Merge pull request 'Add talk on 2024-02-09 at capitoul.org' (#755) from talk-capitoul into main
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doc/talks/2024-02-29-capitoul/.gitignore
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ASSETS=../assets/logos/deuxfleurs.pdf
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talk.pdf: talk.tex $(ASSETS)
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}
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\title{Garage}
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\author{Alex Auvolat, Deuxfleurs}
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\date{Capitoul, 2024-02-29}
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\begin{document}
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\begin{frame}
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\centering
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\includegraphics[width=.3\linewidth]{../../sticker/Garage.png}
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\vspace{1em}
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{\large\bf Alex Auvolat, Deuxfleurs Association}
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\vspace{1em}
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\url{https://garagehq.deuxfleurs.fr/}
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Matrix channel: \texttt{\#garage:deuxfleurs.fr}
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\end{frame}
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\begin{frame}
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\frametitle{Who I am}
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\begin{columns}[t]
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\begin{column}{.2\textwidth}
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\centering
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\adjincludegraphics[width=.4\linewidth, valign=t]{../assets/alex.jpg}
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\end{column}
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\begin{column}{.6\textwidth}
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\textbf{Alex Auvolat}\\
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PhD; co-founder of Deuxfleurs
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\end{column}
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\begin{column}{.2\textwidth}
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~
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\end{column}
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\end{columns}
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\vspace{2em}
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\begin{columns}[t]
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\begin{column}{.2\textwidth}
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\centering
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\adjincludegraphics[width=.5\linewidth, valign=t]{../assets/logos/deuxfleurs.pdf}
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\end{column}
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\begin{column}{.6\textwidth}
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\textbf{Deuxfleurs}\\
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A non-profit self-hosting collective,\\
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member of the CHATONS network
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\end{column}
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\begin{column}{.2\textwidth}
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\centering
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\adjincludegraphics[width=.7\linewidth, valign=t]{../assets/logos/logo_chatons.png}
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\end{column}
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\end{columns}
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\end{frame}
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\begin{frame}
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\frametitle{Our objective at Deuxfleurs}
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\begin{center}
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\textbf{Promote self-hosting and small-scale hosting\\
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as an alternative to large cloud providers}
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\end{center}
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\vspace{2em}
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\visible<2->{
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Why is it hard?
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\vspace{2em}
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\begin{center}
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\textbf{\underline{Resilience}}\\
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{\footnotesize we want good uptime/availability with low supervision}
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\end{center}
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}
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\end{frame}
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\begin{frame}
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\frametitle{Our very low-tech infrastructure}
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\only<1,3-6>{
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\begin{itemize}
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\item \textcolor<4->{gray}{Commodity hardware (e.g. old desktop PCs)\\
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\vspace{.5em}
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\visible<3->{{\footnotesize (can die at any time)}}}
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\vspace{1.5em}
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\item<4-> \textcolor<6->{gray}{Regular Internet (e.g. FTTB, FTTH) and power grid connections\\
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\vspace{.5em}
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\visible<5->{{\footnotesize (can be unavailable randomly)}}}
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\vspace{1.5em}
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\item<6-> \textbf{Geographical redundancy} (multi-site replication)
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\end{itemize}
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}
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\only<2>{
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\begin{center}
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\includegraphics[width=.8\linewidth]{../assets/neptune.jpg}
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\end{center}
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}
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\only<7>{
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\begin{center}
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\includegraphics[width=.8\linewidth]{../assets/inframap_jdll2023.pdf}
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\end{center}
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}
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\end{frame}
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\begin{frame}
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\frametitle{How to make this happen}
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\begin{center}
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\only<1>{\includegraphics[width=.8\linewidth]{../assets/intro/slide1.png}}%
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\only<2>{\includegraphics[width=.8\linewidth]{../assets/intro/slide2.png}}%
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\only<3>{\includegraphics[width=.8\linewidth]{../assets/intro/slide3.png}}%
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\end{center}
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\end{frame}
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\begin{frame}
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\frametitle{Distributed file systems are slow}
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File systems are complex, for example:
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\vspace{1em}
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\begin{itemize}
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\item Concurrent modification by several processes
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\vspace{1em}
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\item Folder hierarchies
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\vspace{1em}
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\item Other requirements of the POSIX spec (e.g.~locks)
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\end{itemize}
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\vspace{1em}
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Coordination in a distributed system is costly
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\vspace{1em}
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Costs explode with commodity hardware / Internet connections\\
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{\small (we experienced this!)}
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\end{frame}
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\begin{frame}
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\frametitle{A simpler solution: object storage}
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Only two operations:
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\vspace{1em}
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\begin{itemize}
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\item Put an object at a key
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\vspace{1em}
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\item Retrieve an object from its key
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\end{itemize}
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\vspace{1em}
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{\footnotesize (and a few others)}
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\vspace{1em}
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Sufficient for many applications!
