[Swift-commit] r4479 - in branches/release-0.92/docs: . cookbook tutorial userguide
davidk at ci.uchicago.edu
davidk at ci.uchicago.edu
Mon May 16 14:29:37 CDT 2011
Author: davidk
Date: 2011-05-16 14:29:35 -0500 (Mon, 16 May 2011)
New Revision: 4479
Added:
branches/release-0.92/docs/build_docs.sh
branches/release-0.92/docs/cookbook/
branches/release-0.92/docs/cookbook/cookbook-asciidoc.html
branches/release-0.92/docs/cookbook/cookbook-asciidoc.pdf
branches/release-0.92/docs/cookbook/cookbook-asciidoc.txt
branches/release-0.92/docs/tutorial/
branches/release-0.92/docs/tutorial/tutorial.html
branches/release-0.92/docs/tutorial/tutorial.pdf
branches/release-0.92/docs/tutorial/tutorial.txt
branches/release-0.92/docs/userguide/
branches/release-0.92/docs/userguide/swift-site-model.png
branches/release-0.92/docs/userguide/type-hierarchy.png
branches/release-0.92/docs/userguide/userguide.html
branches/release-0.92/docs/userguide/userguide.txt
Log:
Updated docs
Added: branches/release-0.92/docs/build_docs.sh
===================================================================
--- branches/release-0.92/docs/build_docs.sh (rev 0)
+++ branches/release-0.92/docs/build_docs.sh 2011-05-16 19:29:35 UTC (rev 4479)
@@ -0,0 +1,33 @@
+#!/bin/bash
+
+if [ -n "$1" ]; then
+ INSTALLATION_DIRECTORY=$1
+else
+ echo Error: Must specify a directory for installation
+ exit 1
+fi
+
+if [ ! -d "$INSTALLATION_DIRECTORY" ]; then
+ mkdir $INSTALLATION_DIRECTORY || exit 1
+fi
+
+echo Installing docs into $INSTALLATION_DIRECTORY
+
+cd docs || exit 1
+DIRECTORIES=*/
+for directory in $DIRECTORIES
+do
+ cd $directory || exit 1
+ FILES=*.txt
+ for file in $FILES
+ do
+ echo Converting $directory"$file" to HTML
+ asciidoc -a toc $file
+ echo Converting $directory"$file" to PDF
+ a2x --format=pdf --no-xmllint $file
+ done
+ cp *.html $INSTALLATION_DIRECTORY || exit 1
+ cp *.pdf $INSTALLATION_DIRECTORY || exit 1
+ cd .. || exit 1
+done
+cd ..
Property changes on: branches/release-0.92/docs/build_docs.sh
___________________________________________________________________
Added: svn:executable
+ *
Added: branches/release-0.92/docs/cookbook/cookbook-asciidoc.html
===================================================================
--- branches/release-0.92/docs/cookbook/cookbook-asciidoc.html (rev 0)
+++ branches/release-0.92/docs/cookbook/cookbook-asciidoc.html 2011-05-16 19:29:35 UTC (rev 4479)
@@ -0,0 +1,1497 @@
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+/*]]>*/
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+</head>
+<body class="article">
+<div id="header">
+<h1>Swift Cookbook</h1>
+<span id="author">Swift team</span><br />
+<span id="email"><tt><<a href="mailto:swift-user at ci.uchicago.edu">swift-user at ci.uchicago.edu</a>></tt></span><br />
+<span id="revnumber">version 0.92,</span>
+<span id="revdate">March 2011</span>
+<div id="toc">
+ <div id="toctitle">Table of Contents</div>
+ <noscript><p><b>JavaScript must be enabled in your browser to display the table of contents.</b></p></noscript>
+</div>
+</div>
+<div id="content">
+<div class="sect1">
+<h2 id="_overview">Overview</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This cookbook covers various recipes involving setting up and running Swift under diverse
+configurations based on the application requirements and the underlying
+infrastructures. The Swift system comprises of SwiftScript language and the
+Swift runtime system. For
+introductory material, consult the Swift tutorial found
+<a href="http://www.ci.uchicago.edu/swift/guides/tutorial.php">here</a>.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_swift_basics">Swift Basics</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="_installation">Installation</h3>
+<div class="paragraph"><p>This section takes you through the installation of the Swift system on your
+computer. We will start with the prerequisites as explained in the subsequent
+section.</p></div>
+<div class="sect3">
+<h4 id="_prerequisites">Prerequisites</h4>
+<div class="paragraph"><div class="title">Check your Java</div><p>Swift is a Java application. Make sure you are running Java version 5 or higher. You
+can make sure you have Java in your $PATH (or $HOME/.soft file depending upon
+your environment)</p></div>
+<div class="paragraph"><p>Following are the possible ways to detect and run Java:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>$ grep java $HOME/.soft
+#+java-sun # Gives you Java 5
++java-1.6.0_03-sun-r1
+$ which java
+/soft/java-1.6.0_11-sun-r1/bin/java
+$ java -version
+java version "1.6.0_11"
+Java(TM) SE Runtime Environment (build 1.6.0_11-b03)
+Java HotSpot(TM) 64-Bit Server VM (build 11.0-b16, mixed mode)</tt></pre>
+</div></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_setting_up_to_run_swift">Setting up to run Swift</h3>
+<div class="paragraph"><p>This is simple. We will be using a pre-compiled version of Swift that can be
+downloaded from <a href="http://www.ci.uchicago.edu/swift/downloads/index.php">here</a>. Download and untar the latest precompiled version as follows:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>$ tar xf swift-0.92.1.tar.gz</tt></pre>
+</div></div>
+<div class="sect3">
+<h4 id="_environment_setup">Environment Setup</h4>
+<div class="paragraph"><p>The examples were tested with Java version 1.6. Make sure you do not already
+have Swift in your PATH. If you do, remove it, or remove any +swift or @swift
+lines from your $HOME/.soft or $HOME/.bash_profile file. Then do:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>PATH=$PATH:/path/to/swift/bin</tt></pre>
+</div></div>
+<div class="paragraph"><p>Note that the environment will be different when using Swift from prebuilt distribution (as above) and trunk. The PATH setup when using swift from trunk would be as follows:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>PATH=$PATH:/path/to/swift/dist/swift-svn/bin</tt></pre>
+</div></div>
+<div class="admonitionblock">
+<table><tr>
+<td class="icon">
+<div class="title">Warning</div>
+</td>
+<td class="content">Do NOT set SWIFT_HOME or CLASSPATH in your environment unless you
+fully understand how these will affect Swift’s execution.</td>
+</tr></table>
+</div>
+<div class="paragraph"><p>To execute your Swift script on a login host (or "localhost") use
+the following command:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>swift -tc.file tc somescript.swift</tt></pre>
+</div></div>
+</div>
+<div class="sect3">
+<h4 id="_setting_transformation_catalog">Setting transformation catalog</h4>
+<div class="paragraph"><p>The transformation catalog lists where application executables are located on
+remote sites.</p></div>
+<div class="paragraph"><p>By default, the site catalog is stored in etc/tc.data. This path can be
+overridden with the tc.file configuration property, either in the Swift
+configuration file or on the command line.</p></div>
+<div class="paragraph"><p>The format is one line per executable per site, with fields separated by tabs
+or spaces.</p></div>
+<div class="paragraph"><p>Some example entries:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>localhost echo /bin/echo INSTALLED INTEL32::LINUX null
+TGUC touch /usr/bin/touch INSTALLED INTEL32::LINUX GLOBUS::maxwalltime="00:00:10"</tt></pre>
+</div></div>
+<div class="paragraph"><p>The fields are: <em>site</em>, <em>transformation-name</em>, <em>executable-path</em>, <em>installation-status</em>, <em>platform</em>, and <em>profile</em> entries.</p></div>
+<div class="paragraph"><p>The <em>site</em> field should correspond to a site name listed in the sites catalog.</p></div>
+<div class="paragraph"><p>The <em>transformation-name</em> should correspond to the transformation name used in a
+SwiftScript app procedure.</p></div>
+<div class="paragraph"><p>The <em>executable-path</em> should specify where the particular executable is located
+on that site.</p></div>
+<div class="paragraph"><p>The <em>installation-status</em> and <em>platform</em> fields are not used. Set them to
+<strong>INSTALLED</strong> and <strong>INTEL32::LINUX</strong> respectively.</p></div>
+<div class="paragraph"><p>The <em>profiles</em> field should be set to null if no profile entries are to be
+specified, or should contain the profile entries separated by semicolons.</p></div>
+</div>
+<div class="sect3">
+<h4 id="_setting_swift_configuration">Setting swift configuration</h4>
+<div class="paragraph"><p>Many configuration properties could be set using the Swift configuration file.
+We will not cover them all in this section. see
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#engineconfiguration">here</a> for details. In this section we will cover a simple configuration file with the most basic properties.</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt># A comment
+wrapperlog.always.transfer=true
+sitedir.keep=true
+execution.retries=1
+lazy.errors=true
+status.mode=provider
+use.provider.staging=true
+provider.staging.pin.swiftfiles=false
+clustering.enabled=false
+clustering.queue.delay=10
+clustering.min.time=86400
+foreach.max.threads=100
+provenance.log=true</tt></pre>
+</div></div>
+</div>
+<div class="sect3">
+<h4 id="_setting_sites_xml">Setting sites.xml</h4>
+<div class="paragraph"><p>sites.xml specifies details of the sites that Swift can run on. Following is
+an example of a simple sites.xml file entry for running Swift on local
+environment:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><pool</span></span> <span style="color: #009900">handle</span><span style="color: #990000">=</span><span style="color: #FF0000">"localhost"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><filesystem</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"local"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"local"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><workdirectory</span></span> <span style="font-weight: bold"><span style="color: #0000FF">></span></span>/var/tmp<span style="font-weight: bold"><span style="color: #0000FF"></workdirectory></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"jobThrottle"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>.07<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span>
+<span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"initialScore"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>100000<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"></pool></span></span></tt></pre></div></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_first_swiftscript">First SwiftScript</h3>
+<div class="paragraph"><p>Your first SwiftScript
+Hello Swift-World!</p></div>
+<div class="paragraph"><p>A good sanity check that Swift is set up and running OK locally is this:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>$ which swift
+
+/home/wilde/swift/src/stable/cog/modules/swift/dist/swift-svn/bin/swift
+
+$ echo 'trace("Hello, Swift world!");' >hello.swift
+
+$ swift hello.swift
+
+Swift svn swift-r3202 cog-r2682
+
+RunID: 20100115-1240-6xhzxuz3
+
+Progress:
+
+SwiftScript trace: Hello, Swift world!
+
+Final status:
+
+$</tt></pre>
+</div></div>
+<div class="paragraph"><p>A good first tutorial in using Swift is at:
+<a href="http://www.ci.uchicago.edu/swift/guides/tutorial.php">http://www.ci.uchicago.edu/swift/guides/tutorial.php</a>. Follow the steps in that
+tutorial to learn how to run a few simple scripts on the login host.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_second_swiftscript">second SwiftScript</h3>
+<div class="paragraph"><p>Following is a more involved Swift script.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> o<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">cat</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> i<span style="color: #990000">)</span>
+<span style="color: #FF0000">{</span>
+ cat @<span style="color: #008080">i</span> stdout<span style="color: #990000">=</span>@o<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">file</span> out<span style="color: #990000">[]<</span>simple_mapper<span style="color: #990000">;</span> location<span style="color: #990000">=</span><span style="color: #FF0000">"outdir"</span><span style="color: #990000">,</span> prefix<span style="color: #990000">=</span><span style="color: #FF0000">"f."</span><span style="color: #990000">,</span>suffix<span style="color: #990000">=</span><span style="color: #FF0000">".out"</span><span style="color: #990000">>;</span>
+
+foreach <span style="color: #008080">j</span> in <span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">:</span>@<span style="font-weight: bold"><span style="color: #000000">toint</span></span><span style="color: #990000">(</span>@<span style="font-weight: bold"><span style="color: #000000">arg</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"n"</span><span style="color: #990000">,</span><span style="color: #FF0000">"1"</span><span style="color: #990000">))]</span> <span style="color: #FF0000">{</span>
+
+ <span style="color: #008080">file</span> data<span style="color: #990000"><</span><span style="color: #FF0000">"data.txt"</span><span style="color: #990000">>;</span>
+
+ out<span style="color: #990000">[</span>j<span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">cat</span></span><span style="color: #990000">(</span>data<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_swift_commandline_options">Swift Commandline Options</h3>
+<div class="paragraph"><p>A description of Swift Commandline Options</p></div>
+<div class="paragraph"><p>Also includes a description of Swift inputs and outputs.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_what_if_swift_hangs">What if Swift hangs</h3>
+<div class="paragraph"><p>Owing to its highly multithreaded architecture it is often the case that the
+underlying java virtual machine gets into deadlock situations or Swift hangs
+because of other complications in its threaded operations. Under such
+situations, Swift <em>hang-checker</em> chips in and resolves the situation.</p></div>
+<div class="olist arabic"><ol class="arabic">
+<li>
+<p>
+how to use the information to identify and correct the deadlock.
+</p>
+</li>
+<li>
+<p>
+How close to the Swift source code can we make the hang-checker messages, so that the user can relate it to Swift functions, expressions, and ideally source code lines?
+</p>
+</li>
+<li>
+<p>
+The current Hang Checker output is actually <strong>very</strong> nice and useful already:
+</p>
+</li>
+</ol></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>Registered futures:
+Rupture[] rups Closed, 1 elements, 0 listeners
+Variation vars - Closed, no listeners
+SgtDim sub - Open, 1 listeners
+string site Closed, no listeners
+Variation[] vars Closed, 72 elements, 0 listeners</tt></pre>
+</div></div>
+</div>
+<div class="sect2">
+<h3 id="_resuming_a_stopped_or_crashed_swift_run">Resuming a stopped or crashed Swift Run</h3>
+<div class="paragraph"><p>I had a .rlog file from a Swift run that ran out of time. I kicked it off
+using the -resume flag described in section 16.2 of the Swift User Guide and
+it picked up where it left off. Then I killed it because I wanted to make
+changes to my sites file.</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>. . .
+Progress: Selecting site:1150 Stage in:55 Active:3 Checking status:1
+Stage out:37 Finished in previous run:2462 Finished successfully:96
+Progress: Selecting site:1150 Stage in:55 Active:2 Checking status:1
+Stage out:38 Finished in previous run:2462 Finished successfully:96
+Cleaning up...
+Shutting down service at https://192.5.86.6:54813
+Got channel MetaChannel: 1293358091 -> null
++ Done
+Canceling job 9297.svc.pads.ci.uchicago.edu</tt></pre>
+</div></div>
+<div class="paragraph"><p>No new rlog file was emitted but it did recognize the progress that had been
+made, the 96 tasks that finished sucessfully above and resumed from 2558 tasks
+finished.</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>[nbest at login2 files]$ pwd
+/home/nbest/bigdata/files
+[nbest at login2 files]$
+~wilde/swift/src/stable/cog/modules/swift/dist/swift-svn/bin/swift \
+> -tc.file tc -sites.file pbs.xml ~/scripts/mcd12q1.swift -resume
+> mcd12q1-20100310-1326-ptxe1x1d.0.rlog
+Swift svn swift-r3255 (swift modified locally) cog-r2723 (cog modified
+locally)
+RunID: 20100311-1027-148caf0a
+Progress:
+Progress: uninitialized:4
+Progress: Selecting site:671 Initializing site shared directory:1 Finished
+in previous run:1864
+Progress: uninitialized:1 Selecting site:576 Stage in:96 Finished in
+previous run:1864
+Progress: Selecting site:1150 Stage in:94 Submitting:2 Finished in
+previous run:2558
+Progress: Selecting site:1150 Stage in:94 Submitted:2 Finished in previous
+run:2558
+Progress: Selecting site:1150 Stage in:93 Submitting:1 Submitted:2
+Finished in previous run:2558
+Progress: Selecting site:1150 Stage in:90 Submitting:1 Submitted:5
+Finished in previous run:2558
+Progress: Selecting site:1150 Stage in:90 Submitted:5 Active:1 Finished
+in previous run:2558</tt></pre>
+</div></div>
+<div class="paragraph"><p>From Neil: A comment about that section of the user guide: It says "In order
+to restart from a restart log file, the -resume logfile argument can be used
+after the SwiftScript? program file name." and then puts the -resume logfile
+argument before the script file name. I’m sure the order doesn’t matter but
+the contradiction is confusing.</p></div>
+<div class="paragraph"><p>Notes to add (from Mike):</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+explain what aspects of a Swift script make it restartable, and which
+ aspects are notrestartable. Eg, if your mappers can return different data at
+different times, what happens? What other non-determinsitc behavior would
+cause unpredictable, unexpected, or undesired behavior on resumption?
+</p>
+</li>
+<li>
+<p>
+explain what changes you can make in the execution environment (eg
+ increasing or reducing CPUs to run on or throttles, etc); fixing tc.data
+entries, env vars, or apps, etc.
+</p>
+</li>
+<li>
+<p>
+note that resume will again retry failed app() calls. Explain if the retry
+ count starts over or not.
+</p>
+</li>
+<li>
+<p>
+explain how to resume after multiple failures and resumes - i.e. if a .rlog
+ is generated on each run, which one should you resume from? Do you have a
+choice of resuming from any of them, and what happens if you go backwards to
+an older resume file?
+</p>
+</li>
+<li>
+<p>
+whap happens when you kill (eg with <sup>C) a running swift script? Is the
+ signal caught, and the resume file written out at that point? Or written out
+all along? (Note case in which script ws running for hours, then hit </sup>C, but
+resume fie was short (54 bbytes) and swift shows no sign of doing a resume?
+(It silently ignored resume file instead of acknowleging that it found one
+with not useful resume state in it???) Swift should clearly state that its
+resuming and what its resume state is.
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p><tt>swift -resume ftdock-[id].0.rlog \[rest of the exact command line from initial
+run\]</tt></p></div>
+</div>
+<div class="sect2">
+<h3 id="_passing_an_array_to_swift">Passing an array to swift?</h3>
+<div class="paragraph"><p>Arrays can be passed to Swift in one of the following ways:</p></div>
+<div class="olist arabic"><ol class="arabic">
+<li>
+<p>
+You can write the array to a file and read in in swift using
+readData (or readData2).
