Talk for 2023-01-18 pretty much finished
All checks were successful
continuous-integration/drone/push Build is passing
All checks were successful
continuous-integration/drone/push Build is passing
This commit is contained in:
parent
065d6e1e06
commit
0010f705ef
2 changed files with 51 additions and 22 deletions
Binary file not shown.
|
@ -187,7 +187,7 @@
|
|||
\vspace{1em}
|
||||
\item Folder hierarchies
|
||||
\vspace{1em}
|
||||
\item Other requirements of the POSIX spec
|
||||
\item Other requirements of the POSIX spec (e.g.~locks)
|
||||
\end{itemize}
|
||||
\vspace{1em}
|
||||
Coordination in a distributed system is costly
|
||||
|
@ -291,7 +291,7 @@
|
|||
\frametitle{Key-value stores, upgraded: the Dynamo model}
|
||||
\textbf{Two keys:}
|
||||
\begin{itemize}
|
||||
\item Partition key: used to divide data into partitions (shards)
|
||||
\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}
|
||||
|
||||
|
@ -326,7 +326,7 @@
|
|||
\begin{frame}
|
||||
\frametitle{Key-value stores, upgraded: the Dynamo model}
|
||||
\begin{itemize}
|
||||
\item Data with different partition keys is stored independantly,\\
|
||||
\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\\
|
||||
|
@ -520,7 +520,7 @@
|
|||
|
||||
\vspace{1em}
|
||||
|
||||
Require \textbf{additionnal assumptions} such as a fault detector or a strong RNG\\
|
||||
Require \textbf{additional assumptions} such as a fault detector or a strong RNG\\
|
||||
(FLP impossibility theorem)
|
||||
\end{minipage}
|
||||
\hfill
|
||||
|
@ -608,7 +608,7 @@
|
|||
$\to$ the API is equivalent to consensus/total ordering of messages\\
|
||||
$\to$ the API cannot be implemented in a weakly consistent system
|
||||
\vspace{2em}
|
||||
\item \textbf{This API can be implemented using only weak primitives}\\
|
||||
\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!
|
||||
|
@ -648,13 +648,13 @@
|
|||
\begin{itemize}
|
||||
\item Any \textbf{conflict-free replicated data type} (CRDT)
|
||||
\vspace{1em}
|
||||
\item Non-transactional key-value stores such as S3 are equivalent to a simple CRDT:\\
|
||||
a \textbf{last-writer-wins registry}
|
||||
\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 \textbf{Read-after-write consistency} can be implemented
|
||||
\item<3-> \textbf{Read-after-write consistency} can be implemented
|
||||
using quorums on read and write operations
|
||||
\vspace{1em}
|
||||
\item \textbf{Monotonicity of reads} can be implemented with repair-on-read\\
|
||||
\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}
|
||||
|
@ -735,7 +735,7 @@
|
|||
|
||||
\vspace{1em}
|
||||
|
||||
\textbf{Algorithm $read()$:}
|
||||
\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 $x_1, \dots, x_k$
|
||||
|
@ -754,10 +754,10 @@
|
|||
\begin{itemize}
|
||||
\item We rely on quorums $k > n/2$ within each partition:\\
|
||||
$$n=3,~~~~~~~k\ge 2$$
|
||||
\item When rebalancing, the set of nodes responsible for a partition can change:\\
|
||||
\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 During the rebalancing, $D$ and $E$ don't yet have the data,\\
|
||||
\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\\
|
||||
|
@ -769,7 +769,7 @@
|
|||
\section{Going further than the S3 API}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Further plans for Garage}
|
||||
\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}}%
|
||||
|
@ -821,10 +821,10 @@
|
|||
\begin{itemize}
|
||||
\item If we keep only $x_1$ or $x'_1$, we risk \textbf{loosing application data}
|
||||
\vspace{1.5em}
|
||||
\item Values are opaque binary blobs, \textbf{K2V cannot resolve conflicts} by itself\\
|
||||
\item<2-> Values are opaque binary blobs, \textbf{K2V cannot resolve conflicts} by itself\\
|
||||
(e.g. by implementing a CRDT)
|
||||
\vspace{1.5em}
|
||||
\item Solution: \textbf{we keep both!}\\
|
||||
\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}
|
||||
|
@ -837,13 +837,13 @@
|
|||
\begin{itemize}
|
||||
\item $read()$ returns \textbf{a set of values} and an associated \textbf{causality token}\\
|
||||
\vspace{1.5em}
|
||||
\item When calling $write()$, the client sends \textbf{the causality token from its last read}
|
||||
\item<2-> When calling $write()$, the client sends \textbf{the causality token from its last read}
|
||||
\vspace{1.5em}
|
||||
\item The causality token represents the set of values \textbf{already seen by the client}\\
|
||||
\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 Internally, the causality token is \textbf{a vector clock}
|
||||
\item<4-> Internally, the causality token is \textbf{a vector clock}
|
||||
\end{itemize}
|
||||
\end{frame}
|
||||
|
||||
|
@ -854,8 +854,28 @@
|
|||
\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)}
|
||||
|
@ -866,16 +886,25 @@
|
|||
\item Store opaque binary blobs to provide End-to-End Encryption\\
|
||||
\end{itemize}
|
||||
\vspace{1em}
|
||||
\item Store big blobs (files) using the S3 API
|
||||
\item<2-> Store big blobs (files) using the S3 API
|
||||
\vspace{1em}
|
||||
\item Let Garage manage sharding, replication, failover, etc.
|
||||
\item<3-> Let Garage manage sharding, replication, failover, etc.
|
||||
\end{enumerate}
|
||||
\end{frame}
|
||||
|
||||
\section{Conclusion}
|
||||
|
||||
\begin{frame}
|
||||
\frametitle{Research perspectives}
|
||||
\frametitle{Perspectives}
|
||||
\begin{itemize}
|
||||
\item TODO
|
||||
\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}
|
||||
|
||||
|
|
Loading…
Reference in a new issue