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\end{frame}
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\begin{frame}
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\frametitle{A simpler solution: object storage}
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\begin{center}
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\includegraphics[height=6em]{../assets/logos/Amazon-S3.jpg}
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\hspace{3em}
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\visible<2->{\includegraphics[height=5em]{../assets/logos/minio.png}}
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\hspace{3em}
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\visible<3>{\includegraphics[height=6em]{../../logo/garage_hires_crop.png}}
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\end{center}
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\vspace{1em}
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S3: a de-facto standard, many compatible applications
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\vspace{1em}
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\visible<2->{MinIO is self-hostable but not suited for geo-distributed deployments}
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\vspace{1em}
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\visible<3->{\textbf{Garage is a self-hosted drop-in replacement for the Amazon S3 object store}}
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\end{frame}
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% --------- BASED ON CRDTS ----------
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\section{Principle 1: based on CRDTs}
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\begin{frame}
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\frametitle{CRDTs / weak consistency instead of consensus}
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\underline{Internally, Garage uses only CRDTs} (conflict-free replicated data types)
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\vspace{2em}
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Why not Raft, Paxos, ...? Issues of consensus algorithms:
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\vspace{1em}
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\begin{itemize}
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\item<2-> \textbf{Software complexity}
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\vspace{1em}
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\item<3-> \textbf{Performance issues:}
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\vspace{.5em}
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\begin{itemize}
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\item<4-> The leader is a \textbf{bottleneck} for all requests\\
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\vspace{.5em}
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\item<5-> \textbf{Sensitive to higher latency} between nodes
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\vspace{.5em}
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\item<6-> \textbf{Takes time to reconverge} when disrupted (e.g. node going down)
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\end{itemize}
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\end{itemize}
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\end{frame}
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\begin{frame}
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\frametitle{The data model of object storage}
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Object storage is basically a \textbf{key-value store}:
|
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\vspace{.5em}
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{\scriptsize
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\begin{center}
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\begin{tabular}{|l|p{7cm}|}
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\hline
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\textbf{Key: file path + name} & \textbf{Value: file data + metadata} \\
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\hline
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\hline
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\texttt{index.html} &
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\texttt{Content-Type: text/html; charset=utf-8} \newline
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\texttt{Content-Length: 24929} \newline
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\texttt{<binary blob>} \\
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\hline
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\texttt{img/logo.svg} &
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\texttt{Content-Type: text/svg+xml} \newline
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\texttt{Content-Length: 13429} \newline
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\texttt{<binary blob>} \\
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\hline
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\texttt{download/index.html} &
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\texttt{Content-Type: text/html; charset=utf-8} \newline
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\texttt{Content-Length: 26563} \newline
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\texttt{<binary blob>} \\
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\hline
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\end{tabular}
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\end{center}
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}
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|
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\vspace{.5em}
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|
\begin{itemize}
|
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\item<2-> Maps well to CRDT data types
|
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\item<3> Read-after-write consistency with quorums