+</p>
+</li>
+<li>
+<p>
+Direct the array into a file (possibly with a "here document" which expands the array) and then read the file in Swift with readData() or process it with a Swift app() function?
+</p>
+</li>
+<li>
+<p>
+You can use @strsplit on a comma separated command line arg and that works well for me.
+</p>
+</li>
+</ol></div>
+<div class="sect3">
+<h4 id="_mappers">Mappers</h4>
+<div class="paragraph"><p>SimpleMapper</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>$ cat swiftapply.swift</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> RFile<span style="color: #990000">;</span>
+<span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hi 1"</span><span style="color: #990000">);</span>
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">RFile</span> result<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">RunR</span></span> <span style="color: #990000">(</span><span style="color: #008080">RFile</span> rcall<span style="color: #990000">)</span>
+<span style="color: #FF0000">{</span>
+ RunR @rcall @result<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+<span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hi 2"</span><span style="color: #990000">);</span>
+<span style="color: #008080">RFile</span> rcalls<span style="color: #990000">[]</span> <span style="color: #990000">;</span>
+<span style="color: #008080">RFile</span> results<span style="color: #990000">[]</span> <span style="color: #990000">;</span>
+<span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"start"</span><span style="color: #990000">);</span>
+<span style="color: #008080">foreach</span> c<span style="color: #990000">,</span> i <span style="color: #008080">in</span> rcalls <span style="color: #FF0000">{</span>
+ <span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"c"</span><span style="color: #990000">,</span>i<span style="color: #990000">,</span>@c<span style="color: #990000">);</span>
+ <span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"r"</span><span style="color: #990000">,</span>i<span style="color: #990000">,</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>results<span style="color: #990000">[</span>i<span style="color: #990000">]));</span>
+ results<span style="color: #990000">[</span>i<span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">RunR</span></span><span style="color: #990000">(</span>c<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>$ ls calldir resdir
+calldir:
+rcall.1.Rdata rcall.2.Rdata rcall.3.Rdata rcall.4.Rdata
+resdir:
+result.1.Rdata result.2.Rdata result.3.Rdata result.4.Rdata
+$</tt></pre>
+</div></div>
+<div class="paragraph"><p>Notes:</p></div>
+<div class="paragraph"><p>how the .'s match
+prefix and suffix dont span dirs
+intervening pattern must be digits
+these digits become the array indices
+explain how padding= arg works & helps (including padding=0)
+figure out and explain differences between simple_mapper and
+filesys_mapper
+FIXME: Use the "filesys_mapper" and its "location=" parameter to map the
+input data from /home/wilde/bigdata/*</p></div>
+<div class="paragraph"><p>Abbreviations for SingleFileMapper
+Notes:</p></div>
+<div class="paragraph"><p>within <> you can only have a literal string as in <"filename">, not an
+expression. Someday we will fix this to make <> accept a general expression.
+you can use @filenames( ) (note: plural) to pull off a list of filenames.</p></div>
+<div class="paragraph"><p>writeData()</p></div>
+<div class="paragraph"><p>example here</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>$ cat writedata.swift</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+
+<span style="color: #008080">file</span> f <span style="color: #990000"><</span><span style="color: #FF0000">"filea"</span><span style="color: #990000">>;</span>
+<span style="color: #008080">file</span> nf <span style="color: #990000"><</span><span style="color: #FF0000">"filenames"</span><span style="color: #990000">>;</span>
+nf <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">writeData</span></span><span style="color: #990000">(</span>@f<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>$ swift writedata.swift
+Swift svn swift-r3264 (swift modified locally) cog-r2730 (cog modified
+locally)
+RunID: 20100319-2002-s9vpo0pe
+Progress:
+Final status:
+$ cat filenames
+filea$</tt></pre>
+</div></div>
+<div class="paragraph"><p>StructuredRegexpMapper
+IN PROGRESS This mapper can be used to base the mapped filenames of an output
+array on the mapped filenames of an existing array. landuse outputfiles[]
+<structured_regexp_mapper; source=inputfiles,
+location="./output",match="(.)*tif", transform="\\1histogram">;</p></div>
+<div class="paragraph"><p>Use the undocumented "structured_regexp_mapper" to name the output
+filenames based on the input filenames:</p></div>
+<div class="paragraph"><p>For example:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>login2$ ls /home/wilde/bigdata/data/sample
+h11v04.histogram h11v05.histogram h12v04.histogram h32v08.histogram
+h11v04.tif h11v05.tif h12v04.tif h32v08.tif
+login2$
+
+login2$ cat regexp2.swift
+type tif;
+type mytype;
+
+tif images[]<filesys_mapper;
+location="/home/wilde/bigdata/data/sample", prefix="h", suffix=".tif">;
+
+mytype of[] <structured_regexp_mapper; source=images, match="(h..v..)",
+transform="output/myfile.\\1.mytype">;
+
+foreach image, i in images {
+ trace(i, at filename(images));
+ trace(i, at filename(of[i]));
+}
+login2$
+
+login1$ swift regexp2.swift
+Swift svn swift-r3255 (swift modified locally) cog-r2723 (cog modified
+locally)
+
+RunID: 20100310-1105-4okarq08
+Progress:
+SwiftScript trace: 1, output/myfile.h11v04.mytype
+SwiftScript trace: 2, home/wilde/bigdata/data/sample/h11v05.tif
+SwiftScript trace: 3, home/wilde/bigdata/data/sample/h12v04.tif
+SwiftScript trace: 0, output/myfile.h32v08.mytype
+SwiftScript trace: 0, home/wilde/bigdata/data/sample/h32v08.tif
+SwiftScript trace: 3, output/myfile.h12v04.mytype
+SwiftScript trace: 1, home/wilde/bigdata/data/sample/h11v04.tif
+SwiftScript trace: 2, output/myfile.h11v05.mytype
+Final status:
+login1$</tt></pre>
+</div></div>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_coasters">Coasters</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Coasters were introduced in Swift v0.6 as an experimental feature. In many
+applications, Swift performance can be greatly enhanced by the use of CoG
+coasters. CoG coasters provide a low-overhead job submission and file transfer
+mechanism suited for the execution of short jobs (on the order of a few
+seconds). A detailed information on coasters can be found at <a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#coasters">http://www.ci.uchicago.edu/swift/guides/userguide.php#coasters</a>.</p></div>
+<div class="paragraph"><p>Following is a coasters setup case-study for a PBS underlying provider where sites.xml coaster settings were:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"coaster"</span> <span style="color: #009900">jobmanager</span><span style="color: #990000">=</span><span style="color: #FF0000">"local:pbs"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"project"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>CI-CCR000013<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+
+<span style="font-style: italic"><span style="color: #9A1900"><!-- Note that the following is going to be defunct in the new version (0.93+) and replaced by</span></span>
+<span style="font-style: italic"><span style="color: #9A1900">"ProviderAttributes" key and may not work in the future Swift versions--></span></span>
+
+<span style="font-style: italic"><span style="color: #9A1900"><!--<profile namespace="globus" key="ppn">24:cray:pack</profile>--></span></span>
+
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"providerAttributes"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>
+pbs.aprun
+pbs.mpp=true
+<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"workersPerNode"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>24<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"maxTime"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>100000<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"lowOverallocation"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>100<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"highOverallocation"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>100<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"slots"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>20<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"nodeGranularity"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>5<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"maxNodes"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>5<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"jobThrottle"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>20.00<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"initialScore"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>10000<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The following table briefly describes the elements on the coasters setup:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="70%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="23%" />
+<col width="76%" />
+<thead>
+<tr>
+<th align="center" valign="top">profile key </th>
+<th align="left" valign="top"> brief description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="center" valign="top"><p class="table">slots</p></td>
+<td align="left" valign="top"><p class="table">How many maximum LRM jobs/worker blocks are allowed</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">workersPerNode</p></td>
+<td align="left" valign="top"><p class="table">How many coaster workers to run per execution node</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">nodeGranularity</p></td>
+<td align="left" valign="top"><p class="table">Each worker block uses a number of nodes that is a multiple of this number</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">lowOverallocation</p></td>
+<td align="left" valign="top"><p class="table">How many times larger than the job walltime should a block’s walltime be if all jobs are 1s long</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">highOverallocation</p></td>
+<td align="left" valign="top"><p class="table">How many times larger than the job walltime should a block’s walltime be if all jobs are infinitely long</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">workersPerNode</p></td>
+<td align="left" valign="top"><p class="table">How many coaster workers to run per execution node reserve How many seconds to reserve in a block’s walltime for starting/shutdown operations</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">maxnodes</p></td>
+<td align="left" valign="top"><p class="table">The maximum number of nodes allowed in a block</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">maxtime</p></td>
+<td align="left" valign="top"><p class="table">The maximum number of walltime allowed for a block coaster service</p></td>
+</tr>
+<tr>
+<td align="center" valign="top"><p class="table">jobThrottle</p></td>
+<td align="left" valign="top"><p class="table">the number of concurrent jobs allowed on a site</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="sect2">
+<h3 id="_for_advanced_users">For Advanced Users</h3>
+<div class="paragraph"><p>One of the main reason that one would initially deviate from coaster
+defaults into more complex pool entries is to force jobs to fit into some
+site-imposed constraint. For instance a typical submission to the experimental
+queue requires a user to request upto 3 nodes for under 1 hour. This setup
+could be achieved with a careful tuning of coaters parameters.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_coaster_providers_local_ssh_pbs">Coaster providers: local, ssh, pbs</h3>
+<div class="paragraph"><p>Settings and examples for different coaster providers mechanisms.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_swift_on_diverse_infrastructures">Swift on Diverse Infrastructures</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="_beagle">Beagle</h3>
+<div class="paragraph"><p>Swift is now installed on Beagle as a module. Swift supports a Coasters based,
+computing environment for Beagle. A detailed Swift documentation is maintained
+[[<a href="http://www.ci.uchicago.edu/swift/docs/index.php]">here</a>]. To get started
+with Swift on Beagle follow the steps outlined below:</p></div>
+<div class="paragraph"><p><strong>step 1.</strong> Load the Swift module on Beagle as follows: <tt>module load swift</tt></p></div>
+<div class="paragraph"><p><strong>step 2.</strong> Create and change to a directory where your Swift related work will
+stay. (say, <tt>mkdir swift-lab</tt>, followed by, <tt>cd swift-lab</tt>)</p></div>
+<div class="paragraph"><p><strong>step 3.</strong> To get started with a simple example running <tt>/bin/cat</tt> to read an input file <tt>data.txt</tt> and write to an output file <tt>f.nnn.out</tt>, copy the folder at <tt>/home/ketan/labs/catsn</tt> to the above directory. (<tt>cp -r /home/ketan/catsn .</tt> followed by <tt>cd catsn</tt>).</p></div>
+<div class="paragraph"><p><strong>step 4.</strong> In the sites file: <tt>beagle-coaster.xml</tt>, make the following two
+changes: <strong>1)</strong> change the path of <tt>workdirectory</tt> to your preferred location
+(say to <tt>/lustre/beagle/$USER/swift-lab/swift.workdir</tt>) and <strong>2)</strong> Change the
+project name to your project (<tt>CI-CCR000013</tt>) . The workdirectory will contain
+execution data related to each run, e.g. wrapper scripts, system information,
+inputs and outputs.</p></div>
+<div class="paragraph"><p><strong>step 5.</strong> Run the example using following commandline (also found in run.sh):
+<tt>swift -config cf -tc.file tc -sites.file beagle-coaster.xml catsn.swift -n=1</tt>
+. You can further change the value of <tt>-n</tt> to any arbitrary number to run that
+many number of concurrent <tt>cat</tt></p></div>
+<div class="paragraph"><p><strong>step 6.</strong> Check the output in the generated <tt>outdir</tt> directory (<tt>ls outdir</tt>)</p></div>
+<div class="paragraph"><p>Note: Running from sandbox node or requesting 1 hour walltime for upto 3 nodes
+will get fast prioritized execution. Good for small tests</p></div>
+</div>
+<div class="sect2">
+<h3 id="_pads">PADS</h3>
+<div class="paragraph"><p>Swift on PADS
+To execute your Swift script on the PADS cluster use this command:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>swift -tc.file tc -sites.file pbs.xml modis.swift</tt></pre>
+</div></div>
+<div class="paragraph"><p>where the contents of a simple pbs.xml sites file could be:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><config></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><pool</span></span> <span style="color: #009900">handle</span><span style="color: #990000">=</span><span style="color: #FF0000">"pbs"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"pbs"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"none"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"queue"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>fast<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"maxwalltime"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>00:05:00<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"initialScore"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>10000<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"jobThrottle"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>.10<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><filesystem</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"local"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><workdirectory</span></span> <span style="font-weight: bold"><span style="color: #0000FF">></span></span>/home/you/swiftwork<span style="font-weight: bold"><span style="color: #0000FF"></workdirectory></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"></pool></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"></config></span></span></tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_osg">OSG</h3>
+<div class="paragraph"><p>This section describes how to get Swift running on the OSG Grid. We will use a
+manual coaster setup to get Swift running on OSG.</p></div>
+<div class="paragraph"><div class="title">Coaster setup on OSG</div><p>The following figure shows an abstract scheme for the manual coasters setup on
+OSG.</p></div>
+<div class="imageblock">
+<div class="content">
+<img src="figures/coaster_setup.png" alt="Coaster setup" />
+</div>
+</div>
+<div class="paragraph"><p>In the following steps, we will go through the process of manually setting</p></div>
+</div>
+<div class="sect2">
+<h3 id="_bionimbus">Bionimbus</h3>
+<div class="paragraph"><p>This section explains a step by step procedure on getting Swift running on the
+Bionimbus cloud. We will use the <em>manual</em> <em>coasters</em> configuration on the
+Bionimbus cloud.</p></div>
+<div class="paragraph"><p><strong>step1.</strong> Connect to the gateway (ssh gatewayx.lac.uic.edu)</p></div>
+<div class="paragraph"><p><strong>step2.</strong> Start a virtual machine (euca-run-instances -n 1 -t m1.small
+emi-17EB1170)</p></div>
+<div class="paragraph"><p><strong>step3.</strong> Start the coaster-service on gateway
+<tt>coaster-service -port 1984 -localport 35753 -nosec</tt></p></div>
+<div class="paragraph"><p><strong>step4.</strong> Start the Swift-script from the gateway using normal Swift commandline</p></div>
+<div class="paragraph"><p><tt>swift -config cf -tc.file tc -sites.file sites.xml yourscript.swift -aparam=999</tt></p></div>
+<div class="listingblock">
+<div class="title">cf</div>
+<div class="content">
+<pre><tt>wrapperlog.always.transfer=true
+sitedir.keep=true
+execution.retries=1
+lazy.errors=true
+status.mode=provider
+use.provider.staging=true
+provider.staging.pin.swiftfiles=false
+foreach.max.threads=100
+provenance.log=true</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="title">tc</div>
+<div class="content">
+<pre><tt>localhost modftdock /home/ketan/swift-labs/bionimbus-coaster-modftdock/app/modftdock.sh null null GLOBUS::maxwalltime="1:00:00"</tt></pre>
+</div></div>
+<div class="paragraph"><p>(See below for a sample sites.xml for this run)</p></div>
+<div class="paragraph"><p><strong>step5.</strong> Connect back to gateway from virtual machines using reverse ssh tunneling as follows:</p></div>
+<div class="paragraph"><div class="title">From the gateway prompt</div><p><tt>ssh -R *:5000:localhost:5000 <a href="mailto:root at 10.101.8.50">root at 10.101.8.50</a> sleep 999</tt></p></div>
+<div class="paragraph"><p>WHERE:
+*=network interface, should remain the same on all cases</p></div>
+<div class="paragraph"><p>localhost=the gateway host, should remain the same</p></div>
+<div class="paragraph"><p>5000(LEFT OF localhost)=the port number on localhost to listen to **THIS WILL
+vary depending upon which port you want to listen to</p></div>
+<div class="paragraph"><p>5000(RIGHT OF localhost)=the port on target host that you want to forward</p></div>
+<div class="paragraph"><p><a href="mailto:root at 10.101.8.50">root at 10.101.8.50</a>=the ip of the Virtual Machine on Bionimbus cloud, this will
+vary based on what ip you get for your Virtual Machine instance</p></div>
+<div class="paragraph"><p>#On anywhere as long as provide the correct callback uri: here the
+"http://140.221.9.110:42195" is the callback uri of previous ones</p></div>
+<div class="paragraph"><p><strong>step6.</strong> Start the worker from the virtual machine
+<tt>worker.pl <a href="http://localhost:42195">http://localhost:42195</a> tmp /tmp # where 42195 is the port where the
+coaster service is listening to the workers</tt></p></div>
+<div class="listingblock">
+<div class="title">sites.xml for the above run</div>
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><config></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><pool</span></span> <span style="color: #009900">handle</span><span style="color: #990000">=</span><span style="color: #FF0000">"localhost"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"coaster-persistent"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"http://localhost:1984"</span> <span style="color: #009900">jobmanager</span><span style="color: #990000">=</span><span style="color: #FF0000">"local:local"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"workerManager"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>passive<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"workersPerNode"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>4<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"maxTime"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>10000<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"lowOverAllocation"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>100<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"highOverAllocation"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>100<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"slots"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>100<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"nodeGranularity"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>1<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"maxNodes"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>10<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"jobThrottle"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>25.00<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
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+ <span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"swift"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"stagingMethod"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>proxy<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><filesystem</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"local"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"><workdirectory></span></span>/home/ketan/swift-labs/bionimbus-coaster-modftdock/swift.workdir<span style="font-weight: bold"><span style="color: #0000FF"></workdirectory></span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF"></pool></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"></config></span></span></tt></pre></div></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_debugging_swift">Debugging Swift</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Swift errors are logged in several places:</p></div>
+<div class="olist arabic"><ol class="arabic">
+<li>
+<p>
+All text from standard output and standard error produced by running the
+swift command
+</p>
+</li>
+<li>
+<p>
+The .log file from this run. It will be named swiftscript.uniqueID.log
+where "swiftscript" is the name of your *.swift script source file, and
+uniqueID is a long unique id which starts with the date and time you ran the
+swift command.
