[or-cvs] [ernie/master 2/2] Add database importer as new data sink for relay descriptors.

karsten at torproject.org karsten at torproject.org
Sun Mar 28 22:32:52 UTC 2010


Author: Karsten Loesing <karsten.loesing at gmx.net>
Date: Mon, 29 Mar 2010 00:31:23 +0200
Subject: Add database importer as new data sink for relay descriptors.
Commit: c5c7ff2807dc405521ee96bac5f2cda7f860a91f

---
 config                                   |    6 +
 doc/manual.pdf                           |  Bin 0 -> 151753 bytes
 doc/manual.tex                           |  415 ++++++++++++++++++++++++++++++
 lib/postgresql-8.4-701.jdbc4.jar         |  Bin 0 -> 510170 bytes
 run.sh                                   |    2 +-
 src/Configuration.java                   |   14 +
 src/Main.java                            |   18 +-
 src/RelayDescriptorDatabaseImporter.java |  168 ++++++++++++
 src/RelayDescriptorParser.java           |   45 +++-
 9 files changed, 658 insertions(+), 10 deletions(-)
 create mode 100644 doc/manual.pdf
 create mode 100644 doc/manual.tex
 create mode 100644 lib/postgresql-8.4-701.jdbc4.jar
 create mode 100644 src/RelayDescriptorDatabaseImporter.java

diff --git a/config b/config
index 00f6388..caf304f 100644
--- a/config
+++ b/config
@@ -55,6 +55,12 @@
 ## Import directory archives from disk, if available
 #ImportDirectoryArchives 1
 
+## Write relay descriptors to a database for later evaluation
+#WriteRelayDescriptorDatabase 0
+
+## JDBC string for relay descriptor database
+#RelayDescriptorDatabaseJDBC jdbc:postgresql:tordir?user=ernie&password=password
+
 ## Import sanitized bridges from disk, if available
 #ImportSanitizedBridges 1
 
diff --git a/doc/manual.pdf b/doc/manual.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..fa1ae5bbebf6abd1d10aece31fe9346883131af4
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+\documentclass{article}
+\begin{document}
+\title{ERNIE: a tool to study the Tor network\\-- User's Guide --}
+\author{by Karsten Loesing \texttt{<karsten at torproject.org>}}
+\maketitle
+
+\section{Overview}
+
+Welcome to ERNIE!
+ERNIE is a tool to study the Tor network.
+ERNIE has been designed to process all kinds of data about the Tor network
+and visualize them or prepare them for further analysis.
+ERNIE is also the software behind the Tor Metrics Portal
+\verb+http://metrics.torproject.org/+.
+
+The acronym ERNIE stands for the \emph{Enhanced R-based tor Network
+Intelligence Engine} (sorry for misspelling Tor).
+Why ERNIE?
+Because nobody liked BIRT (Business Intelligence and Reporting Tools) that
+we used for visualizing statistics about the Tor network before writing
+our own software.
+By the way, reasons were that BIRT made certain people's browsers crash
+and requires JavaScript that most Tor user have turned off.
+
+If you want to learn more about the Tor network, regardless of whether you
+want to present your findings on a website (like ERNIE does) or include
+them in your next Tor paper, this user's guide is for you!
+
+\section{Getting started with ERNIE}
+
+The ERNIE project was started as a simple tool to parse Tor relay
+descriptors and plot graphs on Tor network usage for a website.
+Since then, ERNIE has grown to a tool that can process all kinds of Tor
+network data for various purposes, including but not limited to
+visualization.
+
+We think that the easiest way to get started with ERNIE is to walk through
+typical use cases in a tutorial style and explain what is required to set
+up ERNIE.
+These use cases have been chosen from what we think are typical
+applications of ERNIE.
+
+\subsection{Visualizing network statistics}
+
+{\it Write me.}
+
+\subsection{Importing relay descriptors into a database}
+
+As of February 2010, the relays and directories in the Tor network
+generate more than 1 GB of descriptors every month.
+There are two approaches to process these amounts of data:
+extract only the relevant data for the analysis and write them to files,
+or import all data to a database and run queries on the database.
+ERNIE currently takes the file-based approach for the Metrics Portal,
+which works great for standardized analyses.
+But the more flexible way to research the Tor network is to work with a
+database.
+
+This tutorial describes how to import relay descriptors into a database
+and run a few example queries.
+Note that the presented database schema is limited to answering basic
+questions about the Tor network.
+In order to answer more complex questions, one would have to extend the
+database schema and Java classes which is sketched at the end of this
+tutorial.
+
+\subsubsection{Preparing database for data import}
+
+The first step in importing relay descriptors into a database is to
+install a database management system.
+We won't go into the details of installing a database for the various
+operating systems in this tutorial.