|
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|
\end{itemize}
|
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\end{frame}
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|
|
||||||
|
|
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\begin{frame}
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\frametitle{Performance gains in practice}
|
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\begin{center}
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|
\includegraphics[width=.8\linewidth]{../assets/perf/endpoint_latency_0.7_0.8_minio.png}
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|
\end{center}
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\end{frame}
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|
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% --------- GEO-DISTRIBUTED MODEL ----------
|
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|
|
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|
\section{Principle 2: geo-distributed data model}
|
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|
|
||||||
|
\begin{frame}
|
||||||
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\frametitle{Key-value stores, upgraded: the Dynamo model}
|
||||||
|
\textbf{Two keys:}
|
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|
\begin{itemize}
|
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|
\item Partition key: used to divide data into partitions {\small (a.k.a.~shards)}
|
||||||
|
\item Sort key: used to identify items inside a partition
|
||||||
|
\end{itemize}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
|
||||||
|
\begin{center}
|
||||||
|
\begin{tabular}{|l|l|p{3cm}|}
|
||||||
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\hline
|
||||||
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\textbf{Partition key: bucket} & \textbf{Sort key: filename} & \textbf{Value} \\
|
||||||
|
\hline
|
||||||
|
\hline
|
||||||
|
\texttt{website} & \texttt{index.html} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\texttt{website} & \texttt{img/logo.svg} & (file data) \\
|
||||||
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\hline
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||||||
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\texttt{website} & \texttt{download/index.html} & (file data) \\
|
||||||
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\hline
|
||||||
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\hline
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||||||
|
\texttt{backup} & \texttt{borg/index.2822} & (file data) \\
|
||||||
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\hline
|
||||||
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\texttt{backup} & \texttt{borg/data/2/2329} & (file data) \\
|
||||||
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\hline
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||||||
|
\texttt{backup} & \texttt{borg/data/2/2680} & (file data) \\
|
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\hline
|
||||||
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\hline
|
||||||
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\texttt{private} & \texttt{qq3a2nbe1qjq0ebbvo6ocsp6co} & (file data) \\
|
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\hline
|
||||||
|
\end{tabular}
|
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\end{center}
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\end{frame}
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|
||||||
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|
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\begin{frame}
|
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\frametitle{Layout computation}
|
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|
\begin{overprint}
|
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|
\onslide<1>
|
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|
\begin{center}
|
||||||
|
\includegraphics[width=\linewidth, trim=0 0 0 -4cm]{../assets/screenshots/garage_status_0.9_prod_zonehl.png}
|
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\end{center}
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\onslide<2>
|
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\begin{center}
|
||||||
|
\includegraphics[width=.7\linewidth]{../assets/map.png}
|
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|
\end{center}
|
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|
\end{overprint}
|
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|
\vspace{1em}
|
||||||
|
Garage stores replicas on different zones when possible
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{What a "layout" is}
|
||||||
|
\textbf{A layout is a precomputed index table:}
|
||||||
|
\vspace{1em}
|
||||||
|
|
||||||
|
{\footnotesize
|
||||||
|
\begin{center}
|
||||||
|
\begin{tabular}{|l|l|l|l|}
|
||||||
|
\hline
|
||||||
|
\textbf{Partition} & \textbf{Node 1} & \textbf{Node 2} & \textbf{Node 3} \\
|
||||||
|
\hline
|
||||||
|
\hline
|
||||||
|
Partition 0 & df-ymk (bespin) & Abricot (scorpio) & Courgette (neptune) \\
|
||||||
|
\hline
|
||||||
|
Partition 1 & Ananas (scorpio) & Courgette (neptune) & df-ykl (bespin) \\
|
||||||
|
\hline
|
||||||
|
Partition 2 & df-ymf (bespin) & Celeri (neptune) & Abricot (scorpio) \\
|
||||||
|
\hline
|
||||||
|
\hspace{1em}$\vdots$ & \hspace{1em}$\vdots$ & \hspace{1em}$\vdots$ & \hspace{1em}$\vdots$ \\
|
||||||
|
\hline
|
||||||
|
Partition 255 & Concombre (neptune) & df-ykl (bespin) & Abricot (scorpio) \\
|
||||||
|
\hline
|
||||||
|
\end{tabular}
|
||||||
|
\end{center}
|
||||||
|
}
|
||||||
|
|
||||||
|
\vspace{2em}
|
||||||
|
\visible<2->{
|
||||||
|
The index table is built centrally using an optimal algorithm,\\
|
||||||
|
then propagated to all nodes
|
||||||
|
}
|
||||||
|
|
||||||
|
\vspace{1em}
|
||||||
|
\visible<3->{
|
||||||
|
\footnotesize
|
||||||
|
Oulamara, M., \& Auvolat, A. (2023). \emph{An algorithm for geo-distributed and redundant storage in Garage}.\\ arXiv preprint arXiv:2302.13798.
