfo{
  /Title (monk-ai-cheatsheet.pdf)
  /Creator (Cheatography)
  /Author ({[}deleted{]})
  /Subject (Monk AI Cheatsheet Cheat Sheet)
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% Header and Footer
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\fancyhead[L]{
\noindent
\begin{multicols}{3}
\begin{tabulary}{5.8cm}{C}
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    \vspace{-7pt}
    {\parbox{\dimexpr\textwidth-2\fboxsep\relax}{\noindent
        \hspace*{-6pt}\includegraphics[width=5.8cm]{/web/www.cheatography.com/public/images/cheatography_logo.pdf}}
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\begin{tabulary}{11cm}{L}
    \vspace{-2pt}\large{\bf{\textcolor{DarkBackground}{\textrm{Monk AI Cheatsheet Cheat Sheet}}}} \\
    \normalsize{by \textcolor{DarkBackground}{{[}deleted{]}} via \textcolor{DarkBackground}{\uline{cheatography.com/101890/cs/21192/}}}
\end{tabulary}
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\fancyfoot[L]{ \footnotesize
\noindent
\begin{multicols}{3}
\begin{tabulary}{5.8cm}{LL}
  \SetRowColor{FootBackground}
  \mymulticolumn{2}{p{5.377cm}}{\bf\textcolor{white}{Cheatographer}}  \\
  \vspace{-2pt}{[}deleted{]} \\
  \uline{cheatography.com/deleted-101890} \\
  \end{tabulary}
\vfill
\columnbreak
\begin{tabulary}{5.8cm}{L}
  \SetRowColor{FootBackground}
  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}}  \\
   \vspace{-2pt}Published 21st November, 2019.\\
   Updated 21st November, 2019.\\
   Page {\thepage} of \pageref{LastPage}.
\end{tabulary}
\vfill
\columnbreak
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  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Sponsor}}  \\
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  \vspace{-5pt}
  %\includegraphics[width=48px,height=48px]{dave.jpeg}
  Measure your website readability!\\
  www.readability-score.com
\end{tabulary}
\end{multicols}}




\begin{document}
\raggedright
\raggedcolumns

% Set font size to small. Switch to any value
% from this page to resize cheat sheet text:
% www.emerson.emory.edu/services/latex/latex_169.html
\footnotesize % Small font.

\begin{multicols*}{3}

\begin{tabularx}{5.377cm}{x{1.4931 cm} x{3.4839 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Modes}}  \tn
% Row 0
\SetRowColor{LightBackground}
Quick mode & Use default param settings \tn 
% Row Count 1 (+ 1)
% Row 1
\SetRowColor{white}
Update mode & Update default param settings \tn 
% Row Count 3 (+ 2)
% Row 2
\SetRowColor{LightBackground}
Analysis mode & Find hyper params \tn 
% Row Count 5 (+ 2)
% Row 3
\SetRowColor{white}
Expert mode & Set params from scratch \tn 
% Row Count 6 (+ 1)
% Row 4
\SetRowColor{LightBackground}
Compare mode & Compare against output metrics \tn 
% Row Count 8 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}--}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{2.4885 cm} x{2.4885 cm} }
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\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Backend Frameworks}}  \tn
% Row 0
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Pytorch & v1.2.0, v1.3.0 \tn 
% Row Count 1 (+ 1)
% Row 1
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Keras & v2.2.5, v2.3.1 \tn 
% Row Count 2 (+ 1)
% Row 2
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GluonCV & v0.5.0 \tn 
% Row Count 3 (+ 1)
% Row 3
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Mxnet & v1.5.1 \tn 
% Row Count 4 (+ 1)
% Row 4
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Cuda - Support & v9.0, v10.0 \tn 
% Row Count 5 (+ 1)
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\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{x{1.4931 cm} x{3.4839 cm} }
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\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{OS and Python}}  \tn
% Row 0
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Ubuntu & v16.04, v18.04 \tn 
% Row Count 1 (+ 1)
% Row 1
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Mac-OS & - \tn 
% Row Count 2 (+ 1)
% Row 2
\SetRowColor{LightBackground}
Windows & v10 \tn 
% Row Count 3 (+ 1)
% Row 3
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Python & v3.5, v3.6, v3.7 \tn 
% Row Count 4 (+ 1)
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\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
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\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Unique Features}}  \tn
% Row 0
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\mymulticolumn{1}{x{5.377cm}}{Write syntax invariant code} \tn 
% Row Count 1 (+ 1)
% Row 1
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{Resume interrupted experiments} \tn 
% Row Count 2 (+ 1)
% Row 2
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{Move workspaces across systems and continue training/inferencing} \tn 
% Row Count 4 (+ 2)
% Row 3
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\mymulticolumn{1}{x{5.377cm}}{Compare experiments visually} \tn 
% Row Count 5 (+ 1)
% Row 4
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\mymulticolumn{1}{x{5.377cm}}{Auto find hyper params} \tn 
% Row Count 6 (+ 1)
% Row 5
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{Run training/inferencing on sub-sample of original datasets} \tn 
% Row Count 8 (+ 2)
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Installation}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{\$ git clone \seqsplit{https://github.com/Tessellate-Imaging/monk\_v1} \newline  \newline \$ pip install -r \seqsplit{monk\_v1/installation/requirements\_cu10}.txt} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{Choose the right requirements file as per platform, OS and cuda support}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
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\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
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\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Setup - Pythonpath}}  \tn
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\mymulticolumn{1}{x{5.377cm}}{import sys \newline sys.path.append("monk\_v1/monk")} \tn 
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\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
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\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Backend selection}}  \tn
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{`from pytorch\_prototype import prototype` \newline % Row Count 1 (+ 1)
`from gluon\_prototype import prototype` \newline % Row Count 2 (+ 1)
`from keras\_prototype import prototype`% Row Count 3 (+ 1)
} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{Select from pytorch, gluon and keras}  \tn 
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\begin{tabularx}{5.377cm}{X}
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\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Experiment creation}}  \tn
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\mymulticolumn{1}{x{5.377cm}}{ptf = prototype(verbose=1); \newline ptf.Prototype("sample-project-1", "sample-experiment-1"); \newline  \newline ptf = prototype(verbose=1); \newline ptf.Prototype("sample-project-1", "sample-experiment-2");} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{Directory sturcture created -  \newline workspace \newline |-{}-{}-{}-- sample-project-1 \newline |-{}-{}-{}-{}-{}-{}-{}-{}-{}-{}-{}-sample-experiment-1 \newline |-{}-{}-{}-{}-{}-{}-{}-{}-{}-{}-{}-sample-experiment-2}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
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\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{X}
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\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Quick Mode - Training}}  \tn
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\mymulticolumn{1}{x{5.377cm}}{\seqsplit{ptf.Default(dataset\_path="train"},  \newline                 model\_name="resnet18",   \newline                 num\_epochs=2); \newline  \newline ptf.Train();} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{1. Set dataset path \newline 2. Set model name \newline 3. Set number of epochs to train}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

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\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Inferencing}}  \tn
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\mymulticolumn{1}{x{5.377cm}}{out = \seqsplit{ptf.Infer(img\_name="path\_to\_img");} \newline out = \seqsplit{ptf.Infer(img\_dir="path\_to\_dataset");}} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{Infer over image or entire directory of images.}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}


% That's all folks
\end{multicols*}

\end{document}