+</p>
+</li>
+<li>
+<p>
+$HOME/.globus/coasters directory on remote machines on which you are
+running coasters
+</p>
+</li>
+<li>
+<p>
+$HOME/.globus/scripts directory on the host on which you run the Swift
+command, when swift is submitting to a local scheduler (Condor, PBS, SGE,
+Cobalt)
+</p>
+</li>
+<li>
+<p>
+$HOME/.globus/??? on remote systems that you access via Globus
+</p>
+</li>
+</ol></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_log_processing">Log Processing</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>To properly generate log plots, you must enable VDL/Karajan logging. Make sure
+log4.properties contains:</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>log4j.logger.swift=DEBUG
+log4j.logger.org.globus.cog.abstraction.coaster.service.job.manager.Cpu=DEBUG</tt></pre>
+</div></div>
+<div class="sect2">
+<h3 id="_make_a_basic_load_plot_from_coasters_cpu_log_lines">Make a basic load plot from Coasters Cpu log lines</h3>
+<div class="paragraph"><div class="title">Generate the log (may set log4j.logger.swift=INFO for this one)</div><p>(assuming the log is titled swift-run.log)</p></div>
+<div class="listingblock">
+<div class="title">Convert the log times to Unix time</div>
+<div class="content">
+<pre><tt>./iso-to-secs < swift-run.log > swift-run.time</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="title">Make the start time file (this contains the earliest timestamp)</div>
+<div class="content">
+<pre><tt>make LOG=swift-run.log start-time.tmp</tt></pre>
+</div></div>
+<div class="paragraph"><p>or</p></div>
+<div class="listingblock">
+<div class="content">
+<pre><tt>extract-start-time swift-run.log > start-time.tmp</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="title">Normalize the transition times</div>
+<div class="content">
+<pre><tt>./normalise-event-start-time < swift-run.time > swift-run.norm</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="title">Build up a load data file:</div>
+<div class="content">
+<pre><tt>./cpu-job-load.pl < swift-run.norm > load.data</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="title">Plot with the JFreeChart-based plotter in usertools/plotter:</div>
+<div class="content">
+<pre><tt>lines.zsh load.cfg load.eps load.data</tt></pre>
+</div></div>
+<div class="sect3">
+<h4 id="_make_a_basic_job_completion_plot_from_coasters_cpu_log_lines">Make a basic job completion plot from Coasters Cpu log lines</h4>
+<div class="listingblock">
+<div class="title">Same as above, but, build up a completed data file:</div>
+<div class="content">
+<pre><tt>./cpu-job-completed.pl < swift-run.norm > completed.data</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="title">Plot with the JFreeChart-based plotter in usertools/plotter:</div>
+<div class="content">
+<pre><tt>lines.zsh completed.cfg completed.eps completed.data</tt></pre>
+</div></div>
+</div>
+<div class="sect3">
+<h4 id="_make_a_basic_block_allocation_plot_from_coasters_block_log_lines">Make a basic Block allocation plot from Coasters Block log lines</h4>
+<div class="paragraph"><p>Same as above, but:</p></div>
+<div class="listingblock">
+<div class="title">Build up a block allocation data file:</div>
+<div class="content">
+<pre><tt>./block-level.pl < swift-run.norm > blocks.data</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="title">Plot with the JFreeChart-based plotter in usertools/plotter:</div>
+<div class="content">
+<pre><tt>lines.zsh blocks.{cfg,eps,data}</tt></pre>
+</div></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_problem_reporting">Problem Reporting</h3>
+<div class="paragraph"><p>When reporting problems to <a href="mailto:swift-user at ci.uchicago.edu">swift-user at ci.uchicago.edu</a>, please attach the
+following files and information:</p></div>
+<div class="olist arabic"><ol class="arabic">
+<li>
+<p>
+tc.data and sites.xml (or whatever you named these files)
+</p>
+</li>
+<li>
+<p>
+your .swift source file and any .swift files it imports
+</p>
+</li>
+<li>
+<p>
+any external mapper scripts called by your .swift script
+</p>
+</li>
+<li>
+<p>
+all text from standard output and standard error produced by running the
+swift command
+</p>
+</li>
+<li>
+<p>
+The .log file from this run. It will be named swiftscript.uniqueID.log
+</p>
+</li>
+<li>
+<p>
+where "swiftscript" is the name of your *.swift script source file, and
+uniqueID is a long unique id which starts with the date and time you ran the
+swift command.
+</p>
+</li>
+<li>
+<p>
+The swift command line you invoked
+</p>
+</li>
+<li>
+<p>
+Any swift.properties entries you over-rode ($HOME/.swift/swift.properties,
+-config.file argument properties file, any changes to etc/swift.proerties from
+your swift distribution)
+</p>
+</li>
+<li>
+<p>
+Which swift distribution you are running (release; svn revisions; other
+local changes you mave have made or included)
+</p>
+</li>
+</ol></div>
+</div>
+</div>
+</div>
+</div>
+<div id="footnotes"><hr /></div>
+<div id="footer">
+<div id="footer-text">
+Version 0.92<br />
+Last updated 2011-05-16 11:39:32 CDT
+</div>
+</div>
+</body>
+</html>
Added: branches/release-0.92/docs/cookbook/cookbook-asciidoc.pdf
===================================================================
--- branches/release-0.92/docs/cookbook/cookbook-asciidoc.pdf (rev 0)
+++ branches/release-0.92/docs/cookbook/cookbook-asciidoc.pdf 2011-05-16 19:29:35 UTC (rev 4479)
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+endobj
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+endobj
+56 0 obj
+(What if Swift hangs)
+endobj
+57 0 obj
+<< /S /GoTo /D (subsection.2.7) >>
+endobj
+60 0 obj
+(Resuming a stopped or crashed Swift Run)
+endobj
+61 0 obj
+<< /S /GoTo /D (subsection.2.8) >>
+endobj
+64 0 obj
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+endobj
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+endobj
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+endobj
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+(For Advanced Users)
+endobj
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+(Coaster providers: local, ssh, pbs)
+endobj
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+trailer
+<<
+/Size 624
+/Root 622 0 R
+/Info 623 0 R
+/ID [<67FDFAA0CD9D108A567B8B97804AD5DB> <67FDFAA0CD9D108A567B8B97804AD5DB>]
+>>
+startxref
+208484
+%%EOF
Added: branches/release-0.92/docs/cookbook/cookbook-asciidoc.txt
===================================================================
--- branches/release-0.92/docs/cookbook/cookbook-asciidoc.txt (rev 0)
+++ branches/release-0.92/docs/cookbook/cookbook-asciidoc.txt 2011-05-16 19:29:35 UTC (rev 4479)
@@ -0,0 +1,891 @@
+// To compile use: asciidoc -a toc -n cookbook-asciidoc.txt
+
+
+Swift Cookbook
+==============
+Swift team <swift-user at ci.uchicago.edu>
+v0.92, March 2011
+
+Overview
+--------
+This cookbook covers various recipes involving setting up and running Swift under diverse
+configurations based on the application requirements and the underlying
+infrastructures. The Swift system comprises of SwiftScript language and the
+Swift runtime system. For
+introductory material, consult the Swift tutorial found
+link:http://www.ci.uchicago.edu/swift/guides/tutorial.php[here].
+
+Swift Basics
+------------
+
+Installation
+~~~~~~~~~~~~
+
+This section takes you through the installation of the Swift system on your
+computer. We will start with the prerequisites as explained in the subsequent
+section.
+
+Prerequisites
+^^^^^^^^^^^^^^
+.Check your Java
+Swift is a Java application. Make sure you are running Java version 5 or higher. You
+can make sure you have Java in your $PATH (or $HOME/.soft file depending upon
+your environment)
+
+Following are the possible ways to detect and run Java:
+
+----
+$ grep java $HOME/.soft
+#+java-sun # Gives you Java 5
++java-1.6.0_03-sun-r1
+$ which java
+/soft/java-1.6.0_11-sun-r1/bin/java
+$ java -version
+java version "1.6.0_11"
+Java(TM) SE Runtime Environment (build 1.6.0_11-b03)
+Java HotSpot(TM) 64-Bit Server VM (build 11.0-b16, mixed mode)
+----
+
+Setting up to run Swift
+~~~~~~~~~~~~~~~~~~~~~~~~
+This is simple. We will be using a pre-compiled version of Swift that can be
+downloaded from link:http://www.ci.uchicago.edu/swift/downloads/index.php[here]. Download and untar the latest precompiled version as follows:
+
+----
+$ tar xf swift-0.92.1.tar.gz
+----
+
+Environment Setup
+^^^^^^^^^^^^^^^^^^
+
+The examples were tested with Java version 1.6. Make sure you do not already
+have Swift in your PATH. If you do, remove it, or remove any +swift or @swift
+lines from your $HOME/.soft or $HOME/.bash_profile file. Then do:
+
+----
+PATH=$PATH:/path/to/swift/bin
+----
+
+Note that the environment will be different when using Swift from prebuilt distribution (as above) and trunk. The PATH setup when using swift from trunk would be as follows:
+
+----
+PATH=$PATH:/path/to/swift/dist/swift-svn/bin
+----
+
+WARNING: Do NOT set SWIFT_HOME or CLASSPATH in your environment unless you
+fully understand how these will affect Swift's execution.
+
+To execute your Swift script on a login host (or "localhost") use
+the following command:
+
+----
+swift -tc.file tc somescript.swift
+----
+
+Setting transformation catalog
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+The transformation catalog lists where application executables are located on
+remote sites.
+
+By default, the site catalog is stored in etc/tc.data. This path can be
+overridden with the tc.file configuration property, either in the Swift
+configuration file or on the command line.
+
+The format is one line per executable per site, with fields separated by tabs
+or spaces.
+
+Some example entries:
+
+----
+localhost echo /bin/echo INSTALLED INTEL32::LINUX null
+TGUC touch /usr/bin/touch INSTALLED INTEL32::LINUX GLOBUS::maxwalltime="00:00:10"
+----
+The fields are: _site_, _transformation-name_, _executable-path_, _installation-status_, _platform_, and _profile_ entries.
+
+The _site_ field should correspond to a site name listed in the sites catalog.
+
+The _transformation-name_ should correspond to the transformation name used in a
+SwiftScript app procedure.
+
+The _executable-path_ should specify where the particular executable is located
+on that site.
+
+The _installation-status_ and _platform_ fields are not used. Set them to
+**INSTALLED** and **INTEL32::LINUX** respectively.
+
+The _profiles_ field should be set to null if no profile entries are to be
+specified, or should contain the profile entries separated by semicolons.
+
+Setting swift configuration
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+Many configuration properties could be set using the Swift configuration file.
+We will not cover them all in this section. see
+link:http://www.ci.uchicago.edu/swift/guides/userguide.php#engineconfiguration[here] for details. In this section we will cover a simple configuration file with the most basic properties.
+
+----
+# A comment
+wrapperlog.always.transfer=true
+sitedir.keep=true
+execution.retries=1
+lazy.errors=true
+status.mode=provider
+use.provider.staging=true
+provider.staging.pin.swiftfiles=false
+clustering.enabled=false
+clustering.queue.delay=10
+clustering.min.time=86400
+foreach.max.threads=100
+provenance.log=true
+----
+
+Setting sites.xml
+^^^^^^^^^^^^^^^^^^
+sites.xml specifies details of the sites that Swift can run on. Following is
+an example of a simple sites.xml file entry for running Swift on local
+environment:
+
+[xml]
+source~~~~~~
+<pool handle="localhost">
+<filesystem provider="local" />
+<execution provider="local" />
+<workdirectory >/var/tmp</workdirectory>
+<profile namespace="karajan" key="jobThrottle">.07</profile>
+<profile namespace="karajan"
+key="initialScore">100000</profile>
+</pool>
+source~~~~~~
+
+First SwiftScript
+~~~~~~~~~~~~~~~~~
+Your first SwiftScript
+Hello Swift-World!
+
+A good sanity check that Swift is set up and running OK locally is this:
+
+----
+$ which swift
+
+/home/wilde/swift/src/stable/cog/modules/swift/dist/swift-svn/bin/swift
+
+$ echo 'trace("Hello, Swift world!");' >hello.swift
+
+$ swift hello.swift
+
+Swift svn swift-r3202 cog-r2682
+
+RunID: 20100115-1240-6xhzxuz3
+
+Progress:
+
+SwiftScript trace: Hello, Swift world!
+
+Final status:
+
+$
+----
+A good first tutorial in using Swift is at:
+http://www.ci.uchicago.edu/swift/guides/tutorial.php. Follow the steps in that
+tutorial to learn how to run a few simple scripts on the login host.
+
+second SwiftScript
+~~~~~~~~~~~~~~~~~~~
+Following is a more involved Swift script.
+[java]
+source~~~~~~~
+type file;
+
+app (file o) cat (file i)
+{
+ cat @i stdout=@o;
+}
+
+file out[]<simple_mapper; location="outdir", prefix="f.",suffix=".out">;
+
+foreach j in [1:@toint(@arg("n","1"))] {
+
+ file data<"data.txt">;
+
+ out[j] = cat(data);
+}
+source~~~~~~~
+
+Swift Commandline Options
+~~~~~~~~~~~~~~~~~~~~~~~~~
+A description of Swift Commandline Options
+
+Also includes a description of Swift inputs and outputs.
+
+What if Swift hangs
+~~~~~~~~~~~~~~~~~~~
+Owing to its highly multithreaded architecture it is often the case that the
+underlying java virtual machine gets into deadlock situations or Swift hangs
+because of other complications in its threaded operations. Under such
+situations, Swift _hang-checker_ chips in and resolves the situation.
+
+. how to use the information to identify and correct the deadlock.
+
+. How close to the Swift source code can we make the hang-checker messages, so that the user can relate it to Swift functions, expressions, and ideally source code lines?
+
+. The current Hang Checker output is actually *very* nice and useful already:
+
+----
+Registered futures:
+Rupture[] rups Closed, 1 elements, 0 listeners
+Variation vars - Closed, no listeners
+SgtDim sub - Open, 1 listeners
+string site Closed, no listeners
+Variation[] vars Closed, 72 elements, 0 listeners
+----
+
+Resuming a stopped or crashed Swift Run
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+I had a .rlog file from a Swift run that ran out of time. I kicked it off
+using the -resume flag described in section 16.2 of the Swift User Guide and
+it picked up where it left off. Then I killed it because I wanted to make
+changes to my sites file.
+
+----
+. . .
+Progress: Selecting site:1150 Stage in:55 Active:3 Checking status:1
+Stage out:37 Finished in previous run:2462 Finished successfully:96
+Progress: Selecting site:1150 Stage in:55 Active:2 Checking status:1
+Stage out:38 Finished in previous run:2462 Finished successfully:96
+Cleaning up...
+Shutting down service at https://192.5.86.6:54813
+Got channel MetaChannel: 1293358091 -> null
++ Done
+Canceling job 9297.svc.pads.ci.uchicago.edu
+----
+
+No new rlog file was emitted but it did recognize the progress that had been
+made, the 96 tasks that finished sucessfully above and resumed from 2558 tasks
+finished.
+
+----
+[nbest at login2 files]$ pwd
+/home/nbest/bigdata/files
+[nbest at login2 files]$
+~wilde/swift/src/stable/cog/modules/swift/dist/swift-svn/bin/swift \
+> -tc.file tc -sites.file pbs.xml ~/scripts/mcd12q1.swift -resume
+> mcd12q1-20100310-1326-ptxe1x1d.0.rlog
+Swift svn swift-r3255 (swift modified locally) cog-r2723 (cog modified
+locally)
+RunID: 20100311-1027-148caf0a
+Progress:
+Progress: uninitialized:4
+Progress: Selecting site:671 Initializing site shared directory:1 Finished
+in previous run:1864
+Progress: uninitialized:1 Selecting site:576 Stage in:96 Finished in
+previous run:1864
+Progress: Selecting site:1150 Stage in:94 Submitting:2 Finished in
+previous run:2558
+Progress: Selecting site:1150 Stage in:94 Submitted:2 Finished in previous
+run:2558
+Progress: Selecting site:1150 Stage in:93 Submitting:1 Submitted:2
+Finished in previous run:2558
+Progress: Selecting site:1150 Stage in:90 Submitting:1 Submitted:5
+Finished in previous run:2558
+Progress: Selecting site:1150 Stage in:90 Submitted:5 Active:1 Finished
+in previous run:2558
+----
+
+
+From Neil: A comment about that section of the user guide: It says "In order
+to restart from a restart log file, the -resume logfile argument can be used
+after the SwiftScript? program file name." and then puts the -resume logfile
+argument before the script file name. I'm sure the order doesn't matter but
+the contradiction is confusing.
+
+Notes to add (from Mike):
+
+- explain what aspects of a Swift script make it restartable, and which
+ aspects are notrestartable. Eg, if your mappers can return different data at
+different times, what happens? What other non-determinsitc behavior would
+cause unpredictable, unexpected, or undesired behavior on resumption?
+
+- explain what changes you can make in the execution environment (eg
+ increasing or reducing CPUs to run on or throttles, etc); fixing tc.data
+entries, env vars, or apps, etc.
+
+- note that resume will again retry failed app() calls. Explain if the retry
+ count starts over or not.
+
+- explain how to resume after multiple failures and resumes - i.e. if a .rlog
+ is generated on each run, which one should you resume from? Do you have a
+choice of resuming from any of them, and what happens if you go backwards to
+an older resume file?
+
+- whap happens when you kill (eg with ^C) a running swift script? Is the
+ signal caught, and the resume file written out at that point? Or written out
+all along? (Note case in which script ws running for hours, then hit ^C, but
+resume fie was short (54 bbytes) and swift shows no sign of doing a resume?
+(It silently ignored resume file instead of acknowleging that it found one
+with not useful resume state in it???) Swift should clearly state that its
+resuming and what its resume state is.