+Please consult the tutorials and manuals that are out on the Web.
+For this tutorial, we assume that you have PostgreSQL 8.4 installed.
+Note that in theory, any other relational database that has a working JDBC
+4 driver should work, too, possibly with minor modifications to ERNIE.
+We further assume a database user called \verb+ernie+ that is allowed to
+define, modify, and query database objects.
+
+First, create a new database schema \verb+tordir+ with two tables that we
+need for importing relay descriptors, plus two indexes to accelerate
+queries. Note that \verb+$+ denotes a shell prompt and \verb+tordir=>+ the
+database prompt.
+
+\begin{verbatim}
+$ createdb -U ernie -O ernie tordir
+$ psql -U ernie tordir
+tordir=> CREATE TABLE statusentry (
+  validafter TIMESTAMP NOT NULL,
+  descriptor CHAR(40) NOT NULL,
+  isauthority BOOLEAN NOT NULL DEFAULT false,
+  isbadexit BOOLEAN NOT NULL DEFAULT false,
+  isbaddirectory BOOLEAN NOT NULL DEFAULT false,
+  isexit BOOLEAN NOT NULL DEFAULT false,
+  isfast BOOLEAN NOT NULL DEFAULT false,
+  isguard BOOLEAN NOT NULL DEFAULT false,
+  ishsdir BOOLEAN NOT NULL DEFAULT false,
+  isnamed BOOLEAN NOT NULL DEFAULT false,
+  isstable BOOLEAN NOT NULL DEFAULT false,
+  isrunning BOOLEAN NOT NULL DEFAULT false,
+  isunnamed BOOLEAN NOT NULL DEFAULT false,
+  isvalid BOOLEAN NOT NULL DEFAULT false,
+  isv2dir BOOLEAN NOT NULL DEFAULT false,
+  isv3dir BOOLEAN NOT NULL DEFAULT false,
+  PRIMARY KEY (validafter, descriptor));
+tordir=> CREATE TABLE descriptor (
+  descriptor CHAR(40) NOT NULL PRIMARY KEY,
+  address VARCHAR(15) NOT NULL,
+  orport INTEGER NOT NULL,
+  dirport INTEGER NOT NULL,
+  bandwidthavg BIGINT NOT NULL,
+  bandwidthburst BIGINT NOT NULL,
+  bandwidthobserved BIGINT NOT NULL,
+  platform VARCHAR(256),
+  published TIMESTAMP NOT NULL,
+  uptime BIGINT);
+tordir=> CREATE INDEX statusvalidafter
+  ON statusentry (validafter);
+tordir=> CREATE INDEX descriptorid
+  ON descriptor (descriptor);
+tordir=> \q
+\end{verbatim}
+
+A row in the \verb+statusentry+ table contains the information that a
+given relay (that has published the server descriptor with ID
+\verb+descriptor+) was contained in the network status consensus published
+at time \verb+validafter+.
+These two fields uniquely identify a row in the \verb+statusentry+ table.
+The other fields contain boolean values for the flags that the directory
+authorities assigned to the relay in this consensus, e.g., the Exit flag
+in \verb+isexit+.
+Note that for the 24 network status consensuses of a given day with each
+of them containing 2000 relays, there will be $24 \times 2000$ rows in the
+\verb+statusentry+ table.
+
+The \verb+descriptor+ table contains some portion of the information that
+a relay includes in its server descriptor.
+Descriptors are identified by the \verb+descriptor+ field which
+corresponds to the \verb+descriptor+ field in the \verb+statusentry+
+table.
+The other fields contain further data of the server descriptor that might
+be relevant for analyses, e.g., the platform line with the Tor software
+version and operating system of the relay.
+
+Obviously, this data schema doesn't match everyone's needs.
+See the instructions below for extending ERNIE to import other data into
+the database.
+
+\subsubsection{Downloading relay descriptors from the metrics website}
+
+In the next step you will probably want to download relay descriptors from
+the metrics website
+\verb+http://metrics.torproject.org/data.html#relaydesc+.
+Download the \verb+v3 consensuses+ and/or \verb+server descriptors+ of the
+months you want to analyze.
+The server descriptors are the documents that relays publish at least
+every 18 hours describing their capabilities, whereas the v3 consensuses
+are views of the directory authorities on the available relays at a given
+time.
+For this tutorial you need both v3 consensuses and server descriptors.
+You might want to start with a single month of data, experiment with it,
+and import more data later on.
+Extract the tarballs to a new directory \verb+archives/+ in the ERNIE
+working directory.
+
+\subsubsection{Configuring ERNIE to import relay descriptors into a
+database}
+
+ERNIE can be used to read data from one or more data sources and write
+them to one or more data sinks.
+You need to configure ERNIE so that it knows to use the downloaded relay
+descriptors as data source and the database as data sink.
