193 lines
No EOL
6.7 KiB
TeX
193 lines
No EOL
6.7 KiB
TeX
\documentclass{beamer}
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\usepackage[style=authortitle-comp]{biblatex}
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\usepackage[export]{adjustbox}
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\title{Progress Report: Page Cache Consistency Model}
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\author{Zhengyi Chen}
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\date{\today}
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\addbibresource{../main.bib}
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\begin{document}
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% Title page
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\frame{\titlepage}
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% Page 1
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\begin{frame}
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\frametitle{The System}
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\begin{itemize}
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\item Remote node(s) abstracted as shared memory device ``\texttt{/dev/rshm}''
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\item {
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Heterogeneous Memory Management (HMM) ensures unified address space between
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local and device memory.
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}
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\item {
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Migration of pages between CPU and ``device'' is transparent to userspace
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-- no need for copying/mapping.
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}
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\item {
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In reality, ``\texttt{/dev/rshm}'' a handler for RDMA access between nodes.
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\begin{itemize}
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\item This involves remote read/write and moving page content between nodes.
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\item Local node serves as \emph{home node \& address space host} at share time.
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\item Remote nodes attached on \texttt{/dev/rshm} as accelerator.
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\end{itemize}
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}
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\end{itemize}
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\end{frame}
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% Page 2
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\begin{frame}
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\frametitle{The Problem: Consistency Protocol}
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\begin{itemize}
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\item Single-Writer, Multiple-Reader Protocol
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% Why?
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% It may be that this mimics all sorts of logic for hardware acceleration
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% -- that is, in an HMM node each PCIe device have sole access to a page of memory.
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% For example, during machine learning you naturally can't access the same, say,
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% kernel by both CPU and GPU.
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% That said, I never shed a doubt on this issue except my advisor telling me not
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% to worry about it -- if I was asked this problem for some reason I'd be cooked!
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\item Need to be performant\dots with some ergonomics
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\item {
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Two Hypothetical Protocols:
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\begin{itemize}
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\item ``RwLock'' Consistency Protocol
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\item Acq-Rel Consistency Protocol
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\end{itemize}
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}
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\item {
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Former ensures \emph{strong} single-writer consistency
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\begin{itemize}
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\item -- Also easier to program with!
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\end{itemize}
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}
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\item Latter allows concurrent in-memory \emph{non-committal} computation
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\end{itemize}
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\end{frame}
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% Page 3
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\begin{frame}
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\frametitle{``RwLock'' Consistency Protocol}
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Similar to a read-write lock where:
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\begin{itemize}
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\item Multiple readers can exist for a clean page -- the page is \textbf{shared}.
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\item Only one write is allowed for a clean page -- the page becomes \textbf{exclusive}.
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\item {
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For one writer node to be allowed sole write access to some page, all other
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readers need to have their page cache invalidated.
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}
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\item {
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While the sole writer node has not yet committed, no other reader or writer nodes
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are allowed to be served this page.
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}
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\item {
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When the sole writer commits, it becomes the new home node which serves the
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updated page content.
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}
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\end{itemize}
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\end{frame}
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% Page 4
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\begin{frame}
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\frametitle{``RwLock'' Consistency Protocol}
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\begin{figure}
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\centering
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\includegraphics[width=\linewidth]{
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w12_slides_resources/Fig-RwLockProtocol 2023-12-04 21_03_50.pdf
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}
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\end{figure}
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Note: The blue arrow should be acknowledged by P3 -- forgot to put the ack. arrow in.
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\end{frame}
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% Page 5
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\begin{frame}
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\frametitle{Acq-Rel Consistency Protocol}
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In RwLock's case, read requests result in installation of read-only pages at
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remote nodes.
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Alternatively, this protocol allows read/write pages to be installed at remote
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nodes at read time. Such writes are \emph{non-committal} and cannot be synced
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with the entire system.
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To summarize:
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\begin{itemize}
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\item {
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``Readers'' can write to its locally installed page without any means
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to synchronize the change.
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}
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\item {
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``Writers'' need to acquire global write access from the \emph{PT node},
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which invalidates all shared pages.
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}
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\item {
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i.e., Instead of write-invalidate, perform acquire-invalidate.
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}
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\end{itemize}
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\end{frame}
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% Page 6
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\begin{frame}
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\frametitle{Consistency Protocol: Knobs and Mods}
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We can modify these two protocols further as follows:
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\begin{itemize}
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\item {
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Multi-home Protocol: instead of having one home at a time, have
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multiple homes (e.g., when writer commits) to prevent network bottleneck.
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}
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\item {
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Auto-share: Mark pages shared via \texttt{/dev/rshm} as automatically
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shared to some remote nodes such that 1-way communications suffice to
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re-validate invalidated pages.
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\begin{itemize}
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\item Potential for communication reduction -- debatable.
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\end{itemize}
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}
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\end{itemize}
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\end{frame}
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% Page 7
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\begin{frame}
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\frametitle{What about Consistency \textbf{Model}?}
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\begin{itemize}
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\item {
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The weaker a consistency model is, the more difficult it is to program with.
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\begin{itemize}
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\item {
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Weak ordering architectures (e.g., ARMv8) more or less depends on
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compiler/interpreter to emit barriers as see fit \cite{Haynes_2022}.
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}
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\item {
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Bad for usability/portability -- programs may need
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to be compiled using a modified toolchain, else need to add these
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synchronization instructions/function calls everywhere.
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}
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\end{itemize}
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}
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\item {
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\footcite{cai2018efficient} uses Partial Store Order.
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\begin{itemize}
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\item Preserves RAR, WAR -- ``synchronous read\dots asynchronous write''
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\item Easier to use than relaxed ordering.
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\end{itemize}
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}
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\item {
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\footcite{wang2021concordia} uses strong consistency, but warns about its scalability.
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}
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\end{itemize}
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\end{frame}
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% Page 8
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\begin{frame}
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\frametitle{Consistency Model: Cont.}
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\begin{itemize}
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\item {
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Similar to Concordia\footcite{wang2021concordia}, the proposed protocols also assume
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strong consistency.
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}
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\item {
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Further work needed to see how to adapt these protocols for weaker consistency models.
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}
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\end{itemize}
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\end{frame}
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\end{document} |