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Merge pull request 'Add talk made on 2023-01-18' (#482) from talk-tocatta-2023-01-18 into main
Reviewed-on: https://git.deuxfleurs.fr/Deuxfleurs/garage/pulls/482
This commit is contained in:
Alex
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assets/deuxfleurs.pdf
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talk.pdf: talk.tex $(ASSETS)
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doc/talks/2023-01-18-tocatta/abstract.md
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### (fr) Garage, un système de stockage de données géo-distribué léger et robuste
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Garage est un système de stockage de données léger, géo-distribué, qui
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implémente le protocole de stockage S3 de Amazon. Garage est destiné
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principalement à l'auto-hébergement sur du matériel courant d'occasion. À ce
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titre, il doit tolérer un grand nombre de pannes: coupures de courant, coupures
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de connexion Internet, pannes de machines, ... Il doit également être facile à
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déployer et à maintenir, afin de pouvoir être facilement utilisé par des
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amateurs ou des petites organisations.
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Cette présentation vous proposera un aperçu de Garage et du choix technique
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principal qui rend un système comme Garage possible: le refus d'utiliser des
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algorithmes de consensus, remplacés avantageusement par des méthodes à
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cohérence faible. Notre modèle est fortement inspiré de la base de donnée
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Dynamo (DeCandia et al, 2007), et fait usage des types de données CRDT (Shapiro
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et al, 2011). Nous exploreront comment ces méthodes s'appliquent à la
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construction de l'abstraction "stockage objet" dans un système distribué, et
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quelles autres abstractions peuvent ou ne peuvent pas être construites dans ce
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modèle.
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### (en) Garage, a lightweight and robust geo-distributed data storage system
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Garage is a lightweight geo-distributed data store that implements the Amazon
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S3 object storage protocol. Garage is meant primarily for self-hosting at home
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on second-hand commodity hardware, meaning it has to tolerate a wide variety of
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failure scenarios such as power cuts, Internet disconnections and machine
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crashes. It also has to be easy to deploy and maintain, so that hobbyists and
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small organizations can use it without trouble.
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This talk will present Garage and the key technical choice that made Garage
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possible: refusing to use consensus algorithms and using instead weak
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consistency methods, with a model that is loosely based on that of the Dynamo
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database (DeCandia et al, 2007) and that makes heavy use of conflict-free
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replicated data types (Shapiro et al, 2011). We will explore how these methods
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are suited to building the "object store" abstraction in a distributed system,
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and what other abstractions are possible or impossible to build in this model.
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<circle
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style="fill:#000000;stroke-width:0.264583"
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x="23.457415"
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y="24.042637">$\sqsupseteq \{a\} \to$ OK</tspan></text>
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id="text3750-3"><tspan
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x="23.457415"
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sodipodi:role="line"
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y="41.972523">$\not\sqsupseteq \{a\}$</tspan></text>
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<circle
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id="text3707-5"><tspan
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sodipodi:role="line"
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id="text3707-5-3"><tspan
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x="59.340172"
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|
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x="23.457415"
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y="75.619804"
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id="text3750-7"><tspan
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sodipodi:role="line"
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id="tspan3748-4"
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style="fill:#999999;stroke-width:0.264583"
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x="23.457415"
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y="75.619804">$\not\sqsupseteq \{b\}$</tspan></text>
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<text
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xml:space="preserve"
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style="font-size:8.46667px;line-height:1.25;font-family:sans-serif;fill:#000000;stroke-width:0.264583"
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x="23.457415"
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y="84.598038"
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id="text3750-3-4"><tspan
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sodipodi:role="line"
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id="tspan3748-2-3"
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style="fill:#000000;stroke-width:0.264583"
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x="23.457415"
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y="84.598038">$\sqsupseteq \{b\} \to$ OK</tspan></text>
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xml:space="preserve"