+
++swift -resume ftdock-[id].0.rlog \[rest of the exact command line from initial
+run\]+
+
+
+Passing an array to swift?
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+Arrays can be passed to Swift in one of the following ways:
+
+. You can write the array to a file and read in in swift using
+readData (or readData2).
+. Direct the array into a file (possibly with a "here document" which expands the array) and then read the file in Swift with readData() or process it with a Swift app() function?
+. You can use @strsplit on a comma separated command line arg and that works well for me.
+
+Mappers
+^^^^^^^^
+SimpleMapper
+
+----
+$ cat swiftapply.swift
+----
+
+[java]
+source~~~~
+type RFile;
+trace("hi 1");
+app (RFile result) RunR (RFile rcall)
+{
+ RunR @rcall @result;
+}
+trace("hi 2");
+RFile rcalls[] ;
+RFile results[] ;
+trace("start");
+foreach c, i in rcalls {
+ trace("c",i, at c);
+ trace("r",i, at filename(results[i]));
+ results[i] = RunR(c);
+}
+source~~~~
+
+----
+$ ls calldir resdir
+calldir:
+rcall.1.Rdata rcall.2.Rdata rcall.3.Rdata rcall.4.Rdata
+resdir:
+result.1.Rdata result.2.Rdata result.3.Rdata result.4.Rdata
+$
+----
+
+Notes:
+
+how the .'s match
+prefix and suffix dont span dirs
+intervening pattern must be digits
+these digits become the array indices
+explain how padding= arg works & helps (including padding=0)
+figure out and explain differences between simple_mapper and
+filesys_mapper
+FIXME: Use the "filesys_mapper" and its "location=" parameter to map the
+input data from /home/wilde/bigdata/*
+
+Abbreviations for SingleFileMapper
+Notes:
+
+within <> you can only have a literal string as in <"filename">, not an
+expression. Someday we will fix this to make <> accept a general expression.
+you can use @filenames( ) (note: plural) to pull off a list of filenames.
+
+writeData()
+
+example here
+
+----
+$ cat writedata.swift
+----
+
+[java]
+source~~~~
+type file;
+
+file f <"filea">;
+file nf <"filenames">;
+nf = writeData(@f);
+source~~~~
+
+----
+$ swift writedata.swift
+Swift svn swift-r3264 (swift modified locally) cog-r2730 (cog modified
+locally)
+RunID: 20100319-2002-s9vpo0pe
+Progress:
+Final status:
+$ cat filenames
+filea$
+----
+
+StructuredRegexpMapper
+IN PROGRESS This mapper can be used to base the mapped filenames of an output
+array on the mapped filenames of an existing array. landuse outputfiles[]
+<structured_regexp_mapper; source=inputfiles,
+location="./output",match="(.)*tif", transform="\\1histogram">;
+
+Use the undocumented "structured_regexp_mapper" to name the output
+filenames based on the input filenames:
+
+For example:
+
+----
+login2$ ls /home/wilde/bigdata/data/sample
+h11v04.histogram h11v05.histogram h12v04.histogram h32v08.histogram
+h11v04.tif h11v05.tif h12v04.tif h32v08.tif
+login2$
+
+login2$ cat regexp2.swift
+type tif;
+type mytype;
+
+tif images[]<filesys_mapper;
+location="/home/wilde/bigdata/data/sample", prefix="h", suffix=".tif">;
+
+mytype of[] <structured_regexp_mapper; source=images, match="(h..v..)",
+transform="output/myfile.\\1.mytype">;
+
+foreach image, i in images {
+ trace(i, at filename(images));
+ trace(i, at filename(of[i]));
+}
+login2$
+
+login1$ swift regexp2.swift
+Swift svn swift-r3255 (swift modified locally) cog-r2723 (cog modified
+locally)
+
+RunID: 20100310-1105-4okarq08
+Progress:
+SwiftScript trace: 1, output/myfile.h11v04.mytype
+SwiftScript trace: 2, home/wilde/bigdata/data/sample/h11v05.tif
+SwiftScript trace: 3, home/wilde/bigdata/data/sample/h12v04.tif
+SwiftScript trace: 0, output/myfile.h32v08.mytype
+SwiftScript trace: 0, home/wilde/bigdata/data/sample/h32v08.tif
+SwiftScript trace: 3, output/myfile.h12v04.mytype
+SwiftScript trace: 1, home/wilde/bigdata/data/sample/h11v04.tif
+SwiftScript trace: 2, output/myfile.h11v05.mytype
+Final status:
+login1$
+----
+
+Coasters
+--------
+Coasters were introduced in Swift v0.6 as an experimental feature. In many
+applications, Swift performance can be greatly enhanced by the use of CoG
+coasters. CoG coasters provide a low-overhead job submission and file transfer
+mechanism suited for the execution of short jobs (on the order of a few
+seconds). A detailed information on coasters can be found at http://www.ci.uchicago.edu/swift/guides/userguide.php#coasters.
+//**Include neat diagrams.**
+
+Following is a coasters setup case-study for a PBS underlying provider where sites.xml coaster settings were:
+
+[xml]
+source~~~~
+<execution provider="coaster" jobmanager="local:pbs"/>
+<profile namespace="globus" key="project">CI-CCR000013</profile>
+
+<!-- Note that the following is going to be defunct in the new version (0.93+) and replaced by
+"ProviderAttributes" key and may not work in the future Swift versions-->
+
+<!--<profile namespace="globus" key="ppn">24:cray:pack</profile>-->
+
+<profile namespace="globus" key="providerAttributes">
+pbs.aprun
+pbs.mpp=true
+</profile>
+
+<profile namespace="globus" key="workersPerNode">24</profile>
+<profile namespace="globus" key="maxTime">100000</profile>
+
+<profile namespace="globus" key="lowOverallocation">100</profile>
+<profile namespace="globus" key="highOverallocation">100</profile>
+
+<profile namespace="globus" key="slots">20</profile>
+<profile namespace="globus" key="nodeGranularity">5</profile>
+<profile namespace="globus" key="maxNodes">5</profile>
+<profile namespace="karajan" key="jobThrottle">20.00</profile>
+<profile namespace="karajan" key="initialScore">10000</profile>
+source~~~~
+
+The following table briefly describes the elements on the coasters setup:
+[width="70%", cols="^3,10", options="header"]
+|=============================================================================================
+|profile key | brief description
+|slots | How many maximum LRM jobs/worker blocks are allowed
+|workersPerNode | How many coaster workers to run per execution node
+|nodeGranularity | Each worker block uses a number of nodes that is a multiple of this number
+|lowOverallocation | How many times larger than the job walltime should a block's walltime be if all jobs are 1s long
+|highOverallocation | How many times larger than the job walltime should a block's walltime be if all jobs are infinitely long
+|workersPerNode | How many coaster workers to run per execution node reserve How many seconds to reserve in a block's walltime for starting/shutdown operations
+|maxnodes | The maximum number of nodes allowed in a block
+|maxtime | The maximum number of walltime allowed for a block coaster service
+|jobThrottle |the number of concurrent jobs allowed on a site
+|==============================================================================================
+
+//
+//For Beginners
+//~~~~~~~~~~~~~~
+//Coasters for beginners. Usage of existing, prebuilt templates.
+//
+//For Intermediate Users
+//~~~~~~~~~~~~~~~~~~~~~~~
+//Coasters for intermediate users.
+//
+//Using gensites
+//^^^^^^^^^^^^^^^
+//Usage of gensites to generate your own sites
+//configurations.
+//
+//
+//
+
+For Advanced Users
+~~~~~~~~~~~~~~~~~~
+
+//Coasters for advanced users. Getting your hands dirty.
+
+One of the main reason that one would initially deviate from coaster
+defaults into more complex pool entries is to force jobs to fit into some
+site-imposed constraint. For instance a typical submission to the experimental
+queue requires a user to request upto 3 nodes for under 1 hour. This setup
+could be achieved with a careful tuning of coaters parameters.
+
+//How to run Swift under different Coasters configurations
+//~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+//
+//Manual
+//^^^^^^^
+//Todo
+//
+//Passive
+//^^^^^^^^
+//Todo
+//
+//Persistent
+//^^^^^^^^^^^
+//Todo
+//
+//Summary of Differences Between different Coaster types
+//~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+//A tabular representations of highlights of different coaster setups
+//
+//
+//Data Management
+//
+
+Coaster providers: local, ssh, pbs
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Settings and examples for different coaster providers mechanisms.
+
+
+
+Swift on Diverse Infrastructures
+---------------------------------
+
+Beagle
+~~~~~~
+Swift is now installed on Beagle as a module. Swift supports a Coasters based,
+computing environment for Beagle. A detailed Swift documentation is maintained
+[[http://www.ci.uchicago.edu/swift/docs/index.php][here]]. To get started
+with Swift on Beagle follow the steps outlined below:
+
+*step 1.* Load the Swift module on Beagle as follows: +module load swift+
+
+*step 2.* Create and change to a directory where your Swift related work will
+stay. (say, +mkdir swift-lab+, followed by, +cd swift-lab+)
+
+*step 3.* To get started with a simple example running +/bin/cat+ to read an input file +data.txt+ and write to an output file +f.nnn.out+, copy the folder at +/home/ketan/labs/catsn+ to the above directory. (+cp -r /home/ketan/catsn .+ followed by +cd catsn+).
+
+*step 4.* In the sites file: +beagle-coaster.xml+, make the following two
+changes: *1)* change the path of +workdirectory+ to your preferred location
+(say to +/lustre/beagle/$USER/swift-lab/swift.workdir+) and *2)* Change the
+project name to your project (+CI-CCR000013+) . The workdirectory will contain
+execution data related to each run, e.g. wrapper scripts, system information,
+inputs and outputs.
+
+*step 5.* Run the example using following commandline (also found in run.sh):
++swift -config cf -tc.file tc -sites.file beagle-coaster.xml catsn.swift -n=1+
+. You can further change the value of +-n+ to any arbitrary number to run that
+many number of concurrent +cat+
+
+*step 6.* Check the output in the generated +outdir+ directory (+ls outdir+)
+
+Note: Running from sandbox node or requesting 1 hour walltime for upto 3 nodes
+will get fast prioritized execution. Good for small tests
+
+//
+//Intrepid-BG/P
+//~~~~~~~~~~~~~
+//Swift on Intrepid-BG/P
+//
+
+PADS
+~~~~
+Swift on PADS
+To execute your Swift script on the PADS cluster use this command:
+
+----
+swift -tc.file tc -sites.file pbs.xml modis.swift
+----
+where the contents of a simple pbs.xml sites file could be:
+[xml]
+source~~~~
+<config>
+ <pool handle="pbs">
+ <execution provider="pbs" url="none"/>
+ <profile namespace="globus" key="queue">fast</profile>
+ <profile namespace="globus" key="maxwalltime">00:05:00</profile>
+ <profile namespace="karajan" key="initialScore">10000</profile>
+ <profile namespace="karajan" key="jobThrottle">.10</profile>
+ <filesystem provider="local"/>
+ <workdirectory >/home/you/swiftwork</workdirectory>
+ </pool>
+</config>
+source~~~~
+
+OSG
+~~~
+This section describes how to get Swift running on the OSG Grid. We will use a
+manual coaster setup to get Swift running on OSG.
+
+.Coaster setup on OSG
+The following figure shows an abstract scheme for the manual coasters setup on
+OSG.
+
+image::figures/coaster_setup.png[Coaster setup]
+
+In the following steps, we will go through the process of manually setting
+//Swift on OSG
+//
+
+Bionimbus
+~~~~~~~~~
+This section explains a step by step procedure on getting Swift running on the
+Bionimbus cloud. We will use the _manual_ _coasters_ configuration on the
+Bionimbus cloud.
+
+**step1.** Connect to the gateway (ssh gatewayx.lac.uic.edu)
+
+**step2.** Start a virtual machine (euca-run-instances -n 1 -t m1.small
+emi-17EB1170)
+
+**step3.** Start the coaster-service on gateway
++coaster-service -port 1984 -localport 35753 -nosec+
+
+**step4.** Start the Swift-script from the gateway using normal Swift commandline
+
++swift -config cf -tc.file tc -sites.file sites.xml yourscript.swift -aparam=999+
+
+.cf
+----
+wrapperlog.always.transfer=true
+sitedir.keep=true
+execution.retries=1
+lazy.errors=true
+status.mode=provider
+use.provider.staging=true
+provider.staging.pin.swiftfiles=false
+foreach.max.threads=100
+provenance.log=true
+----
+
+.tc
+----
+localhost modftdock /home/ketan/swift-labs/bionimbus-coaster-modftdock/app/modftdock.sh null null GLOBUS::maxwalltime="1:00:00"
+----
+
+(See below for a sample sites.xml for this run)
+
+**step5.** Connect back to gateway from virtual machines using reverse ssh tunneling as follows:
+
+.From the gateway prompt
+
++ssh -R *:5000:localhost:5000 root at 10.101.8.50 sleep 999+
+
+WHERE:
+*=network interface, should remain the same on all cases
+
+localhost=the gateway host, should remain the same
+
+5000(LEFT OF localhost)=the port number on localhost to listen to **THIS WILL
+vary depending upon which port you want to listen to
+
+5000(RIGHT OF localhost)=the port on target host that you want to forward
+
+root at 10.101.8.50=the ip of the Virtual Machine on Bionimbus cloud, this will
+vary based on what ip you get for your Virtual Machine instance
+
+#On anywhere as long as provide the correct callback uri: here the
+"http://140.221.9.110:42195" is the callback uri of previous ones
+
+**step6.** Start the worker from the virtual machine
++worker.pl http://localhost:42195 tmp /tmp # where 42195 is the port where the
+coaster service is listening to the workers+
+
+.sites.xml for the above run
+
+[xml]
+source~~~~
+<config>
+ <pool handle="localhost">
+ <execution provider="coaster-persistent" url="http://localhost:1984" jobmanager="local:local"/>
+ <profile namespace="globus" key="workerManager">passive</profile>
+
+ <profile namespace="globus" key="workersPerNode">4</profile>
+ <profile namespace="globus" key="maxTime">10000</profile>
+ <profile namespace="globus" key="lowOverAllocation">100</profile>
+ <profile namespace="globus" key="highOverAllocation">100</profile>
+ <profile namespace="globus" key="slots">100</profile>
+ <profile namespace="globus" key="nodeGranularity">1</profile>
+ <profile namespace="globus" key="maxNodes">10</profile>
+ <profile namespace="karajan" key="jobThrottle">25.00</profile>
+ <profile namespace="karajan" key="initialScore">10000</profile>
+ <profile namespace="swift" key="stagingMethod">proxy</profile>
+ <filesystem provider="local"/>
+ <workdirectory>/home/ketan/swift-labs/bionimbus-coaster-modftdock/swift.workdir</workdirectory>
+ </pool>
+</config>
+source~~~~
+
+//Magellan
+//~~~~~~~~
+//Swift on Magellan
+//
+
+Debugging Swift
+---------------
+Swift errors are logged in several places:
+
+. All text from standard output and standard error produced by running the
+swift command
+. The .log file from this run. It will be named swiftscript.uniqueID.log
+where "swiftscript" is the name of your *.swift script source file, and
+uniqueID is a long unique id which starts with the date and time you ran the
+swift command.
+. $HOME/.globus/coasters directory on remote machines on which you are
+running coasters
+. $HOME/.globus/scripts directory on the host on which you run the Swift
+command, when swift is submitting to a local scheduler (Condor, PBS, SGE,
+Cobalt)
+. $HOME/.globus/??? on remote systems that you access via Globus
+
+
+Log Processing
+---------------
+
+To properly generate log plots, you must enable VDL/Karajan logging. Make sure
+log4.properties contains:
+----
+log4j.logger.swift=DEBUG
+log4j.logger.org.globus.cog.abstraction.coaster.service.job.manager.Cpu=DEBUG
+----
+
+Make a basic load plot from Coasters Cpu log lines
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.Generate the log (may set log4j.logger.swift=INFO for this one)
+(assuming the log is titled swift-run.log)
+
+.Convert the log times to Unix time
+
+----
+./iso-to-secs < swift-run.log > swift-run.time
+----
+
+.Make the start time file (this contains the earliest timestamp)
+
+----
+make LOG=swift-run.log start-time.tmp
+----
+
+or
+
+----
+extract-start-time swift-run.log > start-time.tmp
+----
+
+.Normalize the transition times
+
+----
+./normalise-event-start-time < swift-run.time > swift-run.norm
+----
+
+.Build up a load data file:
+
+----
+./cpu-job-load.pl < swift-run.norm > load.data
+----
+
+.Plot with the JFreeChart-based plotter in usertools/plotter:
+
+----
+lines.zsh load.cfg load.eps load.data
+----
+
+Make a basic job completion plot from Coasters Cpu log lines
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+.Same as above, but, build up a completed data file:
+
+----
+./cpu-job-completed.pl < swift-run.norm > completed.data
+----
+
+.Plot with the JFreeChart-based plotter in usertools/plotter:
+
+----
+lines.zsh completed.cfg completed.eps completed.data
+----
+
+Make a basic Block allocation plot from Coasters Block log lines
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+Same as above, but:
+
+.Build up a block allocation data file:
+
+----
+./block-level.pl < swift-run.norm > blocks.data
+----
+
+.Plot with the JFreeChart-based plotter in usertools/plotter:
+
+----
+lines.zsh blocks.{cfg,eps,data}
+----
+
+Problem Reporting
+~~~~~~~~~~~~~~~~~
+When reporting problems to swift-user at ci.uchicago.edu, please attach the
+following files and information:
+
+. tc.data and sites.xml (or whatever you named these files)
+
+. your .swift source file and any .swift files it imports
+
+. any external mapper scripts called by your .swift script
+
+. all text from standard output and standard error produced by running the
+swift command
+
+. The .log file from this run. It will be named swiftscript.uniqueID.log
+
+. where "swiftscript" is the name of your *.swift script source file, and
+uniqueID is a long unique id which starts with the date and time you ran the
+swift command.
