summaryrefslogtreecommitdiff
path: root/Presentation
diff options
context:
space:
mode:
Diffstat (limited to 'Presentation')
-rw-r--r--Presentation/presentation.tex55
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} \ No newline at end of file