|
||||||
|
}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{The relationship between \emph{partition} and \emph{partition key}}
|
||||||
|
\begin{center}
|
||||||
|
\begin{tabular}{|l|l|l|l|}
|
||||||
|
\hline
|
||||||
|
\textbf{Partition key} & \textbf{Partition} & \textbf{Sort key} & \textbf{Value} \\
|
||||||
|
\hline
|
||||||
|
\hline
|
||||||
|
\texttt{website} & Partition 12 & \texttt{index.html} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\texttt{website} & Partition 12 & \texttt{img/logo.svg} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\texttt{website} & Partition 12 &\texttt{download/index.html} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\hline
|
||||||
|
\texttt{backup} & Partition 42 & \texttt{borg/index.2822} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\texttt{backup} & Partition 42 & \texttt{borg/data/2/2329} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\texttt{backup} & Partition 42 & \texttt{borg/data/2/2680} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\hline
|
||||||
|
\texttt{private} & Partition 42 & \texttt{qq3a2nbe1qjq0ebbvo6ocsp6co} & (file data) \\
|
||||||
|
\hline
|
||||||
|
\end{tabular}
|
||||||
|
\end{center}
|
||||||
|
\vspace{1em}
|
||||||
|
\textbf{To read or write an item:} hash partition key
|
||||||
|
\\ \hspace{5cm} $\to$ determine partition number (first 8 bits)
|
||||||
|
\\ \hspace{5cm} $\to$ find associated nodes
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Garage's internal data structures}
|
||||||
|
\centering
|
||||||
|
\includegraphics[width=.75\columnwidth]{../assets/garage_tables.pdf}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% ---------- OPERATING GARAGE ---------
|
||||||
|
|
||||||
|
\section{Operating Garage clusters}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Operating Garage}
|
||||||
|
\begin{center}
|
||||||
|
\only<1-2>{
|
||||||
|
\includegraphics[width=.9\linewidth]{../assets/screenshots/garage_status_0.10.png}
|
||||||
|
\\\vspace{1em}
|
||||||
|
\visible<2>{\includegraphics[width=.9\linewidth]{../assets/screenshots/garage_status_unhealthy_0.10.png}}
|
||||||
|
}
|
||||||
|
\end{center}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Background synchronization}
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=.6\linewidth]{../assets/garage_sync.drawio.pdf}
|
||||||
|
\end{center}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Digging deeper}
|
||||||
|
\begin{center}
|
||||||
|
\only<1>{\includegraphics[width=.9\linewidth]{../assets/screenshots/garage_stats_0.10.png}}
|
||||||
|
\only<2>{\includegraphics[width=.5\linewidth]{../assets/screenshots/garage_worker_list_0.10.png}}
|
||||||
|
\only<3>{\includegraphics[width=.6\linewidth]{../assets/screenshots/garage_worker_param_0.10.png}}
|
||||||
|
\end{center}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Monitoring with Prometheus + Grafana}
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=.9\linewidth]{../assets/screenshots/grafana_dashboard.png}
|
||||||
|
\end{center}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Debugging with traces}