+
+. The swift command line you invoked
+
+. Any swift.properties entries you over-rode ($HOME/.swift/swift.properties,
+-config.file argument properties file, any changes to etc/swift.proerties from
+your swift distribution)
+
+. Which swift distribution you are running (release; svn revisions; other
+local changes you mave have made or included)
+
+
Added: branches/release-0.92/docs/tutorial/tutorial.html
===================================================================
--- branches/release-0.92/docs/tutorial/tutorial.html (rev 0)
+++ branches/release-0.92/docs/tutorial/tutorial.html 2011-05-16 19:29:35 UTC (rev 4479)
@@ -0,0 +1,1594 @@
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+ "http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">
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+<head>
+<meta http-equiv="Content-Type" content="application/xhtml+xml; charset=UTF-8" />
+<meta name="generator" content="AsciiDoc 8.6.4" />
+<title>A Swift Tutorial</title>
+<style type="text/css">
+/* Sans-serif font. */
+h1, h2, h3, h4, h5, h6,
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+/* Serif font. */
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+ font-family: Georgia,"Times New Roman",Times,serif;
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+/* Monospace font. */
+tt {
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+}
+
+body {
+ margin: 1em 5% 1em 5%;
+}
+
+a {
+ color: blue;
+ text-decoration: underline;
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+ margin-bottom: 0.5em;
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+ padding-top: 0.5em;
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+ float: left;
+}
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+ clear: left;
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+div.sectionbody {
+ margin-left: 0;
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+ border: 1px solid silver;
+}
+
+p {
+ margin-top: 0.5em;
+ margin-bottom: 0.5em;
+}
+
+ul, ol, li > p {
+ margin-top: 0;
+}
+ul > li { color: #aaa; }
+ul > li > * { color: black; }
+
+pre {
+ padding: 0;
+ margin: 0;
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+
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+ color: #527bbd;
+ font-weight: bold;
+ font-size: 1.1em;
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+ margin-top: 1.0em;
+ margin-bottom: 1.5em;
+}
+div.admonitionblock {
+ margin-top: 2.0em;
+ margin-bottom: 2.0em;
+ margin-right: 10%;
+ color: #606060;
+}
+
+div.content { /* Block element content. */
+ padding: 0;
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+
+/* Block element titles. */
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+ color: #527bbd;
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+</head>
+<body class="article">
+<div id="header">
+<h1>A Swift Tutorial</h1>
+<div id="toc">
+ <div id="toctitle">Table of Contents</div>
+ <noscript><p><b>JavaScript must be enabled in your browser to display the table of contents.</b></p></noscript>
+</div>
+</div>
+<div id="content">
+<div class="sect1">
+<h2 id="_abstract">1. Abstract</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This is an introductory tutorial on the use of Swift and its programming
+language SwiftScript.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_introduction">2. Introduction</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This tutorial is intended to introduce new users to the basics of Swift.
+It is structured as a series of small exercise/examples which you can
+try for yourself as you read along. After the first <em>hello world</em>
+example, there are two tracks - the language track (which introduces
+features of the SwiftScript language) and the runtime track (which
+introduces features of the Swift runtime environment, such as running
+jobs on different sites).</p></div>
+<div class="paragraph"><p>For information on getting an installation of Swift running, consult the
+Swift Quickstart Guide <a href="http://www.ci.uchicago.edu/swift/guides/quickstartguide.php">http://www.ci.uchicago.edu/swift/guides/quickstartguide.php</a>, and
+return to this document when you have successfully run the test
+SwiftScript program mentioned there.</p></div>
+<div class="paragraph"><p>There is also a Swift User’s Guide
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php">http://www.ci.uchicago.edu/swift/guides/userguide.php</a> which contains
+more detailed reference material on topics covered in this manual. All
+of the programs included in this tutorial can be found in your Swift
+distribution in the examples/swift directory.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_hello_world">3. Hello World</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>The first example program, first.swift, outputs a hello world message
+into a file called hello.txt.</p></div>
+<div class="sidebarblock">
+<div class="content">
+<div class="title">first.swift</div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #FF0000">"Hello, world!"</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span><span style="color: #FF0000">"hello.txt"</span><span style="color: #990000">>;</span>
+
+outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">();</span></tt></pre></div></div>
+</div></div>
+<div class="paragraph"><p>We can run this program as follows:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">cd</span> examples<span style="color: #990000">/</span>swift<span style="color: #990000">/</span>
+$ <span style="color: #008080">swift</span> first<span style="color: #990000">.</span>swift
+Swift <span style="color: #008080">svn</span> swift<span style="color: #990000">-</span><span style="font-weight: bold"><span style="color: #000000">r3334</span></span> <span style="color: #990000">(</span>swift <span style="color: #008080">modified</span> locally<span style="color: #990000">)</span> cog<span style="color: #990000">-</span>r2752
+
+RunID<span style="color: #990000">:</span> <span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1925</span><span style="color: #990000">-</span>8zjupq1b
+Progress<span style="color: #990000">:</span>
+<span style="color: #008080">Final</span> status<span style="color: #990000">:</span> <span style="color: #008080">Finished</span> successfully<span style="color: #990000">:</span><span style="color: #993399">1</span>
+$ <span style="color: #008080">cat</span> hello<span style="color: #990000">.</span>txt
+Hello<span style="color: #990000">,</span> world<span style="color: #990000">!</span></tt></pre></div></div>
+<div class="paragraph"><p>The basic structure of this program is a type definition, an
+application procedure definition, a variable definition and then a
+call to the procedure:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>First we define a new type, called messagefile. In this example, we will
+use this messagefile type as the type for our output message.</p></div>
+<div class="paragraph"><p>All data in SwiftScript must be typed, whether it is stored in memory or
+on disk. This example defines a very simple type. Later on we will see
+more complex type examples.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #FF0000">"Hello, world!"</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>Next we define a procedure called greeting. This procedure will write
+out the "hello world" message to a file.</p></div>
+<div class="paragraph"><p>To achieve this, it executes the unix utility <em>echo</em> with a parameter
+"Hello, world!" and directs the standard output into the output file.</p></div>
+<div class="paragraph"><p>The actual file to use is specified by the return parameter, t.</p></div>
+<div class="paragraph"><p>messagefile outfile <"hello.txt">;</p></div>
+<div class="paragraph"><p>Here we define a variable called outfile. The type of this variable is
+messagefile, and we specify that the contents of this variable will be
+stored on disk in a file called hello.txt</p></div>
+<div class="paragraph"><p>outfile = greeting();</p></div>
+<div class="paragraph"><p>Now we call the greeting procedure, with its output going to the outfile
+variable and therefore to hello.txt on disk.</p></div>
+<div class="paragraph"><p>Over the following exercises, we’ll extend this simple hello world
+program to demonstrate various features of Swift.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_language_features">4. Language features</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="_parameters">4.1. Parameters</h3>
+<div class="paragraph"><p>Procedures can have parameters. Input parameters specify inputs to the
+procedure and output parameters specify outputs. Our helloworld greeting
+procedure already uses an output parameter, t, which indicates where the
+greeting output will go. In this section, we will add an input parameter
+to the greeting function.</p></div>
+<div class="paragraph"><p>The code changes from first.swift are highlighted below.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span> <span style="color: #990000">(</span><span style="color: #008080">string</span> s<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">s</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span><span style="color: #FF0000">"hello2.txt"</span><span style="color: #990000">>;</span>
+
+outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hello world"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>We have modified the signature of the greeting procedure to indicate
+that it takes a single parameter, s, of type <em>string</em>.</p></div>
+<div class="paragraph"><p>We have modified the invocation of the <em>echo</em> utility so that it takes
+the value of s as a parameter, instead of the string literal "Hello,
+world!".</p></div>
+<div class="paragraph"><p>We have modified the output file definition to point to a different file
+on disk.</p></div>
+<div class="paragraph"><p>We have modified the invocation of greeting so that a greeting string is
+supplied.</p></div>
+<div class="paragraph"><p>The code for this section can be found in parameter.swift. It can be
+invoked using the swift command, with output appearing in hello2.txt:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">swift</span> parameter<span style="color: #990000">.</span>swift</tt></pre></div></div>
+<div class="paragraph"><p>Now that we can choose our greeting text, we can call the same procedure
+with different parameters to generate several output files with
+different greetings. The code is in manyparam.swift and can be run as
+before using the swift command.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span> <span style="color: #990000">(</span><span style="color: #008080">string</span> s<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">s</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> english <span style="color: #990000"><</span><span style="color: #FF0000">"english.txt"</span><span style="color: #990000">>;</span>
+<span style="color: #008080">messagefile</span> french <span style="color: #990000"><</span><span style="color: #FF0000">"francais.txt"</span><span style="color: #990000">>;</span>
+english <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hello"</span><span style="color: #990000">);</span>
+french <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"bonjour"</span><span style="color: #990000">);</span>
+
+<span style="color: #008080">messagefile</span> japanese <span style="color: #990000"><</span><span style="color: #FF0000">"nihongo.txt"</span><span style="color: #990000">>;</span>
+japanese <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"konnichiwa"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>Note that we can intermingle definitions of variables with invocations
+of procedures.</p></div>
+<div class="paragraph"><p>When this program has been run, there should be three new files in the
+working directory (english.txt, francais.txt and nihongo.txt) each
+containing a greeting in a different language.</p></div>
+<div class="paragraph"><p>In addition to specifying parameters positionally, parameters can be
+named, and if desired a default value can be specified - see <a href="#named_parameters">Named and Optional Parameters</a>.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_adding_another_application">4.2. Adding another application</h3>
+<div class="paragraph"><p>Now we’ll define a new application procedure. The procedure we define
+will capitalise all the words in the input file.</p></div>
+<div class="paragraph"><p>To do this, we’ll use the unix tr (translate) utility. Here is an
+example of using tr on the unix command line, not using Swift:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">echo</span> hello <span style="color: #990000">|</span> tr <span style="color: #FF0000">'[a-z]'</span> <span style="color: #FF0000">'[A-Z]'</span>
+HELLO</tt></pre></div></div>
+<div class="ulist"><div class="title">There are several steps</div><ul>
+<li>
+<p>
+transformation catalog
+</p>
+</li>
+<li>
+<p>
+application block
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p>First we need to modify the transformation catalog to define a logical
+transformation for the tc utility. The transformation catalog can be
+found in etc/tc.data. There are already several entries specifying
+where programs can be found. Add a new line to the file, specifying
+where <strong>tr</strong> can be found (usually in /usr/bin/tr but it may differ on
+your system), like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">localhost</span> tr <span style="color: #990000">/</span>usr<span style="color: #990000">/</span>bin<span style="color: #990000">/</span>tr <span style="color: #008080">INSTALLED</span> INTEL32<span style="color: #990000">::</span>LINUX <span style="font-weight: bold"><span style="color: #0000FF">null</span></span></tt></pre></div></div>
+<div class="paragraph"><p>For now, ignore all of the fields except the second and the third. The
+second field tr specifies a logical application name and the third
+specifies the location of the application executable.</p></div>
+<div class="paragraph"><p>Now that we have defined where to find tr, we can use it in SwiftScript.</p></div>
+<div class="paragraph"><p>We can define a new procedure, capitalise, which calls tr.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #990000">(</span><span style="color: #008080">messagefile</span> o<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">capitalise</span></span><span style="color: #990000">(</span><span style="color: #008080">messagefile</span> i<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ tr <span style="color: #FF0000">"[a-z]"</span> <span style="color: #FF0000">"[A-Z]"</span> stdin<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>i<span style="color: #990000">)</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>o<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>We can call capitalise like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">messagefile</span> <span style="font-weight: bold"><span style="color: #0000FF">final</span></span> <span style="color: #990000"><</span><span style="color: #FF0000">"capitals.txt"</span><span style="color: #990000">>;</span>
+<span style="font-weight: bold"><span style="color: #0000FF">final</span></span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">capitalise</span></span><span style="color: #990000">(</span>hellofile<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>So a full program based on the first exercise might look like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span> <span style="color: #990000">(</span><span style="color: #008080">string</span> s<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">s</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> o<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">capitalise</span></span><span style="color: #990000">(</span><span style="color: #008080">messagefile</span> i<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ tr <span style="color: #FF0000">"[a-z]"</span> <span style="color: #FF0000">"[A-Z]"</span> stdin<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>i<span style="color: #990000">)</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>o<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> hellofile <span style="color: #990000"><</span><span style="color: #FF0000">"hello.txt"</span><span style="color: #990000">>;</span>
+<span style="color: #008080">messagefile</span> <span style="font-weight: bold"><span style="color: #0000FF">final</span></span> <span style="color: #990000"><</span><span style="color: #FF0000">"capitals.txt"</span><span style="color: #990000">>;</span>
+
+hellofile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hello from Swift"</span><span style="color: #990000">);</span>
+<span style="font-weight: bold"><span style="color: #0000FF">final</span></span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">capitalise</span></span><span style="color: #990000">(</span>hellofile<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>We can use the swift command to run it like this.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">swift</span> second_procedure<span style="color: #990000">.</span>swift
+<span style="color: #990000">...</span>
+$ <span style="color: #008080">cat</span> capitals<span style="color: #990000">.</span>txt
+HELLO FROM SWIFT</tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_anonymous_files">4.3. Anonymous files</h3>
+<div class="paragraph"><p>In the previous section, the file greeting.txt is used only to store
+an intermediate result. We don’t really care about which name is used
+for the file, and we can let Swift choose the name.</p></div>
+<div class="paragraph"><p>To do that, omit the mapping entirely when declaring outfile:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">messagefile</span> outfile<span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>Swift will choose a filename, which in the present version will be in a
+subdirectory called _concurrent.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_datatypes">4.4. Datatypes</h3>
+<div class="paragraph"><p>All data in variables and files has a data type. So far, we’ve seen two
+types:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+string - this is a built-in type for storing strings of text in
+ memory, much like in other programming languages
+</p>
+</li>
+<li>
+<p>
+messagefile - this is a user-defined type used to mark files as
+ containing messages
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p>SwiftScript has the additional built-in types: boolean, integer and
+float that function much like their counterparts in other programming
+languages.</p></div>
+<div class="paragraph"><p>It is also possible to create user defined types with more structure,
+for example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> details <span style="color: #FF0000">{</span>
+ <span style="color: #008080">string</span> name<span style="color: #990000">;</span>
+ <span style="color: #009900">int</span> pies<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>Each element of the structured type can be accessed using a . like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>person<span style="color: #990000">.</span>name <span style="color: #990000">=</span> <span style="color: #FF0000">"john"</span><span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>The following complete program, types.swift, outputs a greeting using a
+user-defined structure type to hold parameters for the message:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="color: #008080">type</span> details <span style="color: #FF0000">{</span>
+ <span style="color: #008080">string</span> name<span style="color: #990000">;</span>
+ <span style="color: #009900">int</span> pies<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span> <span style="color: #990000">(</span><span style="color: #008080">details</span> d<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #FF0000">"Hello. Your name is"</span> d<span style="color: #990000">.</span>name <span style="color: #FF0000">"and you have eaten"</span> d<span style="color: #990000">.</span>pies <span style="color: #FF0000">"pies."</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">details</span> person<span style="color: #990000">;</span>
+
+person<span style="color: #990000">.</span>name <span style="color: #990000">=</span> <span style="color: #FF0000">"John"</span><span style="color: #990000">;</span>
+person<span style="color: #990000">.</span>pies <span style="color: #990000">=</span> <span style="color: #993399">3</span><span style="color: #990000">;</span>
+
+<span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span><span style="color: #FF0000">"q15.txt"</span><span style="color: #990000">>;</span>
+
+outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span>person<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>Structured types can be comprised of marker types for files. See the
+later section on mappers for more information about this.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_arrays">4.5. Arrays</h3>
+<div class="paragraph"><p>We can define arrays using the [] suffix in a variable declaration:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">messagefile</span> m<span style="color: #990000">[];</span></tt></pre></div></div>
+<div class="paragraph"><p>This program, q5.swift, will declare an array of message files.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span> <span style="color: #990000">(</span><span style="color: #008080">string</span> s<span style="color: #990000">[])</span> <span style="color: #FF0000">{</span>
+ <span style="color: #008080">echo</span> s<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> s<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">]</span> s<span style="color: #990000">[</span><span style="color: #993399">2</span><span style="color: #990000">]</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span><span style="color: #FF0000">"q5out.txt"</span><span style="color: #990000">>;</span>
+
+<span style="color: #008080">string</span> words<span style="color: #990000">[]</span> <span style="color: #990000">=</span> <span style="color: #990000">[</span><span style="color: #FF0000">"how"</span><span style="color: #990000">,</span><span style="color: #FF0000">"are"</span><span style="color: #990000">,</span><span style="color: #FF0000">"you"</span><span style="color: #990000">];</span>
+
+outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span>words<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>Observe that the type of the parameter to greeting is now an array of
+strings, string s[], instead of a single string, string s, that
+elements of the array can be referenced numerically, for example s[0],
+and that the array is initialised using an array literal,
+["how","are","you"].</p></div>
+</div>
+<div class="sect2">
+<h3 id="_mappers">4.6. Mappers</h3>
+<div class="paragraph"><p>A significant difference between SwiftScript and other languages is that
+data can be referred to on disk through variables in a very similar
+fashion to data in memory. For example, in the above examples we have
+seen a variable definition like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span><span style="color: #FF0000">"q13greeting.txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>This means that outfile is a dataset variable, which is mapped to a
+file on disk called g13greeting.txt. This variable can be assigned to
+using = in a similar fashion to an in-memory variable. We can say that
+outfile is mapped onto the disk file q13greeting.txt by a mapper.</p></div>
+<div class="paragraph"><p>There are various ways of mapping in SwiftScript. Two forms have already
+been seen in this tutorial. Later exercises will introduce more forms.</p></div>
+<div class="paragraph"><p>The two forms of mapping seen so far are:</p></div>
+<div class="paragraph"><p>simple named mapping - the name of the file that a variable is mapped to
+is explictly listed. Like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span><span style="color: #FF0000">"greeting.txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>This is useful when you want to explicitly name input and output files
+for your program. For example, outfile in exercise HELLOWORLD.</p></div>
+<div class="paragraph"><p>anonymous mapping - no name is specified in the source code. A name is
+automatically generated for the file. This is useful for intermediate
+files that are only referenced through SwiftScript, such as outfile in
+exercise ANONYMOUSFILE. A variable declaration is mapped anonymously by
+ommitting any mapper definition, like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">messagefile</span> outfile<span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>Later exercises will introduce other ways of mapping from disk files to
+SwiftScript variables.</p></div>
+<div class="paragraph"><p>TODO: introduce @v syntax.</p></div>
+<div class="sect3">
+<h4 id="_the_regexp_mapper">4.6.1. The Regexp Mapper</h4>
+<div class="paragraph"><p>In this exercise, we introduce the regexp mapper. This mapper
+transforms a string expression using a regular expression, and uses the
+result of that transformation as the filename to map.</p></div>
+<div class="paragraph"><p>regexp.swift demonstrates the use of this by placing output into a
+file that is based on the name of the input file: our input file is
+mapped to the inputfile variable using the simple named mapper, and then
+we use the regular expression mapper to map the output file. Then we use
+the countwords() procedure to count the works in the input file and
+store the result in the output file. In order for the countwords()
+procedure to work correctly, add the wc utility (usually found in
+/usr/bin/wc) to tc.data.</p></div>
+<div class="paragraph"><p>The important bit of regexp.swift is:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">messagefile</span> inputfile <span style="color: #990000"><</span><span style="color: #FF0000">"q16.txt"</span><span style="color: #990000">>;</span>
+
+<span style="color: #008080">countfile</span> c <span style="color: #990000"><</span>regexp_mapper<span style="color: #990000">;</span>
+ source<span style="color: #990000">=</span>@inputfile<span style="color: #990000">,</span>
+ match<span style="color: #990000">=</span><span style="color: #FF0000">"(.*)txt"</span><span style="color: #990000">,</span>
+ transform<span style="color: #990000">=</span><span style="color: #FF0000">"</span><span style="color: #CC33CC">\\</span><span style="color: #FF0000">1count"</span>
+ <span style="color: #990000">>;</span></tt></pre></div></div>
+</div>
+<div class="sect3">
+<h4 id="_fixed_array_mapper">4.6.2. fixed_array_mapper</h4>
+<div class="paragraph"><p>The fixed array mapper maps a list of files into an array - each
+element of the array is mapped into one file in the specified directory.