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x="23.457415"
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y="93.54969"
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id="text3750-0-0"><tspan
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sodipodi:role="line"
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id="tspan3748-6-7"
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style="fill:#999999;stroke-width:0.264583"
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x="23.457415"
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y="93.54969">$\not\sqsupseteq \{b\}$</tspan></text>
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<circle
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cx="67.201363"
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cy="124.91125"
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r="2.7302806" />
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x="72.653946"
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y="127.6125"
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id="text3750-9"><tspan
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sodipodi:role="line"
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style="fill:#000000;stroke-width:0.264583"
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x="72.653946"
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y="127.6125">$\to \{a\}$</tspan></text>
|
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<text
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xml:space="preserve"
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style="font-size:8.46667px;line-height:1.25;font-family:sans-serif;fill:#000000;stroke-width:0.264583"
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x="62.764446"
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y="146.3129"
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id="text4280-6"><tspan
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sodipodi:role="line"
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style="fill:#000000;stroke-width:0.264583"
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x="62.764446"
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y="146.3129"
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id="tspan2630">return $\{a\}$</tspan></text>
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cy="133.94179"
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<text
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|
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x="72.653946"
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y="136.59073"
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id="text3750-3-6"><tspan
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sodipodi:role="line"
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id="tspan3748-2-0"
|
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style="fill:#000000;stroke-width:0.264583"
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x="72.653946"
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y="75.619804">$\not\sqsupseteq \{b\}$</tspan></text>
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y="93.54969">$\not\sqsupseteq \{b\}$</tspan></text>
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|
@ -0,0 +1,935 @@
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|||
%\nonstopmode
|
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\documentclass[aspectratio=169]{beamer}
|
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\usepackage[utf8]{inputenc}
|
||||
% \usepackage[frenchb]{babel}
|
||||
\usepackage{amsmath}
|
||||
\usepackage{mathtools}
|
||||
\usepackage{breqn}
|
||||
\usepackage{multirow}
|
||||
\usetheme{boxes}
|
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\usepackage{graphicx}
|
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|
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\usepackage{adjustbox}
|
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||||
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|
||||
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|
||||
\usepackage{stmaryrd}
|
||||
\usepackage{graphicx}
|
||||
|
||||
\usepackage[normalem]{ulem}
|
||||
|
||||
\AtBeginSection[]{
|
||||
\begin{frame}
|
||||
\vfill
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||||
\centering
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\begin{beamercolorbox}[sep=8pt,center,shadow=true,rounded=true]{title}
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|
||||
\vfill
|
||||
\end{frame}
|
||||
}
|
||||
|
||||
\title{Garage}
|
||||
\subtitle{a lightweight and robust geo-distributed data storage system}
|
||||
\author{Alex Auvolat, Deuxfleurs Association}
|
||||
\date{Inria, 2023-01-18}
|
||||
|
||||
\begin{document}
|
||||
|
||||
\begin{frame}
|
||||
\centering
|
||||
\includegraphics[width=.3\linewidth]{../../sticker/Garage.pdf}
|
||||
\vspace{1em}
|
||||
|
||||
{\large\bf Alex Auvolat, Deuxfleurs Association}
|
||||
\vspace{1em}
|
||||
|
||||
\url{https://garagehq.deuxfleurs.fr/}
|
||||
|
||||
Matrix channel: \texttt{\#garage:deuxfleurs.fr}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Who I am}
|
||||
\begin{columns}[t]
|
||||
\begin{column}{.2\textwidth}
|
||||
\centering
|
||||
\adjincludegraphics[width=.4\linewidth, valign=t]{assets/alex.jpg}
|
||||
\end{column}
|
||||
\begin{column}{.6\textwidth}
|
||||
\textbf{Alex Auvolat}\\
|
||||
PhD; co-founder of Deuxfleurs
|
||||
\end{column}
|
||||
\begin{column}{.2\textwidth}
|
||||
~
|
||||
\end{column}
|
||||
\end{columns}
|
||||
\vspace{2em}
|
||||
|
||||
\begin{columns}[t]
|
||||
\begin{column}{.2\textwidth}
|
||||
\centering
|
||||
\adjincludegraphics[width=.5\linewidth, valign=t]{assets/deuxfleurs.pdf}
|
||||
\end{column}
|
||||
\begin{column}{.6\textwidth}
|
||||
\textbf{Deuxfleurs}\\
|
||||
A non-profit self-hosting collective,\\
|
||||
member of the CHATONS network
|
||||
\end{column}
|
||||
\begin{column}{.2\textwidth}
|
||||
\centering
|
||||
\adjincludegraphics[width=.7\linewidth, valign=t]{assets/logo_chatons.png}
|
||||
\end{column}
|
||||
\end{columns}
|
||||
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Our objective at Deuxfleurs}
|
||||
|
||||
\begin{center}
|
||||
\textbf{Promote self-hosting and small-scale hosting\\
|
||||
as an alternative to large cloud providers}
|
||||
\end{center}
|
||||
\vspace{2em}
|
||||
\visible<2->{
|
||||
Why is it hard?
|
||||
}
|
||||
\visible<3->{
|
||||
\vspace{2em}
|
||||
\begin{center}
|
||||
\textbf{\underline{Resilience}}\\
|
||||
{\footnotesize (we want good uptime/availability with low supervision)}
|
||||
\end{center}
|
||||
}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{How to make a \underline{stable} system}
|
||||
|
||||
Enterprise-grade systems typically employ:
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item RAID
|
||||
\item Redundant power grid + UPS
|
||||
\item Redundant Internet connections
|
||||
\item Low-latency links
|
||||
\item ...
