commit 912549eaaf70f476d928152e7f22aa420b723949 Author: Karsten Loesing karsten.loesing@gmx.net Date: Tue Aug 7 15:41:32 2012 +0200

Add raw bufferstats report from 2009. --- 2009/bufferstats/.gitignore | 3 + 2009/bufferstats/bufferstats.tex | 183 ++ 2009/bufferstats/processed-cells.pdf | 3232 +++++++++++++++++++++++++++++++++ 2009/bufferstats/queued-cells.pdf | 3236 ++++++++++++++++++++++++++++++++++ 2009/bufferstats/time-in-queue.pdf | 3236 ++++++++++++++++++++++++++++++++++ 2009/bufferstats/total-cells.pdf | 498 ++++++ 6 files changed, 10388 insertions(+), 0 deletions(-)

diff --git a/2009/bufferstats/.gitignore b/2009/bufferstats/.gitignore new file mode 100644 index 0000000..76bd910 --- /dev/null +++ b/2009/bufferstats/.gitignore @@ -0,0 +1,3 @@ +bufferstats.pdf +bufferstats-2009-08-25.pdf + diff --git a/2009/bufferstats/bufferstats.tex b/2009/bufferstats/bufferstats.tex new file mode 100644 index 0000000..2f5e260 --- /dev/null +++ b/2009/bufferstats/bufferstats.tex @@ -0,0 +1,183 @@ +\documentclass{article} +\usepackage[dvips]{graphicx} +\usepackage{graphics} +\usepackage{color} +\usepackage{booktabs} +\usepackage{multirow} +\begin{document} +\title{Analysis of Circuit Queues in Tor} +\author{Karsten Loesing} +\maketitle + +\section{Background on queues and buffers in Tor} + +Whenever a relay receives a cell, this cell is appended to the outbound +queue of the corresponding circuit. +As soon as there is room in the outgoing buffer of the connection to the +next relay in the circuit, the cell is removed from the queue and the cell +body is written to that buffer. +The bytes reside in the outgoing connection buffers until they can be sent +over the TLS socket to the previous or next relay in the client's circuit. +Multiple circuits can share the same connection, so that the cells of +multiple queues can be waiting to be written to a single outgoing buffer. + +This analysis focuses on circuits and the cells that are kept in their +queues, rather than on connections to other relays and bytes waiting in +their buffers. +Possible changes to circuit queues include reducing queue lengths to reduce +the latency of sending cells and changing the scheduling of processing +cells competing for the same connection. +Future analyses might also focus more on connections. + +The graphs in this report are based on statistics gathered by a few relays +starting on July 20, 2009. +Table~\ref{tab:relays} lists the relays including their exit configuration, +authority status, and operator name. + +\begin{table} +\centering +\caption{Relays measuring cell statistics} +\label{tab:relays} +\vspace{0.5cm} +\begin{tabular}{lccl} +\toprule +Nickname & Exit & Authority & Operator\ +\midrule +echelon1 & yes & no & Karsten Loesing\ +echelon2 & yes & no & Karsten Loesing\ +ephemer2 & no & no & Steven J. Murdoch\ +gabelmoo & no & yes & Karsten Loesing\ +gonzales & no & no & Karsten Loesing\ +hamsterrad & no & no & Karsten Loesing\ +ides & no & yes & Mike Perry\ +moria1 & no & yes & Roger Dingledine\ +moria2 & no & yes & Roger Dingledine\ +nottheNSA & yes & no & Andrew Lewman\ +trusted & no & no & Jacob Appelbaum\ +vallenator & no & no & Hans Schnehl\ +\bottomrule +\end{tabular} +\end{table} + +\section{Format of measured data} + +The data format of the graphs in this report is as follows: + +\begin{verbatim} +written 2009-07-25 00:24:27 (86400 s) +processed-cells 5978,223,56,22,9,5,5,4,3,1 +queued-cells 5.40,0.60,0.03,0.01,0.00,0.00,0.00,0.00,0.00,0.01 +time-in-queue 1919,1838,127,116,124,99,47,58,111,447 +number-of-circuits-per-share 15351 +\end{verbatim} + +Every 24 hours, these five lines are appended to a local file. The +\texttt{written} line contains the end time of the measurement interval as +well as the interval length in seconds. +The \texttt{processed-cells} line contains the number of processed cells by +deciles in descending order from loudest to quietest circuits. +The \texttt{queued-cells} line denotes the mean number of cells contained +in queues of the circuit deciles. +The \texttt{time-in-queue} line contains the mean time that cells spend in +circuit queues in milliseconds. +Finally, \texttt{number-of-circuits-per-share} states how many circuits are +included in every decile. + +\section{Total number of circuits} + +The first data set that can be visualized from the statistics is