+See fixedarray.swift.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile <span style="color: #FF0000">{}</span>
+<span style="color: #008080">type</span> countfile <span style="color: #FF0000">{}</span>
+
+<span style="color: #990000">(</span><span style="color: #008080">countfile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">countwords</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> f<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ wc <span style="color: #FF0000">"-w"</span> @<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>f<span style="color: #990000">)</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">string</span> inputNames <span style="color: #990000">=</span> <span style="color: #FF0000">"one.txt two.txt three.txt"</span><span style="color: #990000">;</span>
+<span style="color: #008080">string</span> outputNames <span style="color: #990000">=</span> <span style="color: #FF0000">"one.count two.count three.count"</span><span style="color: #990000">;</span>
+
+<span style="color: #008080">messagefile</span> inputfiles<span style="color: #990000">[]</span> <span style="color: #990000"><</span>fixed_array_mapper<span style="color: #990000">;</span>files<span style="color: #990000">=</span>inputNames<span style="color: #990000">>;</span>
+<span style="color: #008080">countfile</span> outputfiles<span style="color: #990000">[]</span> <span style="color: #990000"><</span>fixed_array_mapper<span style="color: #990000">;</span>files<span style="color: #990000">=</span>outputNames<span style="color: #990000">>;</span>
+
+outputfiles<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">countwords</span></span><span style="color: #990000">(</span>inputfiles<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]);</span>
+outputfiles<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">countwords</span></span><span style="color: #990000">(</span>inputfiles<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">]);</span>
+outputfiles<span style="color: #990000">[</span><span style="color: #993399">2</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">countwords</span></span><span style="color: #990000">(</span>inputfiles<span style="color: #990000">[</span><span style="color: #993399">2</span><span style="color: #990000">]);</span></tt></pre></div></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_foreach">4.7. foreach</h3>
+<div class="paragraph"><p>SwiftScript provides a control structure, foreach, to operate on each
+element of an array.</p></div>
+<div class="paragraph"><p>In this example, we will run the previous word counting example over
+each file in an array without having to explicitly list the array
+elements. The source code for this example is in foreach.swift. The
+three input files: one.txt, two.txt and three.txt are supplied.
+After you have run the workflow, you should see that there are three
+output files: one.count, two.count and three.count, each
+containing the word count for the corresponding input file. We combine
+the use of the fixed_array_mapper and the regexp_mapper.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile <span style="color: #FF0000">{}</span>
+<span style="color: #008080">type</span> countfile <span style="color: #FF0000">{}</span>
+
+<span style="color: #990000">(</span><span style="color: #008080">countfile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">countwords</span></span> <span style="color: #990000">(</span><span style="color: #008080">messagefile</span> f<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ wc <span style="color: #FF0000">"-w"</span> @<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>f<span style="color: #990000">)</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">string</span> inputNames <span style="color: #990000">=</span> <span style="color: #FF0000">"one.txt two.txt three.txt"</span><span style="color: #990000">;</span>
+
+<span style="color: #008080">messagefile</span> inputfiles<span style="color: #990000">[]</span> <span style="color: #990000"><</span>fixed_array_mapper<span style="color: #990000">;</span>files<span style="color: #990000">=</span>inputNames<span style="color: #990000">>;</span>
+
+
+foreach f <span style="color: #008080">in</span> inputfiles <span style="color: #FF0000">{</span>
+ <span style="color: #008080">countfile</span> c<span style="color: #990000"><</span>regexp_mapper<span style="color: #990000">;</span>
+ source<span style="color: #990000">=</span>@f<span style="color: #990000">,</span>
+ match<span style="color: #990000">=</span><span style="color: #FF0000">"(.*)txt"</span><span style="color: #990000">,</span>
+ transform<span style="color: #990000">=</span><span style="color: #FF0000">"</span><span style="color: #CC33CC">\\</span><span style="color: #FF0000">1count"</span><span style="color: #990000">>;</span>
+ c <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">countwords</span></span><span style="color: #990000">(</span>f<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_if">4.8. If</h3>
+<div class="paragraph"><p>Decisions can be made using <em>if</em>, like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF">if</span></span><span style="color: #990000">(</span>morning<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"good morning"</span><span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span> <span style="font-weight: bold"><span style="color: #0000FF">else</span></span> <span style="color: #FF0000">{</span>
+ outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"good afternoon"</span><span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>if.swift contains a simple example of this. Compile and run if.swift
+and see that it outputs "good morning". Changing the morning variable
+from true to false will cause the program to output "good afternoon".</p></div>
+</div>
+<div class="sect2">
+<h3 id="_sequential_iteration">4.9. Sequential iteration</h3>
+<div class="paragraph"><p>A development version of Swift after 0.2 (revision 1230) introduces a
+sequential iteration construct.</p></div>
+<div class="paragraph"><p>The following example demonstrates a simple application: each step of
+the iteration is a string representation of the byte count of the
+previous step’s output, with iteration terminating when the byte count
+reaches zero.</p></div>
+<div class="paragraph"><p>Here’s the program:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> counterfile<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">counterfile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">echo</span></span><span style="color: #990000">(</span><span style="color: #008080">string</span> m<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">m</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">counterfile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">countstep</span></span><span style="color: #990000">(</span><span style="color: #008080">counterfile</span> i<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ wcl @<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>i<span style="color: #990000">)</span> @<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">counterfile</span> a<span style="color: #990000">[]</span> <span style="color: #990000"><</span>simple_mapper<span style="color: #990000">;</span>prefix<span style="color: #990000">=</span><span style="color: #FF0000">"foldout"</span><span style="color: #990000">>;</span>
+
+a<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">echo</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"793578934574893"</span><span style="color: #990000">);</span>
+
+<span style="color: #008080">iterate</span> v <span style="color: #FF0000">{</span>
+ a<span style="color: #990000">[</span>v<span style="color: #990000">+</span><span style="color: #993399">1</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">countstep</span></span><span style="color: #990000">(</span>a<span style="color: #990000">[</span>v<span style="color: #990000">]);</span>
+ <span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"extract int value "</span><span style="color: #990000">,</span>@<span style="font-weight: bold"><span style="color: #000000">extractint</span></span><span style="color: #990000">(</span>a<span style="color: #990000">[</span>v<span style="color: #990000">+</span><span style="color: #993399">1</span><span style="color: #990000">]));</span>
+<span style="color: #FF0000">}</span> <span style="font-weight: bold"><span style="color: #000000">until</span></span> <span style="color: #990000">(</span>@<span style="font-weight: bold"><span style="color: #000000">extractint</span></span><span style="color: #990000">(</span>a<span style="color: #990000">[</span>v<span style="color: #990000">+</span><span style="color: #993399">1</span><span style="color: #990000">])</span> <span style="color: #990000"><=</span> <span style="color: #993399">1</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>echo is the standard unix echo.</p></div>
+<div class="paragraph"><p>wcl is our application code - it counts the number of bytes in the one
+file and writes that count out to another, like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ cat <span style="color: #990000">../</span>wcl
+#<span style="color: #990000">!/</span>bin<span style="color: #990000">/</span>bash
+echo <span style="color: #990000">-</span>n $<span style="color: #990000">(</span>wc <span style="color: #990000">-</span>c <span style="color: #990000"><</span> $<span style="color: #993399">1</span><span style="color: #990000">)</span> <span style="color: #990000">></span> $<span style="color: #993399">2</span>
+
+$ echo <span style="color: #990000">-</span><span style="color: #008080">n</span> hello <span style="color: #990000">></span> a
+$ wcl a b
+$ cat b
+<span style="color: #993399">5</span></tt></pre></div></div>
+<div class="paragraph"><p>Install the above wcl script somewhere and add a transformation catalog
+entry for it. Then run the example program like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">swift</span> iterate<span style="color: #990000">.</span>swift
+Swift <span style="color: #008080">svn</span> swift<span style="color: #990000">-</span><span style="color: #008080">r3334</span> cog<span style="color: #990000">-</span>r2752
+
+RunID<span style="color: #990000">:</span> <span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">2259</span><span style="color: #990000">-</span>gtlz8zf4
+Progress<span style="color: #990000">:</span>
+<span style="color: #008080">SwiftScript</span> trace<span style="color: #990000">:</span> extract <span style="color: #008080">int</span> value <span style="color: #990000">,</span> <span style="color: #993399">16.0</span>
+<span style="color: #008080">SwiftScript</span> trace<span style="color: #990000">:</span> extract <span style="color: #008080">int</span> value <span style="color: #990000">,</span> <span style="color: #993399">2.0</span>
+<span style="color: #008080">SwiftScript</span> trace<span style="color: #990000">:</span> extract <span style="color: #008080">int</span> value <span style="color: #990000">,</span> <span style="color: #993399">1.0</span>
+<span style="color: #008080">Final</span> status<span style="color: #990000">:</span> <span style="color: #008080">Finished</span> successfully<span style="color: #990000">:</span><span style="color: #993399">4</span>
+
+$ <span style="color: #008080">ls</span> foldout<span style="color: #990000">*</span>
+foldout0000 foldout0001 foldout0002 foldout0003</tt></pre></div></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_runtime_features">5. Runtime features</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="_visualising_the_workflow_as_a_graph">5.1. Visualising the workflow as a graph</h3>
+<div class="paragraph"><p>When running a workflow, its possible to generate a provenance graph at
+the same time:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ swift <span style="color: #990000">-</span><span style="color: #008080">pgraph</span> graph<span style="color: #990000">.</span><span style="color: #008080">dot</span> first<span style="color: #990000">.</span>swift
+$ dot <span style="color: #990000">-</span>ograph<span style="color: #990000">.</span>png <span style="color: #990000">-</span><span style="color: #008080">Tpng</span> graph<span style="color: #990000">.</span>dot</tt></pre></div></div>
+<div class="paragraph"><p>graph.png can then be viewed using your favourite image viewer. The dot application is part of the graphViz project. More information can be found at <a href="http://www.graphviz.org">http://www.graphviz.org</a>.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_running_on_a_remote_site">5.2. Running on a remote site</h3>
+<div class="paragraph"><p>As configured by default, all jobs are run locally. In the previous
+examples, we’ve invoked echo and tr executables from our SwiftScript
+program. These have been run on the local system (the same computer on
+which you ran swift). We can also make our computations run on a
+remote resource.</p></div>
+<div class="admonitionblock">
+<table><tr>
+<td class="icon">
+<img src="./images/icons/warning.png" alt="Warning" />
+</td>
+<td class="content">This example is necessarily more vague than previous examples,
+because its requires access to remote resources. You should ensure that
+you can submit a job using the globus-job-run (or globusrun-ws?)
+command(s).</td>
+</tr></table>
+</div>
+<div class="paragraph"><p>We do not need to modify any SwiftScript code to run on another
+resource. Instead, we must modify another catalog, the site catalog.
+This catalog provides details of the location that applications will be
+run, with the default settings referring to the local machine. We will
+modify it to refer to a remote resource - the UC Teraport cluster. If
+you are not a UC Teraport user, you should use details of a different
+resource that you do have access to.</p></div>
+<div class="paragraph"><p>The site catalog is located in etc/sites.xml and is a relatively
+straightforward XML format file. We must modify each of the following
+three settings: gridftp (which indicates how and where data can be
+transferred to the remote resource), jobmanager (which indicates how
+applications can be run on the remote resource) and workdirectory (which
+indicates where working storage can be found on the remote resource).</p></div>
+</div>
+<div class="sect2">
+<h3 id="_writing_a_mapper">5.3. Writing a mapper</h3>
+<div class="paragraph"><p>This section will introduce writing a custom mapper so that Swift is
+able to access data files laid out in application-specific ways.</p></div>
+<div class="paragraph"><p>An application-specific mapper must take the form of a Java class that
+implements the Mapper
+<a href="http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/Mapper.html">http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/Mapper.html</a>
+interface.</p></div>
+<div class="paragraph"><p>Usually you don’t need to implement this interface directly, because
+Swift provides a number of more concrete classes with some functionality
+already implemented.</p></div>
+<div class="paragraph"><p>The hierarchy of helper classes is:</p></div>
+<div class="paragraph"><p><a href="http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/Mapper.html">Mapper</a></p></div>
+<div class="paragraph"><p>This is the abstract interface for mappers in Swift. You must
+implement methods to provide access to mapper properties, to map from a
+SwiftScript dataset path (such as foo[1].bar) to a file name, to check
+whether a file exists. None of the default Swift mappers implement this
+interface directly - instead they use one of the following helper classes.</p></div>
+<div class="paragraph"><p><a href="http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/AbstractMapper.html">Abstract Mapper</a></p></div>
+<div class="paragraph"><p>This provides helper methods to manage mapper properties and to handle
+existance checking. Examples of mappers which use this class are:
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.array_mapper">Array Mapper</a>,
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.csv_mapper">CSV Mapper</a>,
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.fixed_array_mapper">Fixed Array Mapper</a>,
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.regexp_mapper">Regexp Mapper</a>,
+and <a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.single_file_mapper">Single File Mapper</a>.</p></div>
+<div class="paragraph"><p><a href="http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/file/AbstractFileMapper.html">AbstractFileMapper</a>
+This provides a helper class for mappers which select files based on
+selecting files from a directory listing. It is necessary to write some
+helper methods that are different from the above mapper methods.
