\documentclass[10pt,a4paper]{article}

% Packages
\usepackage{fancyhdr}           % For header and footer
\usepackage{multicol}           % Allows multicols in tables
\usepackage{tabularx}           % Intelligent column widths
\usepackage{tabulary}           % Used in header and footer
\usepackage{hhline}             % Border under tables
\usepackage{graphicx}           % For images
\usepackage{xcolor}             % For hex colours
%\usepackage[utf8x]{inputenc}    % For unicode character support
\usepackage[T1]{fontenc}        % Without this we get weird character replacements
\usepackage{colortbl}           % For coloured tables
\usepackage{setspace}           % For line height
\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{MadeUpMasters}
\pdfinfo{
  /Title (pytorch.pdf)
  /Creator (Cheatography)
  /Author (MadeUpMasters)
  /Subject (PyTorch Cheat Sheet)
}

% Lengths and widths
\addtolength{\textwidth}{6cm}
\addtolength{\textheight}{-1cm}
\addtolength{\hoffset}{-3cm}
\addtolength{\voffset}{-2cm}
\setlength{\tabcolsep}{0.2cm} % Space between columns
\setlength{\headsep}{-12pt} % Reduce space between header and content
\setlength{\headheight}{85pt} % If less, LaTeX automatically increases it
\renewcommand{\footrulewidth}{0pt} % Remove footer line
\renewcommand{\headrulewidth}{0pt} % Remove header line
\renewcommand{\seqinsert}{\ifmmode\allowbreak\else\-\fi} % Hyphens in seqsplit
% This two commands together give roughly
% the right line height in the tables
\renewcommand{\arraystretch}{1.3}
\onehalfspacing

% Commands
\newcommand{\SetRowColor}[1]{\noalign{\gdef\RowColorName{#1}}\rowcolor{\RowColorName}} % Shortcut for row colour
\newcommand{\mymulticolumn}[3]{\multicolumn{#1}{>{\columncolor{\RowColorName}}#2}{#3}} % For coloured multi-cols
\newcolumntype{x}[1]{>{\raggedright}p{#1}} % New column types for ragged-right paragraph columns
\newcommand{\tn}{\tabularnewline} % Required as custom column type in use

% Font and Colours
\definecolor{HeadBackground}{HTML}{333333}
\definecolor{FootBackground}{HTML}{666666}
\definecolor{TextColor}{HTML}{333333}
\definecolor{DarkBackground}{HTML}{F7A707}
\definecolor{LightBackground}{HTML}{FEF9EF}
\renewcommand{\familydefault}{\sfdefault}
\color{TextColor}

% Header and Footer
\pagestyle{fancy}
\fancyhead{} % Set header to blank
\fancyfoot{} % Set footer to blank
\fancyhead[L]{
\noindent
\begin{multicols}{3}
\begin{tabulary}{5.8cm}{C}
    \SetRowColor{DarkBackground}
    \vspace{-7pt}
    {\parbox{\dimexpr\textwidth-2\fboxsep\relax}{\noindent
        \hspace*{-6pt}\includegraphics[width=5.8cm]{/web/www.cheatography.com/public/images/cheatography_logo.pdf}}
    }
\end{tabulary}
\columnbreak
\begin{tabulary}{11cm}{L}
    \vspace{-2pt}\large{\bf{\textcolor{DarkBackground}{\textrm{PyTorch Cheat Sheet}}}} \\
    \normalsize{by \textcolor{DarkBackground}{MadeUpMasters} via \textcolor{DarkBackground}{\uline{cheatography.com/81406/cs/19500/}}}
\end{tabulary}
\end{multicols}}

\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}MadeUpMasters \\
  \uline{cheatography.com/madeupmasters} \\
  \end{tabulary}
\vfill
\columnbreak
\begin{tabulary}{5.8cm}{L}
  \SetRowColor{FootBackground}
  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}}  \\
   \vspace{-2pt}Not Yet Published.\\
   Updated 1st May, 2019.\\
   Page {\thepage} of \pageref{LastPage}.
\end{tabulary}
\vfill
\columnbreak
\begin{tabulary}{5.8cm}{L}
  \SetRowColor{FootBackground}
  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Sponsor}}  \\
  \SetRowColor{white}
  \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{tabularx}{17.67cm}{x{4.5549 cm} x{6.0732 cm} x{6.2419 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{3}{x{17.67cm}}{\bf\textcolor{white}{Create Tensor}}  \tn
% Row 0
\SetRowColor{LightBackground}
{\bf{NOTES:}} & {\bf{All constructors have optional \seqsplit{dtype(datatype)}, out(output tensor), \seqsplit{device(cpu/cuda)}, and requires\_grad}} &  \tn 
% Row Count 8 (+ 8)
% Row 1
\SetRowColor{white}
\seqsplit{Uninitialized} & \seqsplit{torch.empty(*sizes)} & torch.empty(3, 4, 5) \tn 
% Row Count 10 (+ 2)
% Row 2
\SetRowColor{LightBackground}
Zeros or Ones & \seqsplit{torch.zeros(*sizes)} & \seqsplit{torch.ones(40)} \tn 
% Row Count 12 (+ 2)
% Row 3
\SetRowColor{white}
Direct From Data & \seqsplit{torch.tensor(data)} & torch.tensor({[}{[}3, 4{]},{[}1, 2{]}{]}) \tn 
% Row Count 15 (+ 3)
% Row 4
\SetRowColor{LightBackground}
Random Uniform {[}0,1) & \seqsplit{torch.rand(*sizes)} & torch.rand(8, 8) \tn 
% Row Count 17 (+ 2)
% Row 5
\SetRowColor{white}
Random Normal & \seqsplit{torch.randn(*sizes)} & torch.randn(1, 224, 224) \tn 
% Row Count 19 (+ 2)
% Row 6
\SetRowColor{LightBackground}
Random Ints & \seqsplit{torch.randint(low}, high, size) & \seqsplit{torch.randint(0},100, (12, 12)) \tn 
% Row Count 22 (+ 3)
% Row 7
\SetRowColor{white}
Random Perm (0-n) & \seqsplit{torch.randperm(n)} & \seqsplit{torch.randperm(10)} \tn 
% Row Count 24 (+ 2)
% Row 8
\SetRowColor{LightBackground}
Same Shape as Existing Tensor & \seqsplit{torch.zeros\_like(existing)} & Can be used for \seqsplit{zeros/ones/empty/rand/randn/randint} \tn 
% Row Count 28 (+ 4)
\hhline{>{\arrayrulecolor{DarkBackground}}---}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{17.67cm}{x{4.7236 cm} x{5.3984 cm} x{6.748 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{3}{x{17.67cm}}{\bf\textcolor{white}{Stack}}  \tn
% Row 0
\SetRowColor{LightBackground}
Stack a sequence of tensors & \seqsplit{torch.stack(tensor\_list}, dim=0) & \seqsplit{torch.stack((tensor\_a}, tensor\_b,), dim=1) \tn 
% Row Count 3 (+ 3)
\hhline{>{\arrayrulecolor{DarkBackground}}---}
\end{tabularx}
\par\addvspace{1.3em}



\end{document}