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=.8\linewidth]{../assets/screenshots/jaeger_listobjects.png}
|
||||||
|
\end{center}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
% ---------- SCALING GARAGE ---------
|
||||||
|
|
||||||
|
\section{Scaling Garage clusters}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Potential limitations and bottlenecks}
|
||||||
|
\begin{itemize}
|
||||||
|
\item Global:
|
||||||
|
\begin{itemize}
|
||||||
|
\item Max. $\sim$100 nodes per cluster (excluding gateways)
|
||||||
|
\end{itemize}
|
||||||
|
\vspace{1em}
|
||||||
|
\item Metadata:
|
||||||
|
\begin{itemize}
|
||||||
|
\item One big bucket = bottleneck, object list on 3 nodes only
|
||||||
|
\end{itemize}
|
||||||
|
\vspace{1em}
|
||||||
|
\item Block manager:
|
||||||
|
\begin{itemize}
|
||||||
|
\item Lots of small files on disk
|
||||||
|
\item Processing the resync queue can be slow
|
||||||
|
\end{itemize}
|
||||||
|
\end{itemize}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Deployment advice for very large clusters}
|
||||||
|
\begin{itemize}
|
||||||
|
\item Metadata storage:
|
||||||
|
\begin{itemize}
|
||||||
|
\item ZFS mirror (x2) on fast NVMe
|
||||||
|
\item Use LMDB storage engine
|
||||||
|
\end{itemize}
|
||||||
|
\vspace{.5em}
|
||||||
|
\item Data block storage:
|
||||||
|
\begin{itemize}
|
||||||
|
\item Use Garage's native multi-HDD support
|
||||||
|
\item XFS on individual drives
|
||||||
|
\item Increase block size (1MB $\to$ 10MB, requires more RAM and good networking)
|
||||||
|
\item Tune \texttt{resync-tranquility} and \texttt{resync-worker-count} dynamically
|
||||||
|
\end{itemize}
|
||||||
|
\vspace{.5em}
|
||||||
|
\item Other :
|
||||||
|
\begin{itemize}
|
||||||
|
\item Split data over several buckets
|
||||||
|
\item Use less than 100 storage nodes
|
||||||
|
\item Use gateway nodes
|
||||||
|
\end{itemize}
|
||||||
|
\vspace{.5em}
|
||||||
|
\end{itemize}
|
||||||
|
Our deployments: $< 10$ TB. Some people have done more!
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
|
||||||
|
% ======================================== END
|
||||||
|
% ======================================== END
|
||||||
|
% ======================================== END
|
||||||
|
|
||||||
|
\begin{frame}
|
||||||
|
\frametitle{Where to find us}
|
||||||
|
\begin{center}
|
||||||
|
\includegraphics[width=.25\linewidth]{../../logo/garage_hires.png}\\
|
||||||
|
\vspace{-1em}
|
||||||
|
\url{https://garagehq.deuxfleurs.fr/}\\
|
||||||
|
\url{mailto:garagehq@deuxfleurs.fr}\\
|
||||||
|
\texttt{\#garage:deuxfleurs.fr} on Matrix
|
||||||
|
|
||||||
|
\vspace{1.5em}
|
||||||
|
\includegraphics[width=.06\linewidth]{../assets/logos/rust_logo.png}
|
||||||
|
\includegraphics[width=.13\linewidth]{../assets/logos/AGPLv3_Logo.png}
|
||||||
|
\end{center}
|
||||||
|
\end{frame}
|
||||||
|
|
||||||
|
\end{document}
|
||||||
|
|
||||||
|
%% vim: set ts=4 sw=4 tw=0 noet spelllang=en :
|
||||||
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Loading…
Reference in a new issue