+Examples of mappers which use this class are:
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.simple_mapper">simple_mapper</a>,
+<a href="http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.filesys_mapper">filesys_mapper</a>,
+and the (undocumented) StructuredRegularExpressionMapper.</p></div>
+<div class="paragraph"><p>In general, to write a mapper, choose either the AbstractMapper or the
+AbstractFileMapper and extend those. If your mapper will generally
+select the files it returns based on a directory listing and will
+convert paths to filenames using some regular conversion (for example,
+in the way that simple_mapper maps files in a directory that match a
+particular pattern), then you should probably use the
+AbstractFileMapper. If your mapper will produce a list of files in some
+other way (for example, in the way that csv_mapper maps based on
+filenames given in a CSV file rather than looking at which files are in
+a directory), then you should probably use the AbstractMapper.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_writing_a_very_basic_mapper">5.4. Writing a very basic mapper</h3>
+<div class="paragraph"><p>In this section, we will write a very basic (almost useless) mapper that
+will map a SwiftScript dataset into a hardcoded file called
+myfile.txt, like this:</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Swift variable Filename</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>var <-----------------------------> myfile.txt</tt></pre>
+</div></div>
+<div class="paragraph"><p>We should be able to use the mapper we write in a SwiftScript program
+like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+<span style="color: #008080">file</span> f <span style="color: #990000"><</span>my_first_mapper<span style="color: #990000">;>;</span></tt></pre></div></div>
+<div class="paragraph"><p>First we must choose a base class - AbstractMapper or
+AbstractFileMapper. We aren’t going to use a directory listing to decide
+on our mapping - we are getting the mapping from some other source (in
+fact, it will be hard coded). So we will use AbstractMapper.</p></div>
+<div class="paragraph"><p>So now onto the source code. We must define a subclass of AbstractMapper
+and implement several mapper methods: isStatic, existing, and map. These
+methods are documented in the javadoc for the Mapper interface.</p></div>
+<div class="paragraph"><p>Here is the code implementing this mapper. Put this in your source
+vdsk directory, make a directory src/tutorial/|and put this file in
+src/tutorial/MyFirstMapper.java.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000080">package</span></span> tutorial<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000080">import</span></span> java<span style="color: #990000">.</span>util<span style="color: #990000">.</span>Arrays<span style="color: #990000">;</span>
+<span style="font-weight: bold"><span style="color: #000080">import</span></span> java<span style="color: #990000">.</span>util<span style="color: #990000">.</span>Collection<span style="color: #990000">;</span>
+<span style="font-weight: bold"><span style="color: #000080">import</span></span> java<span style="color: #990000">.</span>util<span style="color: #990000">.</span>Collections<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000080">import</span></span> org<span style="color: #990000">.</span>griphyn<span style="color: #990000">.</span>vdl<span style="color: #990000">.</span>mapping<span style="color: #990000">.</span>AbsFile<span style="color: #990000">;</span>
+<span style="font-weight: bold"><span style="color: #000080">import</span></span> org<span style="color: #990000">.</span>griphyn<span style="color: #990000">.</span>vdl<span style="color: #990000">.</span>mapping<span style="color: #990000">.</span>AbstractMapper<span style="color: #990000">;</span>
+<span style="font-weight: bold"><span style="color: #000080">import</span></span> org<span style="color: #990000">.</span>griphyn<span style="color: #990000">.</span>vdl<span style="color: #990000">.</span>mapping<span style="color: #990000">.</span>Path<span style="color: #990000">;</span>
+<span style="font-weight: bold"><span style="color: #000080">import</span></span> org<span style="color: #990000">.</span>griphyn<span style="color: #990000">.</span>vdl<span style="color: #990000">.</span>mapping<span style="color: #990000">.</span>PhysicalFormat<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #0000FF">public</span></span> <span style="font-weight: bold"><span style="color: #0000FF">class</span></span> <span style="color: #008080">MyFirstMapper</span> <span style="font-weight: bold"><span style="color: #0000FF">extends</span></span> AbstractMapper <span style="color: #FF0000">{</span>
+
+ <span style="color: #008080">AbsFile</span> myfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #0000FF">new</span></span> <span style="font-weight: bold"><span style="color: #000000">AbsFile</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"myfile.txt"</span><span style="color: #990000">);</span>
+
+ <span style="font-weight: bold"><span style="color: #0000FF">public</span></span> <span style="color: #009900">boolean</span> <span style="font-weight: bold"><span style="color: #000000">isStatic</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">return</span></span> <span style="font-weight: bold"><span style="color: #0000FF">false</span></span><span style="color: #990000">;</span>
+ <span style="color: #FF0000">}</span>
+
+ <span style="font-weight: bold"><span style="color: #0000FF">public</span></span> <span style="color: #008080">Collection</span> <span style="font-weight: bold"><span style="color: #000000">existing</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">if</span></span> <span style="color: #990000">(</span>myfile<span style="color: #990000">.</span><span style="font-weight: bold"><span style="color: #000000">exists</span></span><span style="color: #990000">())</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">return</span></span> Arrays<span style="color: #990000">.</span><span style="font-weight: bold"><span style="color: #000000">asList</span></span><span style="color: #990000">(</span><span style="font-weight: bold"><span style="color: #0000FF">new</span></span> Path<span style="color: #990000">[]</span> <span style="color: #FF0000">{</span>Path<span style="color: #990000">.</span>EMPTY_PATH<span style="color: #FF0000">}</span><span style="color: #990000">);</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">else</span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF">return</span></span> Collections<span style="color: #990000">.</span>EMPTY_LIST<span style="color: #990000">;</span>
+ <span style="color: #FF0000">}</span>
+
+ <span style="font-weight: bold"><span style="color: #0000FF">public</span></span> <span style="color: #008080">PhysicalFormat</span> <span style="font-weight: bold"><span style="color: #000000">map</span></span><span style="color: #990000">(</span><span style="color: #008080">Path</span> p<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">if</span></span><span style="color: #990000">(</span>p<span style="color: #990000">.</span><span style="font-weight: bold"><span style="color: #000000">equals</span></span><span style="color: #990000">(</span>Path<span style="color: #990000">.</span>EMPTY_PATH<span style="color: #990000">))</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">return</span></span> myfile<span style="color: #990000">;</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">else</span></span>
+ <span style="font-weight: bold"><span style="color: #0000FF">return</span></span> <span style="font-weight: bold"><span style="color: #0000FF">null</span></span><span style="color: #990000">;</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>Now we need to inform the Swift engine about the existence of this
+mapper. We do that by editing the MapperFactory class definition, in
+src/org/griphyn/vdl/mapping/MapperFactory.java and adding a
+registerMapper call alongside the existing registerMapper calls, like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000000">registerMapper</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"my_first_mapper"</span><span style="color: #990000">,</span> tutorial<span style="color: #990000">.</span>MyFirstMapper<span style="color: #990000">.</span><span style="font-weight: bold"><span style="color: #0000FF">class</span></span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>The first parameter is the name of the mapper that will be used in
+SwiftScript program. The second parameter is the new Mapper class that
+we just wrote.</p></div>
+<div class="paragraph"><p>Now rebuild Swift using the "ant redist" target.</p></div>
+<div class="paragraph"><p>This new Swift build will be aware of your new mapper. We can test it
+out with a hello world program:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ echo <span style="color: #FF0000">"hello"</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span>my_first_mapper<span style="color: #990000">;>;</span>
+
+outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">();</span></tt></pre></div></div>
+<div class="paragraph"><p>Run this program, and hopefully you will find the "hello" string has
+been output into the hard coded output file myfile.txt:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">cat</span> myfile<span style="color: #990000">.</span>txt
+hello</tt></pre></div></div>
+<div class="paragraph"><p>So that’s a first very simple mapper implemented. Compare the source
+code to the single_file_mapper in
+<a href="http://www.ci.uchicago.edu/trac/swift/browser/trunk/src/org/griphyn/vdl/mapping/file/SingleFileMapper.java">SingleFileMapper.java</a>.
+There is not much more code to the single_file_mapper - mostly code to
+deal with the file parameter.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_starting_and_restarting">5.5. Starting and restarting</h3>
+<div class="paragraph"><p>Now we’re going to try out the restart capabilities of Swift. We will
+make a workflow that will deliberately fail, and then we will fix the
+problem so that Swift can continue with the workflow.</p></div>
+<div class="paragraph"><p>First we have the program in working form, restart.swift.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> f<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">touch</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ touch @f<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> f<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">processL</span></span><span style="color: #990000">(</span><span style="color: #008080">file</span> inp<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #FF0000">"processL"</span> stdout<span style="color: #990000">=</span>@f<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> f<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">processR</span></span><span style="color: #990000">(</span><span style="color: #008080">file</span> inp<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ broken <span style="color: #FF0000">"process"</span> stdout<span style="color: #990000">=</span>@f<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> f<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">join</span></span><span style="color: #990000">(</span><span style="color: #008080">file</span> left<span style="color: #990000">,</span> <span style="color: #008080">file</span> right<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ echo <span style="color: #FF0000">"join"</span> @left @<span style="color: #008080">right</span> stdout<span style="color: #990000">=</span>@f<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">file</span> f <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">touch</span></span><span style="color: #990000">();</span>
+
+<span style="color: #008080">file</span> g <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">processL</span></span><span style="color: #990000">(</span>f<span style="color: #990000">);</span>
+<span style="color: #008080">file</span> h <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">processR</span></span><span style="color: #990000">(</span>f<span style="color: #990000">);</span>
+
+<span style="color: #008080">file</span> i <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">join</span></span><span style="color: #990000">(</span>g<span style="color: #990000">,</span>h<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>We must define some transformation catalog entries:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">localhost</span> touch <span style="color: #990000">/</span>usr<span style="color: #990000">/</span>bin<span style="color: #990000">/</span>touch <span style="color: #008080">INSTALLED</span> INTEL32<span style="color: #990000">::</span>LINUX <span style="font-weight: bold"><span style="color: #0000FF">null</span></span>
+<span style="color: #008080">localhost</span> broken <span style="color: #990000">/</span>bin<span style="color: #990000">/</span><span style="font-weight: bold"><span style="color: #0000FF">true</span></span> <span style="color: #008080">INSTALLED</span> INTEL32<span style="color: #990000">::</span>LINUX <span style="font-weight: bold"><span style="color: #0000FF">null</span></span></tt></pre></div></div>
+<div class="paragraph"><p>Now we can run the program:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">swift</span> restart<span style="color: #990000">.</span>swift
+Swift <span style="color: #993399">0.9</span> swift<span style="color: #990000">-</span><span style="color: #008080">r2860</span> cog<span style="color: #990000">-</span>r2388
+
+RunID<span style="color: #990000">:</span> <span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1119</span><span style="color: #990000">-</span>3kgzzi15
+Progress<span style="color: #990000">:</span>
+<span style="color: #008080">Final</span> status<span style="color: #990000">:</span> <span style="color: #008080">Finished</span> successfully<span style="color: #990000">:</span><span style="color: #993399">4</span></tt></pre></div></div>
+<div class="paragraph"><p>Four jobs run - touch, echo, broken and a final echo. (note that broken
+isn’t actually broken yet).</p></div>
+<div class="paragraph"><p>Now we will break the broken job and see what happens. Replace the
+definition in tc.data for broken with this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">localhost</span> broken <span style="color: #990000">/</span>bin<span style="color: #990000">/</span><span style="font-weight: bold"><span style="color: #0000FF">false</span></span> <span style="color: #008080">INSTALLED</span> INTEL32<span style="color: #990000">::</span>LINUX <span style="font-weight: bold"><span style="color: #0000FF">null</span></span></tt></pre></div></div>
+<div class="paragraph"><p>Now when we run the workflow, the broken task fails:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">swift</span> restart<span style="color: #990000">.</span>swift
+
+Swift <span style="color: #993399">0.9</span> swift<span style="color: #990000">-</span><span style="color: #008080">r2860</span> cog<span style="color: #990000">-</span>r2388
+
+RunID<span style="color: #990000">:</span> <span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1121</span><span style="color: #990000">-</span>tssdcljg
+Progress<span style="color: #990000">:</span>
+Progress<span style="color: #990000">:</span> <span style="color: #008080">Stage</span> in<span style="color: #990000">:</span><span style="color: #993399">1</span> <span style="color: #008080">Finished</span> successfully<span style="color: #990000">:</span><span style="color: #993399">2</span>
+<span style="color: #008080">Execution</span> failed<span style="color: #990000">:</span>
+ Exception <span style="color: #008080">in</span> broken<span style="color: #990000">:</span>
+Arguments<span style="color: #990000">:</span> <span style="color: #990000">[</span>process<span style="color: #990000">]</span>
+Host<span style="color: #990000">:</span> localhost
+Directory<span style="color: #990000">:</span> restart<span style="color: #990000">-</span><span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1121</span><span style="color: #990000">-</span>tssdcljg<span style="color: #990000">/</span>jobs<span style="color: #990000">/</span><span style="color: #993399">1</span><span style="color: #990000">/</span>broken<span style="color: #990000">-</span>1i6ufisj
+stderr<span style="color: #990000">.</span>txt<span style="color: #990000">:</span>
+stdout<span style="color: #990000">.</span>txt<span style="color: #990000">:</span></tt></pre></div></div>
+<div class="paragraph"><p>From the output we can see that touch and the first echo completed, but
+then broken failed and so swift did not attempt to execute the final echo.</p></div>
+<div class="paragraph"><p>There will be a restart log with the same name as the RunID:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ ls <span style="color: #990000">*</span><span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1121</span><span style="color: #990000">-</span>tssdcljg<span style="color: #990000">*</span>rlog
+restart<span style="color: #990000">-</span><span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1121</span><span style="color: #990000">-</span>tssdcljg<span style="color: #990000">.</span><span style="color: #993399">0</span><span style="color: #990000">.</span>rlog</tt></pre></div></div>
+<div class="paragraph"><p>This restart log contains enough information for swift to know which
+parts of the workflow were executed successfully.</p></div>
+<div class="paragraph"><p>We can try to rerun it immediately, like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ swift <span style="color: #990000">-</span><span style="color: #008080">resume</span> restart<span style="color: #990000">-</span><span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1121</span><span style="color: #990000">-</span>tssdcljg<span style="color: #990000">.</span><span style="color: #993399">0</span><span style="color: #990000">.</span><span style="color: #008080">rlog</span> restart<span style="color: #990000">.</span>swift
+
+Swift <span style="color: #993399">0.9</span> swift<span style="color: #990000">-</span><span style="color: #008080">r2860</span> cog<span style="color: #990000">-</span>r2388
+
+RunID<span style="color: #990000">:</span> <span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1125</span><span style="color: #990000">-</span>7yx0zi6d
+Progress<span style="color: #990000">:</span>
+<span style="color: #008080">Execution</span> failed<span style="color: #990000">:</span>
+ Exception <span style="color: #008080">in</span> broken<span style="color: #990000">:</span>
+Arguments<span style="color: #990000">:</span> <span style="color: #990000">[</span>process<span style="color: #990000">]</span>
+Host<span style="color: #990000">:</span> localhost
+Directory<span style="color: #990000">:</span> restart<span style="color: #990000">-</span><span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1125</span><span style="color: #990000">-</span>7yx0zi6d<span style="color: #990000">/</span>jobs<span style="color: #990000">/</span>m<span style="color: #990000">/</span>broken<span style="color: #990000">-</span>msn1gisj
+stderr<span style="color: #990000">.</span>txt<span style="color: #990000">:</span>
+stdout<span style="color: #990000">.</span>txt<span style="color: #990000">:</span>
+
+<span style="color: #990000">----</span>
+
+<span style="color: #008080">Caused</span> by<span style="color: #990000">:</span>
+ Exit code <span style="color: #993399">1</span></tt></pre></div></div>
+<div class="paragraph"><p>Swift tried to resume the workflow by executing "broken" again. It did
+not try to run the touch or first echo jobs, because the restart log
+says that they do not need to be executed again.</p></div>
+<div class="paragraph"><p>Broken failed again, leaving the original restart log in place.</p></div>
+<div class="paragraph"><p>Now we will fix the problem with "broken" by restoring the original
+tc.data line that works.</p></div>
+<div class="paragraph"><p>Remove the existing "broken" line and replace it with the successful
+tc.data entry above:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">localhost</span> broken <span style="color: #990000">/</span>bin<span style="color: #990000">/</span><span style="font-weight: bold"><span style="color: #0000FF">true</span></span> <span style="color: #008080">INSTALLED</span> INTEL32<span style="color: #990000">::</span>LINUX <span style="font-weight: bold"><span style="color: #0000FF">null</span></span></tt></pre></div></div>
+<div class="paragraph"><p>Now run again:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ swift <span style="color: #990000">-</span><span style="color: #008080">resume</span> restart<span style="color: #990000">-</span><span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1121</span><span style="color: #990000">-</span>tssdcljg<span style="color: #990000">.</span><span style="color: #993399">0</span><span style="color: #990000">.</span><span style="color: #008080">rlog</span> restart<span style="color: #990000">.</span>swift
+
+Swift <span style="color: #993399">0.9</span> swift<span style="color: #990000">-</span><span style="color: #008080">r2860</span> cog<span style="color: #990000">-</span>r2388
+
+RunID<span style="color: #990000">:</span> <span style="color: #993399">20100526</span><span style="color: #990000">-</span><span style="color: #993399">1128</span><span style="color: #990000">-</span>a2gfuxhg
+Progress<span style="color: #990000">:</span>
+<span style="color: #008080">Final</span> status<span style="color: #990000">:</span> Initializing<span style="color: #990000">:</span><span style="color: #993399">2</span> <span style="color: #008080">Finished</span> successfully<span style="color: #990000">:</span><span style="color: #993399">2</span></tt></pre></div></div>
+<div class="paragraph"><p>Swift tries to run "broken" again. This time it works, and so Swift
+continues on to execute the final piece of the workflow as if nothing
+had ever gone wrong.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_bits">6. bits</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="_named_and_optional_parameters">6.1. Named and optional parameters</h3>
+<div class="paragraph"><p>anchor:named_parameters
+In addition to specifying parameters positionally, parameters can be
+named, and if desired a default value can be specified:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span> <span style="color: #990000">(</span><span style="color: #008080">string</span> s<span style="color: #990000">=</span><span style="color: #FF0000">"hello"</span><span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">s</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>When we invoke the procedure, we can specify values for the parameters
+by name. The following code can be found in q21.swift.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>french <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span>s<span style="color: #990000">=</span><span style="color: #FF0000">"bonjour"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>or we can let the default value apply:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>english <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">();</span></tt></pre></div></div>
+</div>
+</div>
+</div>
+</div>
+<div id="footnotes"><hr /></div>
+<div id="footer">
+<div id="footer-text">
+Last updated 2011-05-16 14:03:54 CDT
+</div>
+</div>
+</body>
+</html>
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+%%EOF
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===================================================================
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+A Swift Tutorial
+================
+
+:toc:
+:icons:
+:website: http://www.ci.uchicago.edu/swift/guides/tutorial.php
+:numbered:
+
+[abstract]
+Abstract
+--------
+This is an introductory tutorial on the use of Swift and its programming
+language SwiftScript.
+
+Introduction
+------------
+This tutorial is intended to introduce new users to the basics of Swift.
+It is structured as a series of small exercise/examples which you can
+try for yourself as you read along. After the first 'hello world'
+example, there are two tracks - the language track (which introduces
+features of the SwiftScript language) and the runtime track (which
+introduces features of the Swift runtime environment, such as running
+jobs on different sites).
+
+For information on getting an installation of Swift running, consult the
+Swift Quickstart Guide <http://www.ci.uchicago.edu/swift/guides/quickstartguide.php>, and
+return to this document when you have successfully run the test
+SwiftScript program mentioned there.
+
+There is also a Swift User's Guide
+<http://www.ci.uchicago.edu/swift/guides/userguide.php> which contains
+more detailed reference material on topics covered in this manual. All
+of the programs included in this tutorial can be found in your Swift
+distribution in the examples/swift directory.
+
+Hello World
+-----------
+The first example program, first.swift, outputs a hello world message
+into a file called hello.txt.
+
+.first.swift
+************
+[java]
+source~~~~
+include::../../examples/first.swift[]
+source~~~~
+************
+
+We can run this program as follows:
+[java]
+source~~~~
+$ cd examples/swift/
+$ swift first.swift
+Swift svn swift-r3334 (swift modified locally) cog-r2752
+
+RunID: 20100526-1925-8zjupq1b
+Progress:
+Final status: Finished successfully:1
+$ cat hello.txt
+Hello, world!