the number +of circuits that can be derived from the +\texttt{number-of-circuits-per-share} line. +Figure~\ref{fig:totalnumbers} shows the number of circuits over time +periods of 24 hours. +The graph shows that the number of circuits varies from relay to relay, +mostly depending on the relays' advertised bandwidth. + +\begin{figure} +\centering +\includegraphics[width=\textwidth]{total-cells} +\caption{Total number of circuits per day} +\label{fig:totalnumbers} +\end{figure} + +\section{Classification of circuits by processed cells} + +The total number of circuits does not reflect how loud or quiet these +circuits are. +Therefore, circuits are classified by the number of cells that they have +processed as written in the \texttt{processed-cells} line. +Figure~\ref{fig:processed} shows the classification result: +the loudest 10% of all circuits have pushed more than 10,000 cells in the +mean, the quietest 10% only a single cell. +The monotonic decrease in this graph can be explained from the definition +of louder circuits processing more cells than quieter ones. + +\begin{figure} +\centering +\includegraphics[width=\textwidth]{processed-cells} +\caption{Mean number of processed cells per circuit} +\label{fig:processed} +\end{figure} + +\section{Queued cells by circuit loudness} + +Even though it is interesting to learn about the classification of circuits +by their loudness, there is not much to be changed or improved. +Whether or not a circuit is loud depends only on the usage behavior. +It is questionable if this behavior can be changed (for example by +discouraging high-volume applications), and if so, only in the long term. + +The mean number of queued cells as a function of circuit loudness is a more +interesting metric here. +These numbers are contained in the \texttt{queued-cells} line. +Figure~\ref{fig:queued} shows these numbers over the measurement interval +of 24 hours. +The loudest 10% of all circuits have up to 27 cells in their queues in the +mean, the 10--20% loudest only up to 5, and so on. +The intuition is that louder circuits have (and should have) their cells +queued for a bit while quieter circuits have their cells delivered quickly +rather than waiting in queues. + +\begin{figure} +\centering +\includegraphics[width=\textwidth]{queued-cells} +\caption{Mean number of cells in queues} +\label{fig:queued} +\end{figure} + +\section{Mean time cells spend in queue} + +The mean time that cells spend in circuit queues is probably the most +important metric here. +This waiting time directly contributes to the latency that users +experience. +It would be good to have a short latency for the quieter circuits. +Figure~\ref{fig:timeinqueueavg} shows the mean time of cells by circuit +deciles. +The general trend is that the quieter the circuits are, the less time cells +spend in queues, although there are exceptions to this trend. + +\begin{figure} +\centering +\includegraphics[width=\textwidth]{time-in-queue} +\caption{Mean time that cells spend in circuit queues} +\label{fig:timeinqueueavg} +\end{figure} + +\section{Conclusion} + +This analysis has shown a few characteristics of circuit queues in Tor. +Results include total numbers of processed cells, a classification of +circuits by the number of processed cells, the mean number of cells in +queues, and the mean time that cells spend in circuit queues. +If possible, the waiting times for the quieter circuits should be reduced, +even at the cost of increasing the waiting time for the loudest circuits. +The rationale is that the loudest circuits do not use Tor for low-latency +applications anyway, but for high-volume applications. +The result would be that Tor becomes more attractive for interactive +applications. +This analysis permits measurement of the effectiveness of design changes in +the future. + +\end{document} + diff --git a/2009/bufferstats/processed-cells.pdf b/2009/bufferstats/processed-cells.pdf new file mode 100644 index 0000000..de4ffa5 --- /dev/null +++ b/2009/bufferstats/processed-cells.pdf @@ -0,0 +1,3232 @@ +%PDF-1.4 +%âãÏÓ\r +1 0 obj +<< +/CreationDate (D:20090825175724) +/ModDate (D:20090825175724) +/Title (R Graphics Output) +/Producer (R 2.8.1) +/Creator (R) +>> +endobj +2 0 obj +<< +/Type /Catalog +/Pages 3 0 R +>> +endobj +5 0 obj +<< 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