|
||||
\end{itemize}
|
||||
\vspace{1em}
|
||||
$\to$ it's costly and only worth it at DC scale
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{How to make a \underline{resilient} system}
|
||||
|
||||
\only<1,4-5>{
|
||||
Instead, we use:
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item \textcolor<2->{gray}{Commodity hardware (e.g. old desktop PCs)}
|
||||
\vspace{.5em}
|
||||
\item<4-> \textcolor<5->{gray}{Commodity Internet (e.g. FTTB, FTTH) and power grid}
|
||||
\vspace{.5em}
|
||||
\item<5-> \textcolor<6->{gray}{\textbf{Geographical redundancy} (multi-site replication)}
|
||||
\end{itemize}
|
||||
}
|
||||
\only<2>{
|
||||
\begin{center}
|
||||
\includegraphics[width=.8\linewidth]{assets/atuin.jpg}
|
||||
\end{center}
|
||||
}
|
||||
\only<3>{
|
||||
\begin{center}
|
||||
\includegraphics[width=.8\linewidth]{assets/neptune.jpg}
|
||||
\end{center}
|
||||
}
|
||||
\only<6>{
|
||||
\begin{center}
|
||||
\includegraphics[width=.5\linewidth]{assets/inframap.jpg}
|
||||
\end{center}
|
||||
}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{How to make this happen}
|
||||
\begin{center}
|
||||
\only<1>{\includegraphics[width=.8\linewidth]{assets/slide1.png}}%
|
||||
\only<2>{\includegraphics[width=.8\linewidth]{assets/slide2.png}}%
|
||||
\only<3>{\includegraphics[width=.8\linewidth]{assets/slide3.png}}%
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Distributed file systems are slow}
|
||||
File systems are complex, for example:
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item Concurrent modification by several processes
|
||||
\vspace{1em}
|
||||
\item Folder hierarchies
|
||||
\vspace{1em}
|
||||
\item Other requirements of the POSIX spec (e.g.~locks)
|
||||
\end{itemize}
|
||||
\vspace{1em}
|
||||
Coordination in a distributed system is costly
|
||||
|
||||
\vspace{1em}
|
||||
Costs explode with commodity hardware / Internet connections\\
|
||||
{\small (we experienced this!)}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{A simpler solution: object storage}
|
||||
Only two operations:
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item Put an object at a key
|
||||
\vspace{1em}
|
||||
\item Retrieve an object from its key
|
||||
\end{itemize}
|
||||
\vspace{1em}
|
||||
{\footnotesize (and a few others)}
|
||||
|
||||
\vspace{1em}
|
||||
Sufficient for many applications!
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{A simpler solution: object storage}
|
||||
\begin{center}
|
||||
\includegraphics[height=6em]{../2020-12-02_wide-team/img/Amazon-S3.jpg}
|
||||
\hspace{3em}
|
||||
\includegraphics[height=5em]{assets/minio.png}
|
||||
\hspace{3em}
|
||||
\includegraphics[height=6em]{../../logo/garage_hires_crop.png}
|
||||
\end{center}
|
||||
\vspace{1em}
|
||||
S3: a de-facto standard, many compatible applications
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
MinIO is self-hostable but not suited for geo-distributed deployments
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
\textbf{Garage is a self-hosted drop-in replacement for the Amazon S3 object store}
|
||||
\end{frame}
|
||||
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{The data model of object storage}
|
||||
Object storage is basically a key-value store:
|
||||
\vspace{1em}
|
||||
|
||||
\begin{center}
|
||||
\begin{tabular}{|l|p{8cm}|}
|
||||
\hline
|
||||
\textbf{Key: file path + name} & \textbf{Value: file data + metadata} \\
|
||||
\hline
|
||||
\hline
|
||||
\texttt{index.html} &
|
||||
\texttt{Content-Type: text/html; charset=utf-8} \newline
|
||||
\texttt{Content-Length: 24929} \newline
|
||||
\texttt{<binary blob>} \\
|
||||
\hline
|
||||
\texttt{img/logo.svg} &
|
||||
\texttt{Content-Type: text/svg+xml} \newline
|
||||
\texttt{Content-Length: 13429} \newline
|
||||
\texttt{<binary blob>} \\
|
||||
\hline
|
||||
\texttt{download/index.html} &
|
||||
\texttt{Content-Type: text/html; charset=utf-8} \newline
|
||||
\texttt{Content-Length: 26563} \newline
|
||||
\texttt{<binary blob>} \\
|
||||
\hline
|
||||
\end{tabular}
|
||||
\end{center}
|
||||
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Garage's architecture}
|
||||
\begin{center}
|
||||
\includegraphics[width=.35\linewidth]{assets/garage.drawio.pdf}
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Two big problems}
|
||||
\begin{enumerate}
|
||||
\item \textbf{How to place data on different nodes?}\\
|
||||
\vspace{1em}
|
||||
\underline{Constraints:} heterogeneous hardware\\
|
||||
\underline{Objective:} $n$ copies of everything, maximize usable capacity, maximize resilience\\
|
||||
\vspace{1em}
|
||||
$\to$ the Dynamo model + optimization algorithms
|
||||
\vspace{2em}
|
||||
\item<2-> \textbf{How to guarantee consistency?}\\
|
||||
\vspace{1em}
|
||||