+You have implicitly accomplished the former by creating the
+\verb+archives/+ directory.
+By default, ERNIE looks for this directory and tries to import everything
+contained in it.
+You could change this behavior by explicitly telling ERNIE not to import
+data from the \verb+archives/+ directory by adding a line
+\verb+ImportDirectoryArchives 0+ to the config file, but this is not what
+we want in this tutorial.
+But you need to explicitly enable your database as a data sink.
+Add the following line to your \verb+config+ file:
+
+\begin{verbatim}
+WriteRelayDescriptorDatabase 1
+\end{verbatim}
+
+You further need to provide the JDBC string that ERNIE shall use to access
+the database schema \verb+tordir+ that we created above.
+The config option with the JDBC string for a local PostgreSQL database
+might be (without line break):
+
+\begin{verbatim}
+RelayDescriptorDatabaseJDBC
+  jdbc:postgresql:tordir?user=ernie&password=password
+\end{verbatim}
+
+\subsubsection{Importing relay descriptors using ERNIE}
+
+Now you are ready to actually import relay descriptors using ERNIE.
+Compile the Java classes and run ERNIE.
+
+\begin{verbatim}
+$ ./download.sh
+$ ./run.sh
+\end{verbatim}
+
+Note that the import process might take between a few minutes and an hour,
+depending on your hardware.
+You will notice that ERNIE doesn't progress messages to the standard
+output.
+You can either change this behavior by setting
+\verb+java.util.logging.ConsoleHandler.level+ in
+\verb+logging.properties+ to \verb+INFO+ or \verb+FINE+.
+Alternately, you can look at the log file \verb+log.0+ that is created by
+ERNIE.
+
+If ERNIE finishes after a few seconds, you have probably put the relay
+descriptors at the wrong place.
+Make sure that you extract the relay descriptors to sub directories of
+\verb+archives/+ in the ERNIE working directory.
+
+If you interrupt ERNIE, or if ERNIE terminates uncleanly for some reason,
+you will have problems starting it the next time.
+ERNIE uses a local lock file called \verb+lock+ to make sure that only a
+single instance of ERNIE is running at a time.
+If you are sure that the last ERNIE instance isn't running anymore, you
+can remove the lock file and start ERNIE again.
+
+If all goes well, you should now have the relay descriptors of 1 month in
+your database.
+
+\subsubsection{Example queries}
+
+In this tutorial, we want to give you a few examples for using the
+database schema with the imported relay descriptors to extract some useful
+statistics about the Tor network.
+
+In the first example we want to find out how many relays have been running
+on average per day and how many of these relays were exit relays.
+We only need the \verb+statusentry+ table for this evaluation, because
+the information we are interested in is contained in the network status
+consensuses.
+
+The SQL statement that we need for this evaluation consists of two parts:
+First, we find out how many network status consensuses have been published
+on any given day.
+Second, we count all relays and those with the Exit flag and divide these
+numbers by the number of network status consensuses per day.
+
+\begin{verbatim}
+$ psql -U ernie tordir
+tordir=> SELECT DATE(validafter),
+    COUNT(*) / relay_statuses_per_day.count AS avg_running,
+    SUM(CASE WHEN isexit IS TRUE THEN 1 ELSE 0 END) /
+      relay_statuses_per_day.count AS avg_exit
+  FROM statusentry,
+    (SELECT COUNT(*) AS count, DATE(validafter) AS date
+      FROM (SELECT DISTINCT validafter FROM statusentry)
+      distinct_consensuses
+      GROUP BY DATE(validafter)) relay_statuses_per_day
+  WHERE DATE(validafter) = relay_statuses_per_day.date
+  GROUP BY DATE(validafter), relay_statuses_per_day.count
+  ORDER BY DATE(validafter);
+tordir=> \q
+\end{verbatim}
+
+Executing this query should finish within a few seconds to one minute,
+again depending on your hardware.
+The result might start like this (truncated here):
+
+\begin{verbatim}
+    date    | avg_running | avg_exit
+------------+-------------+----------
+ 2010-02-01 |        1583 |      627
+ 2010-02-02 |        1596 |      638
+ 2010-02-03 |        1600 |      654
+:
+\end{verbatim}
+
+In the second example we want to find out what Tor software versions the
+relays have been running.
+More precisely, we want to know how many relays have been running what Tor
+versions on micro version granularity (e.g., 0.2.2) on average per day?
+
+We need to combine network status consensuses with server descriptors to
+find out this information, because the version information is not
+contained in the consensuses (or at least, it's optional to be contained
+in there; and after all, this is just an example).
+Note that we cannot focus on server descriptors only and leave out the
+consensuses for this analysis, because we want our analysis to be limited
+to running relays as confirmed by the directory authorities and not
+include all descriptors that happened to be published at a given day.
