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Diffstat (limited to 'Presentation/presentation.tex')
-rw-r--r-- | Presentation/presentation.tex | 55 |
1 files changed, 32 insertions, 23 deletions
diff --git a/Presentation/presentation.tex b/Presentation/presentation.tex index 18be3aa..96bbd93 100644 --- a/Presentation/presentation.tex +++ b/Presentation/presentation.tex @@ -2,9 +2,15 @@ \documentclass[fleqn,11pt,aspectratio=43]{beamer} \usepackage[english]{babel} -\usepackage[utf8x]{inputenc} +\usepackage[utf8]{inputenc} \usepackage{graphicx} \usepackage{svg} +\usepackage[ +backend=biber, +%style=alphabetic, +%sorting=ynt +]{biblatex} +\addbibresource{../Presentation/references.bib} \usetheme[% %nexus,% Nexus Fonts benutzen %lnum,% Versalziffern verwenden @@ -39,6 +45,9 @@ \begin{document} +\nocite{*} +\renewcommand*{\bibfont}{\scriptsize} + \begin{frame}[plain] \titlepage \end{frame} @@ -57,7 +66,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/cnn} - \caption{Deep Neural Network} + \caption{Deep Neural Network \cite{726791}} \end{figure} \end{frame} @@ -105,7 +114,7 @@ \begin{figure}[h] \centering \includegraphics[width=0.65\textwidth, keepaspectratio]{resources/dnn_dataflows_png} - \caption{Common dataflow models in inference architectures} + \caption{Common dataflow models in inference architectures \cite{DBLP:journals/corr/SzeCESZ16}} \end{figure} \end{frame} @@ -113,15 +122,15 @@ \begin{figure}[h] \centering \includegraphics[width=0.65\textwidth, keepaspectratio]{resources/dnn_dataflows_access_png} - \caption{Common dataflow models in inference architectures} + \caption{Common dataflow models in inference architectures (based on \cite{DBLP:journals/corr/SzeCESZ16})} \end{figure} \end{frame} \begin{frame} \begin{figure}[h] \centering - \includegraphics[width=0.9\textwidth, keepaspectratio]{resources/memory_latency_png} - \caption{Memory hierarchy and energy cost of hierarchy levels} + \includegraphics[width=0.9\textwidth, keepaspectratio]{resources/memory_latency} + \caption{Memory hierarchy and energy cost of hierarchy levels \cite{DBLP:journals/corr/SzeCESZ16}} \end{figure} \end{frame} @@ -158,7 +167,7 @@ \begin{figure}[h] \centering \includegraphics[width=0.75\textwidth, keepaspectratio]{resources/basis_projection_png} - \caption{Basis projection and resulting weight distribution} + \caption{Basis projection and resulting weight distribution \cite{DBLP:journals/corr/SuleimanZS16}} \end{figure} \end{frame} @@ -170,7 +179,7 @@ \centering \vspace{0.5cm} \includegraphics[width=0.3\textwidth, keepaspectratio]{resources/pruning} - \caption{3-step pruning working principle} + \caption{3-step pruning working principle (based on \cite{NIPS2015_ae0eb3ee})} \end{figure} \end{frame} @@ -207,7 +216,7 @@ \begin{figure}[h] \centering \includegraphics[width=0.5\textwidth, keepaspectratio]{resources/clustering} - \caption{Weight quantization} + \caption{Weight quantization \cite{Han2015DeepCC}} \end{figure} \begin{itemize} \item Group similar weights into clusters @@ -231,7 +240,7 @@ \begin{figure}[h] \centering \includegraphics[width=0.8\textwidth, keepaspectratio]{resources/centroid_initialization} - \caption{Different centroid initialization methods} + \caption{Different centroid initialization methods \cite{Han2015DeepCC}} \end{figure} \end{frame} @@ -247,7 +256,7 @@ \begin{figure}[h] \centering \includegraphics[width=0.7\textwidth, keepaspectratio]{resources/hashnets} - \caption{HashNets encoding} + \caption{HashNets encoding (based on \cite{10.5555/3045118.3045361})} \end{figure} \end{frame} @@ -312,7 +321,7 @@ \centering \includegraphics[width=0.52\textwidth, keepaspectratio]{resources/eie_matrix} \includegraphics[width=0.52\textwidth, keepaspectratio]{resources/eie_layout} - \caption{Weight matrix segmentation and memory layout} + \caption{Weight matrix segmentation and memory layout \cite{10.1109/ISCA.2016.30}} \end{figure} \end{frame} @@ -320,7 +329,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/eie_hw} - \caption{Hardware architecture} + \caption{Hardware architecture \cite{10.1109/ISCA.2016.30}} \end{figure} \end{frame} @@ -329,7 +338,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/eie_hw_zero} - \caption{Non-Zero detection node} + \caption{Non-Zero detection node (based on \cite{10.1109/ISCA.2016.30})} \end{figure} \end{minipage} \hfill @@ -346,7 +355,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/eie_hw_pointer} - \caption{Pointer read unit} + \caption{Pointer read unit (based on \cite{10.1109/ISCA.2016.30})} \end{figure} \end{minipage} \hfill @@ -362,7 +371,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/eie_hw_matrix} - \caption{Sparse matrix read unit} + \caption{Sparse matrix read unit (based on \cite{10.1109/ISCA.2016.30})} \end{figure} \end{minipage} \hfill @@ -380,7 +389,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/eie_hw_alu} - \caption{Arithmetic unit} + \caption{Arithmetic unit (based on \cite{10.1109/ISCA.2016.30})} \end{figure} \end{minipage} \hfill @@ -398,7 +407,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/eie_hw_rw} - \caption{Read/Write unit} + \caption{Read/Write unit (based on \cite{10.1109/ISCA.2016.30})} \end{figure} \end{minipage} \hfill @@ -416,7 +425,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/eie_hw_lnzd} - \caption{ReLU \& Leading non-zero detection unit} + \caption{ReLU \& Leading non-zero detection unit (based on \cite{10.1109/ISCA.2016.30})} \end{figure} \end{minipage} \hfill @@ -441,7 +450,7 @@ \includegraphics[width=\textwidth, keepaspectratio]{resources/eval_speed_png}\\ \vspace{0.5cm} \includegraphics[width=\textwidth, keepaspectratio]{resources/eval_energy_png} - \caption{Speedup and energy efficienty comparison} + \caption{Speedup and energy efficienty comparison \cite{10.1109/ISCA.2016.30}} \end{figure} \begin{itemize} \item Throughput: 102 GOP/s compressed $\rightarrow$ 3 TOP/s uncompressed @@ -452,7 +461,7 @@ \begin{figure}[h] \centering \includegraphics[width=\textwidth, keepaspectratio]{resources/accelerators_table} - \caption{EIE compared with different DNN hardware accelerators} + \caption{EIE compared with different DNN hardware accelerators \cite{10.1109/ISCA.2016.30}} \end{figure} \end{frame} @@ -481,8 +490,8 @@ \end{itemize} \end{frame} -\begin{frame}[highlight] - Ende +\begin{frame}[allowframebreaks]{References} + \printbibliography \end{frame} \end{document}
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