\underline{Constraints:} slow network (geographical distance), node unavailability/crashes\\
|
||||
\underline{Objective:} maximize availability, read-after-write guarantee\\
|
||||
\vspace{1em}
|
||||
$\to$ CRDTs, monotonicity, read and write quorums
|
||||
\end{enumerate}
|
||||
\end{frame}
|
||||
|
||||
\section{Problem 1: placing data}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Key-value stores, upgraded: the Dynamo model}
|
||||
\textbf{Two keys:}
|
||||
\begin{itemize}
|
||||
\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}|}
|
||||
\hline
|
||||
\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) \\
|
||||
\hline
|
||||
\texttt{website} & \texttt{download/index.html} & (file data) \\
|
||||
\hline
|
||||
\hline
|
||||
\texttt{backup} & \texttt{borg/index.2822} & (file data) \\
|
||||
\hline
|
||||
\texttt{backup} & \texttt{borg/data/2/2329} & (file data) \\
|
||||
\hline
|
||||
\texttt{backup} & \texttt{borg/data/2/2680} & (file data) \\
|
||||
\hline
|
||||
\hline
|
||||
\texttt{private} & \texttt{qq3a2nbe1qjq0ebbvo6ocsp6co} & (file data) \\
|
||||
\hline
|
||||
\end{tabular}
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Key-value stores, upgraded: the Dynamo model}
|
||||
\begin{itemize}
|
||||
\item Data with different partition keys is stored independently,\\
|
||||
on a different set of nodes\\
|
||||
\vspace{.5em}
|
||||
$\to$ no easy way to list all partition keys\\
|
||||
$\to$ no cross-shard transactions\\
|
||||
\vspace{2em}
|
||||
\item Placing data: hash the partition key, select nodes accordingly\\
|
||||
\vspace{.5em}
|
||||
$\to$ distributed hash table (DHT)
|
||||
\vspace{2em}
|
||||
\item For a given value of the partition key, items can be listed using their sort keys
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{How to spread files over different cluster nodes?}
|
||||
\textbf{Consistent hashing (Dynamo):}
|
||||
\vspace{1em}
|
||||
|
||||
\begin{center}
|
||||
\only<1>{\includegraphics[width=.40\columnwidth]{assets/consistent_hashing_1.pdf}}%
|
||||
\only<2>{\includegraphics[width=.40\columnwidth]{assets/consistent_hashing_2.pdf}}%
|
||||
\only<3>{\includegraphics[width=.40\columnwidth]{assets/consistent_hashing_3.pdf}}%
|
||||
\only<4>{\includegraphics[width=.40\columnwidth]{assets/consistent_hashing_4.pdf}}%
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Constraint: location-awareness}
|
||||
\begin{center}
|
||||
\includegraphics[width=\linewidth]{assets/location-aware.png}
|
||||
\end{center}
|
||||
\vspace{2em}
|
||||
Garage replicates data on different zones when possible
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Constraint: location-awareness}
|
||||
\begin{center}
|
||||
\includegraphics[width=.8\linewidth]{assets/map.png}
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Issues with consistent hashing}
|
||||
\begin{itemize}
|
||||
\item Consistent hashing doesn't dispatch data based on geographical location of nodes
|
||||
\vspace{1em}
|
||||
\item<2-> Geographically aware adaptation, try 1:\\
|
||||
data quantities not well balanced between nodes
|
||||
\vspace{1em}
|
||||
\item<3-> Geographically aware adaptation, try 2:\\
|
||||
too many reshuffles when adding/removing nodes
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{How to spread files over different cluster nodes?}
|
||||
\textbf{Garage's method: build an index table}
|
||||
\vspace{1em}
|
||||
|
||||
Realization: we can actually precompute an optimal solution
|
||||
\vspace{1em}
|
||||
|
||||
\visible<2->{
|
||||
\begin{center}
|
||||
\begin{tabular}{|l|l|l|l|}
|
||||
\hline
|
||||
\textbf{Partition} & \textbf{Node 1} & \textbf{Node 2} & \textbf{Node 3} \\
|
||||
\hline
|
||||
\hline
|
||||
Partition 0 & Io (jupiter) & Drosera (atuin) & Courgette (neptune) \\
|
||||
\hline
|
||||
Partition 1 & Datura (atuin) & Courgette (neptune) & Io (jupiter) \\
|
||||
\hline
|
||||
Partition 2 & Io(jupiter) & Celeri (neptune) & Drosera (atuin) \\
|
||||
\hline
|
||||
\hspace{1em}$\vdots$ & \hspace{1em}$\vdots$ & \hspace{1em}$\vdots$ & \hspace{1em}$\vdots$ \\
|
||||
\hline
|
||||
Partition 255 & Concombre (neptune) & Io (jupiter) & Drosera (atuin) \\
|
||||
\hline
|
||||
\end{tabular}
|
||||
\end{center}
|
||||
}
|
||||
\vspace{1em}
|
||||
\visible<3->{
|
||||
The index table is built centrally using an optimal algorithm,\\
|
||||
then propagated to all nodes
|
||||
}
|
||||
\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}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Storing and retrieving files}
|
||||
\begin{center}
|
||||
\only<1>{\includegraphics[width=.45\linewidth]{assets/garage2a.drawio.pdf}}%
|
||||
\only<2>{\includegraphics[width=.45\linewidth]{assets/garage2b.drawio.pdf}}%
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\section{Problem 2: ensuring consistency}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Consensus vs weak consistency}
