\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{ness} \pdfinfo{ /Title (nvidia-tlt.pdf) /Creator (Cheatography) /Author (ness) /Subject (nvidia tlt 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}{76B900} \definecolor{LightBackground}{HTML}{F6FAEF} \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{nvidia tlt Cheat Sheet}}}} \\ \normalsize{by \textcolor{DarkBackground}{ness} via \textcolor{DarkBackground}{\uline{cheatography.com/128598/cs/25229/}}} \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}ness \\ \uline{cheatography.com/ness} \\ \end{tabulary} \vfill \columnbreak \begin{tabulary}{5.8cm}{L} \SetRowColor{FootBackground} \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}} \\ \vspace{-2pt}Published 14th November, 2020.\\ Updated 14th November, 2020.\\ 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{multicols*}{4} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{Introduction}} \tn \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{NVIDIA Transfer Learning Toolkit (TLT) is a simple, easy-to-use training toolkit that requires minimal to zero coding to create vision AI models using the user's own data. This cheatsheet is created by Ness, version 2020.11.14.% Row Count 5 (+ 5) } \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt stack}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{3.833cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/ness_1605319433_tlt_stack.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt modles}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{3.833cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/ness_1605319513_tlt_models.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt workflow}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{p{3.833cm}}{\vspace{1px}\centerline{\includegraphics[width=5.1cm]{/web/www.cheatography.com/public/uploads/ness_1605319611_tlt_workflow.png}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-augment}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{-d \seqsplit{/path/to/the/dataset/root}} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{-a \seqsplit{/path/to/augmentation/spec/file}} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{-o \seqsplit{/path/to/the/augmented/output}} \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{{[}-v{]}} \tn % Row Count 4 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-dataset-convert}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{-d DATASET\_EXPORT\_SPEC} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{-o OUTPUT\_FILENAME} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{{[}-f VALIDATION\_FOLD{]}} \tn % Row Count 3 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{spec files}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{\{\{link="https://docs.nvidia.com/metropolis/TLT/tlt-getting-started-guide/text/creating\_experiment\_spec.html\#"\}\} Experiment Spec File\{\{/link\}\}} \tn % Row Count 3 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-train}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{classification -{}-gpus \textless{}num GPUs\textgreater{}} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{-k \textless{}encoding key\textgreater{}} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{-r \textless{}result directory\textgreater{}} \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{-e \textless{}spec file\textgreater{}} \tn % Row Count 4 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-evaluate classification}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{-e \textless{}experiment\_spec\_file\textgreater{}} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{-k \textless{}key\textgreater{}} \tn % Row Count 2 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-evaluate detectnet\_v2}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{-e \textless{}experiment\_spec\_file\textgreater{}} \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{-m \textless{}model\_file\textgreater{}} \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{1}{x{3.833cm}}{-k \textless{}key\textgreater{}} \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{{[}-{}-use\_training\_set{]}} \tn % Row Count 4 (+ 1) \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-prune}} \tn \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{tlt-prune {[}-h{]} \newline % Row Count 1 (+ 1) -pm \textless{}pretrained\_model\textgreater{} \newline % Row Count 2 (+ 1) -o \textless{}output\_file\textgreater{} -k \textless{}key\textgreater{} \newline % Row Count 3 (+ 1) {[}-n \textless{}normalizer\textgreater{}{]} \newline % Row Count 4 (+ 1) {[}-eq \textless{}equalization\_criterion\textgreater{}{]} \newline % Row Count 5 (+ 1) {[}-pg \textless{}pruning\_granularity\textgreater{}{]} \newline % Row Count 6 (+ 1) {[}-pth \textless{}pruning threshold\textgreater{}{]} \newline % Row Count 7 (+ 1) {[}-nf \textless{}min\_num\_filters\textgreater{}{]} \newline % Row Count 8 (+ 1) {[}-el {[}\textless{}excluded\_list\textgreater{}{]}% Row Count 9 (+ 1) } \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-int8-tensorfile}} \tn \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{tlt-int8-tensorfile \{classification, detectnet\_v2\} {[}-h{]} \newline % Row Count 2 (+ 2) -e \textless{}path to training experiment spec file\textgreater{} \newline % Row Count 4 (+ 2) -o \textless{}path to output tensorfile\textgreater{} \newline % Row Count 6 (+ 2) -m \textless{}maximum number of batches to serialize\textgreater{} \newline % Row Count 8 (+ 2) {[}-{}-use\_validation\_set{]}% Row Count 9 (+ 1) } \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{3.833cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{3.833cm}}{\bf\textcolor{white}{tlt-export}} \tn \SetRowColor{white} \mymulticolumn{1}{x{3.833cm}}{tlt-export {[}-h{]} \{classification, detectnet\_v2, ssd, dssd, faster\_rcnn, yolo, retinanet\} \newline % Row Count 2 (+ 2) -m \textless{}path to the .tlt model file generated by tlt train\textgreater{} \newline % Row Count 4 (+ 2) -k \textless{}key\textgreater{} \newline % Row Count 5 (+ 1) {[}-o \textless{}path to output file\textgreater{}{]} \newline % Row Count 6 (+ 1) {[}-{}-cal\_data\_file \textless{}path to tensor file\textgreater{}{]} \newline % Row Count 8 (+ 2) {[}-{}-cal\_image\_dir \textless{}path to the directory images to calibrate the model{]} \newline % Row Count 10 (+ 2) {[}-{}-cal\_cache\_file \textless{}path to output calibration file\textgreater{}{]} \newline % Row Count 12 (+ 2) {[}-{}-data\_type \textless{}Data type for the TensorRT backend during export\textgreater{}{]} \newline % Row Count 14 (+ 2) {[}-{}-batches \textless{}Number of batches to calibrate over\textgreater{}{]} \newline % Row Count 16 (+ 2) {[}-{}-max\_batch\_size \textless{}maximum trt batch size\textgreater{}{]} \newline % Row Count 18 (+ 2) {[}-{}-max\_workspace\_size \textless{}maximum workspace size{]} \newline % Row Count 20 (+ 2) {[}-{}-batch\_size \textless{}batch size to TensorRT engine\textgreater{}{]} \newline % Row Count 22 (+ 2) {[}-{}-experiment\_spec \textless{}path to experiment spec file\textgreater{}{]} \newline % Row Count 24 (+ 2) {[}-{}-engine\_file \textless{}path to the TensorRT engine file\textgreater{}{]} \newline % Row Count 26 (+ 2) {[}-{}-verbose Verbosity of the logger{]} \newline % Row Count 28 (+ 2) {[}-{}-force\_ptq Flag to force PTQ{]}% Row Count 29 (+ 1) } \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} % That's all folks \end{multicols*} \end{document}