Add FIMDRAM slides
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98
main.tex
98
main.tex
@@ -121,7 +121,9 @@
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\visible<6>{\begin{block}{Remark}The nearer the computation is to the memory cells, the higher the achievable bandwidth!\end{block}}
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\end{frame}
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\begin{frame}{Samsung's HBM-PIM/FIMDRAM\autocite{lee2021}}
|
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\section{Samsung HBM-PIM/FIMDRAM}
|
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\begin{frame}{Samsung HBM-PIM/FIMDRAM\autocite{lee2021}}
|
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|
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\item Real-world PIM implementation based on HBM2
|
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\item PIM units embedded at the bank level
|
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@@ -131,6 +133,100 @@
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\end{figure}
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\end{frame}
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\begin{frame}{Samsung HBM-PIM/FIMDRAM\autocite{lee2021}}
|
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\begin{columns}
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\begin{column}{0.4\textwidth}
|
||||
Processing units:
|
||||
\begin{itemize}
|
||||
\item Two 16-wide 16-bit FPUs
|
||||
\item Register files and control unit
|
||||
\end{itemize}
|
||||
Instructions:
|
||||
\begin{itemize}
|
||||
\item Control: NOP, JUMP, EXIT
|
||||
\item Data: MOV (ReLU), FILL
|
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\item Arithmetic: ADD, MUL, MAC, MAD
|
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\end{itemize}
|
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\end{column}
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\begin{figure}
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\includesvg[width=\textwidth]{images/pu}
|
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\end{figure}
|
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\end{column}
|
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\end{columns}
|
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\end{frame}
|
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|
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\begin{frame}{HBM-PIM/FIMDRAM GEMV Operation}
|
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\begin{figure}
|
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\only<1>{\includesvg[width=0.8\textwidth]{images/gemv_normal}}
|
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\only<2>{\includesvg[width=0.9\textwidth]{images/gemv_interleaved}}
|
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\end{figure}
|
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\end{frame}
|
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|
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\begin{frame}{HBM-PIM/FIMDRAM GEMV Operation\autocite{kang2022}}
|
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\begin{figure}
|
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\only<1>{\includesvg[width=0.55\textwidth]{images/gemv.svg}}
|
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\only<2>{\includesvg[width=0.55\textwidth]{images/gemv_0.svg}}
|
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\only<3>{\includesvg[width=0.55\textwidth]{images/gemv_1.svg}}
|
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\only<4>{\includesvg[width=0.55\textwidth]{images/gemv_2.svg}}
|
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\only<5>{\includesvg[width=0.55\textwidth]{images/gemv_3.svg}}
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\only<6>{\includesvg[width=0.55\textwidth]{images/gemv_4.svg}}
|
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\end{figure}
|
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\end{frame}
|
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|
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\begin{frame}{HBM-PIM/FIMDRAM}
|
||||
\begin{huge}
|
||||
How fast is it?
|
||||
\end{huge}\\
|
||||
|
||||
Research should ...
|
||||
\begin{itemize}
|
||||
\item ... conduct simulations to explore \alert{performance gains}
|
||||
\item ... consider also the programmability to identify \alert{challenges}
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\section{Virtual Prototype}
|
||||
|
||||
\begin{frame}{Virtual Prototype}
|
||||
\begin{itemize}
|
||||
\item Coupling of gem5 and DRAMSys
|
||||
\item Implementation of HBM-PIM in DRAM model
|
||||
\end{itemize}
|
||||
|
||||
\begin{figure}
|
||||
\includesvg[width=0.8\textwidth]{images/dramsys.svg}
|
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\end{figure}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}{Software Library}
|
||||
Software support library
|
||||
\begin{columns}
|
||||
\begin{column}{0.5\textwidth}
|
||||
\begin{itemize}
|
||||
\item Initialization
|
||||
\begin{itemize}
|
||||
\item Assembly and loading of microkernel
|
||||
\end{itemize}
|
||||
\item Execution
|
||||
\begin{itemize}
|
||||
\item Generation of RD and WR requests
|
||||
\item Insetion of memory barriers
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
\end{column}
|
||||
|
||||
\begin{column}{0.5\textwidth}
|
||||
\begin{figure}
|
||||
\includesvg[width=0.8\textwidth]{images/data_structures.svg}
|
||||
\end{figure}
|
||||
\end{column}
|
||||
\end{columns}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}[fragile]{Example: GEMV Kernel}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Outline}
|
||||
\tableofcontents
|
||||
|
||||
@@ -1,2 +1,2 @@
|
||||
#!/bin/bash
|
||||
latexmk -lualatex -latexoption=-halt-on-error -shell-escape -pvc -quiet -output-directory=build main.tex
|
||||
latexmk -lualatex -latexoption=-halt-on-error -shell-escape -pvc -quiet main.tex
|
||||
|
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Reference in New Issue
Block a user