|
||||
|
||||
\hspace{1em}
|
||||
\begin{minipage}{7cm}
|
||||
\textbf{Consensus-based systems:}
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item \textbf{Leader-based:} a leader is elected to coordinate
|
||||
all reads and writes
|
||||
\vspace{1em}
|
||||
\item \textbf{Linearizability} of all operations\\
|
||||
(strongest consistency guarantee)
|
||||
\vspace{1em}
|
||||
\item Any sequential specification can be implemented as a \textbf{replicated state machine}
|
||||
\vspace{1em}
|
||||
\item \textbf{Costly}, the leader is a bottleneck;
|
||||
leader elections on failure take time
|
||||
\end{itemize}
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{7cm} \visible<2->{
|
||||
\textbf{Weakly consistent systems:}
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item \textbf{Nodes are equivalent}, any node
|
||||
can originate a read or write operation
|
||||
\vspace{1em}
|
||||
\item \textbf{Read-after-write consistency} with quorums,
|
||||
eventual consistency without
|
||||
\vspace{1em}
|
||||
\item \textbf{Operations have to commute}, i.e.~we
|
||||
can only implement CRDTs
|
||||
\vspace{1em}
|
||||
\item \textbf{Fast}, no single bottleneck;\\
|
||||
works the same with offline nodes
|
||||
\end{itemize}
|
||||
} \end{minipage}
|
||||
\hspace{1em}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Consensus vs weak consistency}
|
||||
\begin{center}
|
||||
\textbf{From a theoretical point of view:}\\
|
||||
|
||||
\end{center}
|
||||
\vspace{2em}
|
||||
|
||||
\hspace{1em}
|
||||
\begin{minipage}{6.5cm}
|
||||
\underline{Consensus-based systems:}
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
Require \textbf{additional assumptions} such as a fault detector or a strong RNG\\
|
||||
(FLP impossibility theorem)
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{6.5cm}
|
||||
\underline{Weakly consistent systems:}
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
Can be implemented in \textbf{any\\asynchronous message passing\\distributed system} with node crashes
|
||||
\end{minipage}
|
||||
\hspace{1em}
|
||||
|
||||
\vspace{3em}
|
||||
\begin{center}
|
||||
They represent \textbf{different classes of computational capability}\\
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Consensus vs weak consistency}
|
||||
\begin{center}
|
||||
\textbf{The same objects cannot be implemented in both models.}
|
||||
\end{center}
|
||||
\vspace{2em}
|
||||
|
||||
\hspace{1em}
|
||||
\begin{minipage}{6.5cm}
|
||||
\underline{Consensus-based systems:}
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
\textbf{Any sequential specification}\\~
|
||||
|
||||
\vspace{1em}
|
||||
\textbf{Easier to program for}: just write your program as if it were sequential on a single machine
|
||||
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{6.5cm}
|
||||
\underline{Weakly consistent systems:}
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
\textbf{Only CRDTs}\\(conflict-free replicated data types)
|
||||
|
||||
\vspace{1em}
|
||||
Part of the complexity is \textbf{reported to the consumer of the API}\\~
|
||||
\end{minipage}
|
||||
\hspace{1em}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Understanding the power of consensus}
|
||||
\textbf{Consensus:} an API with a single operation, $propose(x)$
|
||||
\begin{enumerate}
|
||||
\item nodes all call $propose(x)$ with their proposed value;
|
||||
\item nodes all receive the same value as a return value, which is one of the proposed values
|
||||
\end{enumerate}
|
||||
\vspace{1em}
|
||||
|
||||
\visible<2->{
|
||||
\textbf{Equivalent to} a distributed algorithm that gives a total order on all requests
|
||||
}
|
||||
\vspace{1em}
|
||||
|
||||
\visible<3->{
|
||||
\textbf{Implemented by} this simple replicated state machine:
|
||||
\vspace{.5em}
|
||||
\begin{figure}
|
||||
\centering
|
||||
\def\svgwidth{.5\textwidth}
|
||||
\large
|
||||
\import{assets/}{consensus.pdf_tex}
|
||||
\end{figure}
|
||||
\vspace{1em}
|
||||
}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Can my object be implemented without consensus?}
|
||||
\underline{Given the specification of an API:}
|
||||
\vspace{2em}
|
||||
\begin{itemize}
|
||||
\item \textbf{Using this API, we can implement the consensus object} (the $propose$ function)\\
|
||||
$\to$ the API is equivalent to consensus/total ordering of messages\\
|
||||
$\to$ the API cannot be implemented in a weakly consistent system
|
||||
\vspace{2em}
|
||||
\item<2-> \textbf{This API can be implemented using only weak primitives}\\
|
||||
(e.g. in the asynchronous message passing model with no further assumption)\\
|
||||
$\to$ the API is strictly weaker than consensus\\
|
||||
$\to$ we can implement it in Garage!