+
+The SQL statement again determines the number of consensuses per day in a
+sub query.
+In the next step, we join the \verb+statusentry+ table with the
+\verb+descriptor+ table for all rows contained in the \verb+statusentry+
+table.
+The left join means that we include \verb+statusentry+ rows even if we do
+not have corresponding lines in the \verb+descriptor+ table.
+We determine the version by skipping the first 4 characters of the platform
+string that should contain \verb+"Tor "+ (without quotes) and cutting off
+after another 5 characters.
+Obviously, this approach is prone to errors if the platform line format
+changes, but it should be sufficient for this example.
+
+\begin{verbatim}
+$ psql -U ernie tordir
+tordir=> SELECT DATE(validafter) AS date,
+    SUBSTRING(platform, 5, 5) AS version,
+    COUNT(*) / relay_statuses_per_day.count AS count
+  FROM
+    (SELECT COUNT(*) AS count, DATE(validafter) AS date
+    FROM (SELECT DISTINCT validafter
+      FROM statusentry) distinct_consensuses
+    GROUP BY DATE(validafter)) relay_statuses_per_day
+  JOIN statusentry
+    ON relay_statuses_per_day.date = DATE(validafter)
+  LEFT JOIN descriptor
+    ON statusentry.descriptor = descriptor.descriptor
+  GROUP BY DATE(validafter), SUBSTRING(platform, 5, 5),
+    relay_statuses_per_day.count, relay_statuses_per_day.date
+  ORDER BY DATE(validafter), SUBSTRING(platform, 5, 5);
+tordir=> \q
+\end{verbatim}
+
+Running this query takes longer than the first query, which can be a few
+minutes to half an hour.
+The main reason is that joining the two tables is an expensive database
+operation.
+If you plan to perform many evaluations like this one, you might want to
+create a third table that holds the results of joining the two tables of
+this tutorial.
+Creating such a table to speed up queries is not specific to ERNIE and
+beyond the scope of this tutorial.
+
+The (truncated) result of the query might look like this:
+
+\begin{verbatim}
+    date    | version | count
+------------+---------+-------
+ 2010-02-01 | 0.1.2   |    10
+ 2010-02-01 | 0.2.0   |   217
+ 2010-02-01 | 0.2.1   |   774
+ 2010-02-01 | 0.2.2   |    75
+ 2010-02-01 |         |   505
+ 2010-02-02 | 0.1.2   |    14
+ 2010-02-02 | 0.2.0   |   328
+ 2010-02-02 | 0.2.1   |  1143
+ 2010-02-02 | 0.2.2   |   110
+:
+\end{verbatim}
+
+Note that, in the fifth line, we are missing the server descriptors of 505
+relays contained in network status consensuses published on 2010-02-01.
+If you want to avoid such missing values, you'll have to import the server
+descriptors of the previous month, too.
+
+\subsubsection{Extending ERNIE to import further data into the database}
+
+In this tutorial we have explained how to prepare a database, download
+relay descriptors, configure ERNIE, import the descriptors, and execute
+example queries.
+This description is limited to a few examples by the very nature of a
+tutorial.
+If you want to extend ERNIE to import further data into your database,
+you will have to perform at least two steps:
+extend the database schema and modify the Java classes used for parsing.
+
+The first step, extending the database schema, is not specific to ERNIE.
+Just add the fields and tables to the schema definition.
+
+The second step, modifying the Java classes used for parsing, is of course
+specific to ERNIE.
+You will have to look at two classes in particular:
+The first class, \verb+RelayDescriptorDatabaseImporter+, contains the
+prepared statements and methods used to add network status consensus
+entries and server descriptors to the database.
+The second class, \verb+RelayDescriptorParser+, contains the parsing logic
+for the relay descriptors and decides what information to add to the
+database, among other things.
+
+This ends the tutorial on importing relay descriptors into a database.
+Happy researching!
+
+\subsection{Aggregating relay and bridge descriptors}
+
+{\it Write me.}
+
+\section{Software architecture}
+
+{\it Write me. In particular, include overview of components:
+
+\begin{itemize}
+\item Data sources and data sinks
+\item Java classes with data sources and data sinks
+\item R scripts to process CSV output
+\item Website
+\end{itemize}
+}
+
+\section{Tor Metrics Portal setup}
+
+{\it
+Write me. In particular, include documentation of deployed ERNIE that
+runs the metrics website.
+This documentation has two purposes:
+First, a reference setup can help others creating their own ERNIE
+configuration that goes beyond the use cases as described above.
+Second, we need to remember how things are configured anyway, so we can
+as well document them here.}
+
+\end{document}
+
diff --git a/lib/postgresql-8.4-701.jdbc4.jar b/lib/postgresql-8.4-701.jdbc4.jar
new file mode 100644
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