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Derek Christ
2024-02-13 09:27:16 +01:00
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@@ -47,9 +47,9 @@ This has led researchers to reconsider past \ac{pim} architectures and advance t
This work analyzes various \ac{pim} architectures, identifies the challenges of integrating them into state-of-the-art \acp{dram}, examines the changes required in the way applications lay out their data in memory and explores a \ac{pim} implementation from one of the leading \ac{dram} vendors.
The remainder of this work is structured as follows:
Section \ref{sec:dram} gives a brief overview of the architecture of \acp{dram}, in detail that of \ac{hbm}.
In section \ref{sec:pim} various types of \ac{pim} architectures are presented, with some concrete examples discussed in detail.
Section \ref{sec:vp} is an introduction to virtual prototyping and system-level hardware simulation.
After explaining the necessary prerequisites, section \ref{sec:implementation} implements a concrete \ac{pim} architecture in software and provides a development library that applications can use to take advantage of in-memory processing.
The section \ref{sec:results} demonstrates the possible performance enhancement of \ac{pim} by simulating a typical neural-network inference.
Finally, section \ref{sec:conclusion} concludes the findings and identifies future improvements in \ac{pim} architectures.
\cref{sec:dram} gives a brief overview of the architecture of \acp{dram}, in detail that of \ac{hbm}.
In \cref{sec:pim} various types of \ac{pim} architectures are presented, with some concrete examples discussed in detail.
\cref{sec:vp} is an introduction to virtual prototyping and system-level hardware simulation.
After explaining the necessary prerequisites, \cref{sec:implementation} implements a concrete \ac{pim} architecture in software and provides a development library that applications can use to take advantage of in-memory processing.
The \cref{sec:results} demonstrates the possible performance enhancement of \ac{pim} by simulating a typical neural-network inference.
Finally, \cref{sec:conclusion} concludes the findings and identifies future improvements in \ac{pim} architectures.