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Why avoid consensus?}
|
||||
Consensus can be implemented reasonably well in practice, so why avoid it?
|
||||
\vspace{2em}
|
||||
\begin{itemize}
|
||||
\item \textbf{Software complexity:} RAFT and PAXOS are complex beasts;\\
|
||||
harder to prove, harder to reason about
|
||||
\vspace{1.5em}
|
||||
\item \textbf{Performance issues:}
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item Theoretical requirements (RNG, failure detector) translate into \textbf{practical costs}
|
||||
\vspace{1em}
|
||||
\item The leader is a \textbf{bottleneck} for all requests;\\
|
||||
even in leaderless approaches, \textbf{all nodes must process all operations in order}
|
||||
\vspace{1em}
|
||||
\item Particularly \textbf{sensitive to higher latency} between nodes
|
||||
\end{itemize}
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Performance gains in practice}
|
||||
\begin{center}
|
||||
\includegraphics[width=.8\linewidth]{assets/endpoint-latency-dc.png}
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{What can we implement without consensus?}
|
||||
\begin{itemize}
|
||||
\item Any \textbf{conflict-free replicated data type} (CRDT)
|
||||
\vspace{1em}
|
||||
\item<2-> Non-transactional key-value stores such as S3 are equivalent to a simple CRDT:\\
|
||||
a map of \textbf{last-writer-wins registers} (each key is its own CRDT)
|
||||
\vspace{1em}
|
||||
\item<3-> \textbf{Read-after-write consistency} can be implemented
|
||||
using quorums on read and write operations
|
||||
\vspace{1em}
|
||||
\item<4-> \textbf{Monotonicity of reads} can be implemented with repair-on-read\\
|
||||
(makes reads more costly, not implemented in Garage)
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{CRDTs and quorums: read-after-write consistency}
|
||||
\begin{figure}
|
||||
\centering
|
||||
\def\svgwidth{.8\textwidth}
|
||||
\only<1>{\import{assets/}{lattice1.pdf_tex}}%
|
||||
\only<2>{\import{assets/}{lattice2.pdf_tex}}%
|
||||
\only<3>{\import{assets/}{lattice3.pdf_tex}}%
|
||||
\only<4>{\import{assets/}{lattice4.pdf_tex}}%
|
||||
\only<5>{\import{assets/}{lattice5.pdf_tex}}%
|
||||
\only<6>{\import{assets/}{lattice6.pdf_tex}}%
|
||||
\only<7>{\import{assets/}{lattice7.pdf_tex}}%
|
||||
\only<8>{\import{assets/}{lattice8.pdf_tex}}%
|
||||
\end{figure}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{CRDTs and quorums: read-after-write consistency}
|
||||
\textbf{Property:} If node $A$ did an operation $write(x)$ and received an OK response,\\
|
||||
\hspace{2cm} and node $B$ starts an operation $read()$ after $A$ received OK,\\
|
||||
\hspace{2cm} then $B$ will read a value $x' \sqsupseteq x$.
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
\hspace{1em}
|
||||
\begin{minipage}{6.8cm}
|
||||
\textbf{Algorithm $write(x)$:}
|
||||
\begin{enumerate}
|
||||
\item Broadcast $write(x)$ to all nodes
|
||||
\item Wait for $k > n/2$ nodes to reply OK
|
||||
\item Return OK
|
||||
\end{enumerate}
|
||||
\end{minipage}
|
||||
\hfill
|
||||
\begin{minipage}{6.8cm}
|
||||
\vspace{1em}
|
||||
\textbf{Algorithm $read()$:}
|
||||
\begin{enumerate}
|
||||
\item Broadcast $read()$ to all nodes
|
||||
\item Wait for $k > n/2$ nodes to reply\\
|
||||
with values $x_1, \dots, x_k$
|
||||
\item Return $x_1 \sqcup \dots \sqcup x_k$
|
||||
\end{enumerate}
|
||||
\end{minipage}
|
||||
\hspace{1em}
|
||||
|
||||
\vspace{2em}
|
||||
\textbf{Why does it work?} There is at least one node at the intersection between the two sets of nodes that replied to each request, that ``saw'' $x$ before the $read()$ started ($x_i \sqsupseteq x$).
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{CRDTs and quorums: monotonic-reads consistency}
|
||||
\begin{figure}
|
||||
\centering
|
||||
\def\svgwidth{.8\textwidth}
|
||||
\only<1>{\import{assets/}{latticeB_1.pdf_tex}}%
|
||||
\only<2>{\import{assets/}{latticeB_2.pdf_tex}}%
|
||||
\only<3>{\import{assets/}{latticeB_3.pdf_tex}}%
|
||||
\only<4>{\import{assets/}{latticeB_4.pdf_tex}}%
|
||||
\only<5>{\import{assets/}{latticeB_5.pdf_tex}}%
|
||||
\only<6>{\import{assets/}{latticeB_6.pdf_tex}}%
|
||||
\only<7>{\import{assets/}{latticeB_7.pdf_tex}}%
|
||||
\only<8>{\import{assets/}{latticeB_8.pdf_tex}}%
|
||||
\only<9>{\import{assets/}{latticeB_9.pdf_tex}}%
|
||||
\only<10>{\import{assets/}{latticeB_10.pdf_tex}}%
|
||||
\end{figure}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{CRDTs and quorums: monotonic-reads consistency}
|
||||
\textbf{Property:} If node $A$ did an operation $read()$ and received $x$ as a response,\\
|
||||
\hspace{2cm} and node $B$ starts an operation $read()$ after $A$ received $x$,\\
|
||||
\hspace{2cm} then $B$ will read a value $x' \sqsupseteq x$.
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
\textbf{Algorithm $monotonic\_read()$:} {\small (a.k.a. repair-on-read)}
|
||||
\begin{enumerate}
|
||||
\item Broadcast $read()$ to all nodes
|
||||
\item Wait for $k > n/2$ nodes to reply with values $x_1, \dots, x_k$
|
||||
\item If $x_i \ne x_j$ for some nodes $i$ and $j$,\\
|
||||
\hspace{1cm}then call $write(x_1 \sqcup \dots \sqcup x_k)$ and wait for OK from $k' > n/2$ nodes
|
||||
\item Return $x_1 \sqcup \dots \sqcup x_k$
|
||||
\end{enumerate}
|
||||
|
||||
\vspace{1em}
|
||||
|
||||
This makes reads slower in some cases, and is \textbf{not implemented in Garage}.
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{A hard problem: layout changes}
|
||||
\begin{itemize}
|
||||
\item We rely on quorums $k > n/2$ within each partition:\\
|
||||
$$n=3,~~~~~~~k\ge 2$$
|
||||
\item<2-> When rebalancing, the set of nodes responsible for a partition can change:\\
|
||||
$$\{n_A, n_B, n_C\} \to \{n_A, n_D, n_E\}$$
|
||||
\vspace{.01em}
|
||||
\item<3-> During the rebalancing, $D$ and $E$ don't yet have the data,\\
|
||||
~~~~~~~~~~~~~~~~~~~and $B$ and $C$ want to get rid of the data to free up space\\
|
||||
\vspace{.2em}
|
||||
$\to$ quorums only within the new set of nodes don't work\\
|
||||
$\to$ how to coordinate? \textbf{currently, we don't...}
|
||||
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\section{Going further than the S3 API}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Using Garage for everything}
|
||||
\begin{center}
|
||||
\only<1>{\includegraphics[width=.8\linewidth]{assets/slideB1.png}}%
|
||||
\only<2>{\includegraphics[width=.8\linewidth]{assets/slideB2.png}}%
|
||||
\only<3>{\includegraphics[width=.8\linewidth]{assets/slideB3.png}}%
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{K2V Design}
|
||||
\begin{itemize}
|
||||
\item A new, custom, minimal API\\
|
||||
\vspace{.5em}
|
||||
\begin{itemize}
|
||||
\item Single-item operations
|
||||
\item Operations on ranges and batches of items
|
||||
\item Polling operations to help implement a PubSub pattern
|
||||
\end{itemize}
|
||||
\vspace{1em}
|
||||
\item<2-> Exposes the partitoning mechanism of Garage\\
|
||||
K2V = partition key / sort key / value (like Dynamo)
|
||||
\vspace{1em}
|
||||
\item<3-> Weakly consistent, CRDT-friendly\\
|
||||
$\to$ no support for transactions (not ACID)
|
||||
\vspace{1em}
|
||||
\item<4-> Cryptography-friendly: values are binary blobs
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Handling concurrent values}
|
||||
\textbf{How to handle concurrency?} Example:
|
||||
\vspace{1em}
|
||||
\begin{enumerate}
|
||||
\item Client $A$ reads the initial value of a key, $x_0$
|
||||
\vspace{1em}
|
||||
\item<2-> Client $B$ also reads the initial value $x_0$ of that key
|
||||
\vspace{1em}
|
||||
\item<3-> Client $A$ modifies $x_0$, and writes a new value $x_1$
|
||||
\vspace{1em}
|
||||
\item<4-> Client $B$ also modifies $x_0$, and writes a new value $x'_1$,\\
|
||||
without having a chance to first read $x_1$\\
|
||||
\vspace{1em}
|
||||
$\to$ what should the final state be?
|
||||
\end{enumerate}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Handling concurrent values}
|
||||
\begin{itemize}
|
||||
\item If we keep only $x_1$ or $x'_1$, we risk \textbf{loosing application data}
|
||||
\vspace{1.5em}
|
||||
\item<2-> Values are opaque binary blobs, \textbf{K2V cannot resolve conflicts} by itself\\
|
||||
(e.g. by implementing a CRDT)
|
||||
\vspace{1.5em}
|
||||
\item<3-> Solution: \textbf{we keep both!}\\
|
||||
$\to$ the value of the key is now $\{x_1, x'_1\}$\\
|
||||
$\to$ the client application can decide how to resolve conflicts on the next read
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Keeping track of causality}
|
||||
How does K2V know that $x_1$ and $x'_1$ are concurrent?
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item $read()$ returns \textbf{a set of values} and an associated \textbf{causality token}\\
|
||||
\vspace{1.5em}
|
||||
\item<2-> When calling $write()$, the client sends \textbf{the causality token from its last read}
|
||||
\vspace{1.5em}
|
||||
\item<3-> The causality token represents the set of values \textbf{already seen by the client}\\
|
||||
$\to$ those values are the \textbf{causal past} of the write operation\\
|
||||
$\to$ K2V can keep concurrent values and overwrite all ones in the causal past
|
||||
\vspace{1.5em}
|
||||
\item<4-> Internally, the causality token is \textbf{a vector clock}
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Application: an e-mail storage server}
|
||||
\begin{center}
|
||||
\only<1>{\includegraphics[width=.9\linewidth]{assets/aerogramme.png}}%
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Aerogramme data model}
|
||||
\begin{center}
|
||||
\only<1>{\includegraphics[width=.4\linewidth]{assets/aerogramme_datatype.drawio.pdf}}%
|
||||
\only<2->{\includegraphics[width=.9\linewidth]{assets/aerogramme_keys.drawio.pdf}\vspace{1em}}%
|
||||
\end{center}
|
||||
\visible<3->{Aerogramme encrypts all stored values for privacy\\
|
||||
(Garage server administrators can't read your mail)}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Different deployment scenarios}
|
||||
\begin{center}
|
||||
\only<1>{\includegraphics[width=.9\linewidth]{assets/aerogramme_components1.drawio.pdf}}%
|
||||
\only<2>{\includegraphics[width=.9\linewidth]{assets/aerogramme_components2.drawio.pdf}}%
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{A new model for building resilient software}
|
||||
How to build an application using only Garage as a data store:
|
||||
\vspace{1em}
|
||||
\begin{enumerate}
|
||||
\item Design a data model suited to K2V\\
|
||||
{\footnotesize (see Cassandra docs on porting SQL data models to Cassandra)}
|
||||
\vspace{1em}
|
||||
\begin{itemize}
|
||||
\item Use CRDTs or other eventually consistent data types (see e.g. Bayou)
|
||||
\vspace{1em}
|
||||
\item Store opaque binary blobs to provide End-to-End Encryption\\
|
||||
\end{itemize}
|
||||
\vspace{1em}
|
||||
\item<2-> Store big blobs (files) using the S3 API
|
||||
\vspace{1em}
|
||||
\item<3-> Let Garage manage sharding, replication, failover, etc.
|
||||
\end{enumerate}
|
||||
\end{frame}
|
||||
|
||||
\section{Conclusion}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Perspectives}
|
||||
\begin{itemize}
|
||||
\item Fix the consistency issue when rebalancing
|
||||
\vspace{1em}
|
||||
\item Write about Garage's architecture and properties,\\
|
||||
and about our proposed architecture for (E2EE) apps over K2V+S3
|
||||
\vspace{1em}
|
||||
\item Continue developing Garage; finish Aerogramme; build new applications...
|
||||
\vspace{1em}
|
||||
\item Anything else?
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
\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/rust_logo.png}
|
||||
\includegraphics[width=.13\linewidth]{assets/AGPLv3_Logo.png}
|
||||
\end{center}
|
||||
\end{frame}
|
||||
|
||||
\end{document}
|
||||
|
||||
%% vim: set ts=4 sw=4 tw=0 noet spelllang=en :
|
||||
12
doc/talks/shell.nix
Normal file
12
doc/talks/shell.nix
Normal file
|
|
@ -0,0 +1,12 @@
|
|||
{ pkgs ? import <nixpkgs> { } }:
|
||||
let
|
||||
latex = (pkgs.texlive.combine {
|
||||
inherit (pkgs.texlive)
|
||||
scheme-basic
|
||||
beamer amsmath mathtools breqn
|
||||
environ
|
||||
multirow graphics import adjustbox tabu vwcol stmaryrd ulem ragged2e
|
||||
dvisvgm dvipng wrapfig hyperref capt-of;
|
||||
});
|
||||
in pkgs.mkShell { nativeBuildInputs = [ pkgs.gnumake latex ]; }
|
||||
|
||||
Loading…
Reference in a new issue