+source~~~~
+
+The basic structure of this program is a type definition, an
+application procedure definition, a variable definition and then a
+call to the procedure:
+
+[java]
+source~~~~
+type messagefile;
+source~~~~
+
+First we define a new type, called messagefile. In this example, we will
+use this messagefile type as the type for our output message.
+
+
+All data in SwiftScript must be typed, whether it is stored in memory or
+on disk. This example defines a very simple type. Later on we will see
+more complex type examples.
+
+[java]
+source~~~~
+app (messagefile t) greeting() {
+ echo "Hello, world!" stdout=@filename(t);
+}
+source~~~~
+
+Next we define a procedure called greeting. This procedure will write
+out the "hello world" message to a file.
+
+To achieve this, it executes the unix utility 'echo' with a parameter
+"Hello, world!" and directs the standard output into the output file.
+
+The actual file to use is specified by the return parameter, t.
+
+messagefile outfile <"hello.txt">;
+
+Here we define a variable called outfile. The type of this variable is
+messagefile, and we specify that the contents of this variable will be
+stored on disk in a file called hello.txt
+
+outfile = greeting();
+
+Now we call the greeting procedure, with its output going to the outfile
+variable and therefore to hello.txt on disk.
+
+Over the following exercises, we'll extend this simple hello world
+program to demonstrate various features of Swift.
+
+
+Language features
+-----------------
+
+Parameters
+~~~~~~~~~~
+
+Procedures can have parameters. Input parameters specify inputs to the
+procedure and output parameters specify outputs. Our helloworld greeting
+procedure already uses an output parameter, t, which indicates where the
+greeting output will go. In this section, we will add an input parameter
+to the greeting function.
+
+The code changes from first.swift are highlighted below.
+
+[java]
+source~~~~
+include::../../examples/parameter.swift[]
+source~~~~
+
+We have modified the signature of the greeting procedure to indicate
+that it takes a single parameter, s, of type 'string'.
+
+We have modified the invocation of the 'echo' utility so that it takes
+the value of s as a parameter, instead of the string literal "Hello,
+world!".
+
+We have modified the output file definition to point to a different file
+on disk.
+
+We have modified the invocation of greeting so that a greeting string is
+supplied.
+
+The code for this section can be found in parameter.swift. It can be
+invoked using the swift command, with output appearing in hello2.txt:
+
+[java]
+source~~~~
+$ swift parameter.swift
+source~~~~
+
+Now that we can choose our greeting text, we can call the same procedure
+with different parameters to generate several output files with
+different greetings. The code is in manyparam.swift and can be run as
+before using the swift command.
+
+[java]
+source~~~~
+include::../../examples/manyparam.swift[]
+source~~~~
+
+Note that we can intermingle definitions of variables with invocations
+of procedures.
+
+When this program has been run, there should be three new files in the
+working directory (english.txt, francais.txt and nihongo.txt) each
+containing a greeting in a different language.
+
+In addition to specifying parameters positionally, parameters can be
+named, and if desired a default value can be specified - see <<named_parameters, Named and Optional Parameters>>.
+
+Adding another application
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+Now we'll define a new application procedure. The procedure we define
+will capitalise all the words in the input file.
+
+To do this, we'll use the unix tr (translate) utility. Here is an
+example of using tr on the unix command line, not using Swift:
+
+[java]
+source~~~~
+$ echo hello | tr '[a-z]' '[A-Z]'
+HELLO
+source~~~~
+
+.There are several steps
+- transformation catalog
+- application block
+
+First we need to modify the transformation catalog to define a logical
+transformation for the tc utility. The transformation catalog can be
+found in etc/tc.data. There are already several entries specifying
+where programs can be found. Add a new line to the file, specifying
+where *tr* can be found (usually in /usr/bin/tr but it may differ on
+your system), like this:
+
+[java]
+source~~~~
+localhost tr /usr/bin/tr INSTALLED INTEL32::LINUX null
+source~~~~
+
+For now, ignore all of the fields except the second and the third. The
+second field tr specifies a logical application name and the third
+specifies the location of the application executable.
+
+Now that we have defined where to find tr, we can use it in SwiftScript.
+
+We can define a new procedure, capitalise, which calls tr.
+
+[java]
+source~~~~
+(messagefile o) capitalise(messagefile i) {
+ app {
+ tr "[a-z]" "[A-Z]" stdin=@filename(i) stdout=@filename(o);
+ }
+}
+source~~~~
+We can call capitalise like this:
+
+[java]
+source~~~~
+messagefile final <"capitals.txt">;
+final = capitalise(hellofile);
+source~~~~
+
+So a full program based on the first exercise might look like this:
+
+[java]
+source~~~~
+include::../../examples/second_procedure.swift[]
+source~~~~
+
+We can use the swift command to run it like this.
+
+[java]
+source~~~~
+$ swift second_procedure.swift
+...
+$ cat capitals.txt
+HELLO FROM SWIFT
+source~~~~
+
+Anonymous files
+~~~~~~~~~~~~~~~
+In the previous section, the file greeting.txt is used only to store
+an intermediate result. We don't really care about which name is used
+for the file, and we can let Swift choose the name.
+
+To do that, omit the mapping entirely when declaring outfile:
+
+[java]
+source~~~~
+messagefile outfile;
+source~~~~
+
+Swift will choose a filename, which in the present version will be in a
+subdirectory called _concurrent.
+
+
+Datatypes
+~~~~~~~~~
+All data in variables and files has a data type. So far, we've seen two
+types:
+
+ - string - this is a built-in type for storing strings of text in
+ memory, much like in other programming languages
+ - messagefile - this is a user-defined type used to mark files as
+ containing messages
+
+SwiftScript has the additional built-in types: boolean, integer and
+float that function much like their counterparts in other programming
+languages.
+
+It is also possible to create user defined types with more structure,
+for example:
+
+[java]
+source~~~~
+type details {
+ string name;
+ int pies;
+}
+source~~~~
+
+Each element of the structured type can be accessed using a . like this:
+
+[java]
+source~~~~
+person.name = "john";
+source~~~~
+
+The following complete program, types.swift, outputs a greeting using a
+user-defined structure type to hold parameters for the message:
+
+[java]
+source~~~~
+include::../../examples/types.swift[]
+source~~~~
+
+Structured types can be comprised of marker types for files. See the
+later section on mappers for more information about this.
+
+
+Arrays
+~~~~~~
+
+We can define arrays using the [] suffix in a variable declaration:
+
+[java]
+source~~~~
+messagefile m[];
+source~~~~
+
+This program, q5.swift, will declare an array of message files.
+
+[java]
+source~~~~
+include::../../examples/q5.swift[]
+source~~~~
+
+Observe that the type of the parameter to greeting is now an array of
+strings, string s[], instead of a single string, string s, that
+elements of the array can be referenced numerically, for example s[0],
+and that the array is initialised using an array literal,
+["how","are","you"].
+
+
+Mappers
+~~~~~~~
+
+A significant difference between SwiftScript and other languages is that
+data can be referred to on disk through variables in a very similar
+fashion to data in memory. For example, in the above examples we have
+seen a variable definition like this:
+
+[java]
+source~~~~
+messagefile outfile <"q13greeting.txt">;
+source~~~~
+
+This means that outfile is a dataset variable, which is mapped to a
+file on disk called g13greeting.txt. This variable can be assigned to
+using = in a similar fashion to an in-memory variable. We can say that
+outfile is mapped onto the disk file q13greeting.txt by a mapper.
+
+There are various ways of mapping in SwiftScript. Two forms have already
+been seen in this tutorial. Later exercises will introduce more forms.
+
+The two forms of mapping seen so far are:
+
+simple named mapping - the name of the file that a variable is mapped to
+is explictly listed. Like this:
+
+[java]
+source~~~~
+messagefile outfile <"greeting.txt">;
+source~~~~
+
+This is useful when you want to explicitly name input and output files
+for your program. For example, outfile in exercise HELLOWORLD.
+
+anonymous mapping - no name is specified in the source code. A name is
+automatically generated for the file. This is useful for intermediate
+files that are only referenced through SwiftScript, such as outfile in
+exercise ANONYMOUSFILE. A variable declaration is mapped anonymously by
+ommitting any mapper definition, like this:
+
+[java]
+source~~~~
+messagefile outfile;
+source~~~~
+
+Later exercises will introduce other ways of mapping from disk files to
+SwiftScript variables.
+
+TODO: introduce @v syntax.
+
+
+The Regexp Mapper
+^^^^^^^^^^^^^^^^^
+In this exercise, we introduce the regexp mapper. This mapper
+transforms a string expression using a regular expression, and uses the
+result of that transformation as the filename to map.
+
+regexp.swift demonstrates the use of this by placing output into a
+file that is based on the name of the input file: our input file is
+mapped to the inputfile variable using the simple named mapper, and then
+we use the regular expression mapper to map the output file. Then we use
+the countwords() procedure to count the works in the input file and
+store the result in the output file. In order for the countwords()
+procedure to work correctly, add the wc utility (usually found in
+/usr/bin/wc) to tc.data.
+
+The important bit of regexp.swift is:
+
+[java]
+source~~~~
+messagefile inputfile <"q16.txt">;
+
+countfile c <regexp_mapper;
+ source=@inputfile,
+ match="(.*)txt",
+ transform="\\1count"
+ >;
+source~~~~
+
+fixed_array_mapper
+^^^^^^^^^^^^^^^^^^
+The fixed array mapper maps a list of files into an array - each
+element of the array is mapped into one file in the specified directory.
+See fixedarray.swift.
+
+[java]
+source~~~~
+include::../../examples/fixedarray.swift[]
+source~~~~
+
+foreach
+~~~~~~~
+SwiftScript provides a control structure, foreach, to operate on each
+element of an array.
+
+In this example, we will run the previous word counting example over
+each file in an array without having to explicitly list the array
+elements. The source code for this example is in foreach.swift. The
+three input files: one.txt, two.txt and three.txt are supplied.
+After you have run the workflow, you should see that there are three
+output files: one.count, two.count and three.count, each
+containing the word count for the corresponding input file. We combine
+the use of the fixed_array_mapper and the regexp_mapper.
+
+[java]
+source~~~~
+include::../../examples/foreach.swift[]
+source~~~~
+
+If
+~~
+Decisions can be made using 'if', like this:
+
+[java]
+source~~~~
+if(morning) {
+ outfile = greeting("good morning");
+} else {
+ outfile = greeting("good afternoon");
+}
+source~~~~
+
+if.swift contains a simple example of this. Compile and run if.swift
+and see that it outputs "good morning". Changing the morning variable
+from true to false will cause the program to output "good afternoon".
+
+Sequential iteration
+~~~~~~~~~~~~~~~~~~~~
+
+A development version of Swift after 0.2 (revision 1230) introduces a
+sequential iteration construct.
+
+The following example demonstrates a simple application: each step of
+the iteration is a string representation of the byte count of the
+previous step's output, with iteration terminating when the byte count
+reaches zero.
+
+Here's the program:
+
+[java]
+source~~~~
+include::../../examples/iterate.swift[]
+source~~~~
+
+echo is the standard unix echo.
+
+wcl is our application code - it counts the number of bytes in the one
+file and writes that count out to another, like this:
+
+[java]
+source~~~~
+$ cat ../wcl
+#!/bin/bash
+echo -n $(wc -c < $1) > $2
+
+$ echo -n hello > a
+$ wcl a b
+$ cat b
+5
+source~~~~
+
+Install the above wcl script somewhere and add a transformation catalog
+entry for it. Then run the example program like this:
+
+[java]
+source~~~~
+$ swift iterate.swift
+Swift svn swift-r3334 cog-r2752
+
+RunID: 20100526-2259-gtlz8zf4
+Progress:
+SwiftScript trace: extract int value , 16.0
+SwiftScript trace: extract int value , 2.0
+SwiftScript trace: extract int value , 1.0
+Final status: Finished successfully:4
+
+$ ls foldout*
+foldout0000 foldout0001 foldout0002 foldout0003
+source~~~~
+
+Runtime features
+----------------
+
+Visualising the workflow as a graph
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+When running a workflow, its possible to generate a provenance graph at
+the same time:
+
+[java]
+source~~~~~
+$ swift -pgraph graph.dot first.swift
+$ dot -ograph.png -Tpng graph.dot
+source~~~~
+
+graph.png can then be viewed using your favourite image viewer. The dot application is part of the graphViz project. More information can be found at http://www.graphviz.org.
+
+Running on a remote site
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+As configured by default, all jobs are run locally. In the previous
+examples, we've invoked echo and tr executables from our SwiftScript
+program. These have been run on the local system (the same computer on
+which you ran swift). We can also make our computations run on a
+remote resource.
+
+WARNING: This example is necessarily more vague than previous examples,
+because its requires access to remote resources. You should ensure that
+you can submit a job using the globus-job-run (or globusrun-ws?)
+command(s).
+
+We do not need to modify any SwiftScript code to run on another
+resource. Instead, we must modify another catalog, the site catalog.
+This catalog provides details of the location that applications will be
+run, with the default settings referring to the local machine. We will
+modify it to refer to a remote resource - the UC Teraport cluster. If
+you are not a UC Teraport user, you should use details of a different
+resource that you do have access to.
+
+The site catalog is located in etc/sites.xml and is a relatively
+straightforward XML format file. We must modify each of the following
+three settings: gridftp (which indicates how and where data can be
+transferred to the remote resource), jobmanager (which indicates how
+applications can be run on the remote resource) and workdirectory (which
+indicates where working storage can be found on the remote resource).
+
+
+Writing a mapper
+~~~~~~~~~~~~~~~~
+
+This section will introduce writing a custom mapper so that Swift is
+able to access data files laid out in application-specific ways.
+
+An application-specific mapper must take the form of a Java class that
+implements the Mapper
+<http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/Mapper.html>
+interface.
+
+Usually you don't need to implement this interface directly, because
+Swift provides a number of more concrete classes with some functionality
+already implemented.
+
+The hierarchy of helper classes is:
+
+http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/Mapper.html[Mapper]
+
+This is the abstract interface for mappers in Swift. You must
+implement methods to provide access to mapper properties, to map from a
+SwiftScript dataset path (such as foo[1].bar) to a file name, to check
+whether a file exists. None of the default Swift mappers implement this
+interface directly - instead they use one of the following helper classes.
+
+http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/AbstractMapper.html[Abstract Mapper]
+
+This provides helper methods to manage mapper properties and to handle
+existance checking. Examples of mappers which use this class are:
+http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.array_mapper[Array Mapper],
+http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.csv_mapper[CSV Mapper],
+http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.fixed_array_mapper[Fixed Array Mapper],
+http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.regexp_mapper[Regexp Mapper],
+and http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.single_file_mapper[Single File Mapper].
+
+http://www.ci.uchicago.edu/swift/javadoc/vdsk/org/griphyn/vdl/mapping/file/AbstractFileMapper.html[AbstractFileMapper]
+This provides a helper class for mappers which select files based on
+selecting files from a directory listing. It is necessary to write some
+helper methods that are different from the above mapper methods.
+Examples of mappers which use this class are:
+http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.simple_mapper[simple_mapper],
+http://www.ci.uchicago.edu/swift/guides/userguide.php#mapper.filesys_mapper[filesys_mapper],
+and the (undocumented) StructuredRegularExpressionMapper.
+
+In general, to write a mapper, choose either the AbstractMapper or the
+AbstractFileMapper and extend those. If your mapper will generally
+select the files it returns based on a directory listing and will
+convert paths to filenames using some regular conversion (for example,
+in the way that simple_mapper maps files in a directory that match a
+particular pattern), then you should probably use the
+AbstractFileMapper. If your mapper will produce a list of files in some
+other way (for example, in the way that csv_mapper maps based on
+filenames given in a CSV file rather than looking at which files are in
+a directory), then you should probably use the AbstractMapper.
+
+
+Writing a very basic mapper
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+In this section, we will write a very basic (almost useless) mapper that
+will map a SwiftScript dataset into a hardcoded file called
+myfile.txt, like this:
+
+
+ Swift variable Filename
+
+ var <-----------------------------> myfile.txt
+
+We should be able to use the mapper we write in a SwiftScript program
+like this:
+
+[java]
+source~~~~
+type file;
+file f <my_first_mapper;>;
+source~~~~
+
+First we must choose a base class - AbstractMapper or
+AbstractFileMapper. We aren't going to use a directory listing to decide
+on our mapping - we are getting the mapping from some other source (in
+fact, it will be hard coded). So we will use AbstractMapper.
+
+So now onto the source code. We must define a subclass of AbstractMapper
+and implement several mapper methods: isStatic, existing, and map. These
+methods are documented in the javadoc for the Mapper interface.
+
+Here is the code implementing this mapper. Put this in your source
+vdsk directory, make a directory src/tutorial/|and put this file in
+src/tutorial/MyFirstMapper.java.
+
+[java]
+source~~~~
+package tutorial;
+
+import java.util.Arrays;
+import java.util.Collection;
+import java.util.Collections;
+
+import org.griphyn.vdl.mapping.AbsFile;
+import org.griphyn.vdl.mapping.AbstractMapper;
+import org.griphyn.vdl.mapping.Path;
+import org.griphyn.vdl.mapping.PhysicalFormat;
+
+public class MyFirstMapper extends AbstractMapper {
+
+ AbsFile myfile = new AbsFile("myfile.txt");
+
+ public boolean isStatic() {
+ return false;
+ }
+
+ public Collection existing() {
+ if (myfile.exists())
+ return Arrays.asList(new Path[] {Path.EMPTY_PATH});
+ else
+ return Collections.EMPTY_LIST;
+ }
+
+ public PhysicalFormat map(Path p) {
+ if(p.equals(Path.EMPTY_PATH))
+ return myfile;
+ else
+ return null;
+ }
+}
+source~~~~
+
+Now we need to inform the Swift engine about the existence of this
+mapper. We do that by editing the MapperFactory class definition, in
+src/org/griphyn/vdl/mapping/MapperFactory.java and adding a
+registerMapper call alongside the existing registerMapper calls, like this:
+
+[java]
+source~~~~
+registerMapper("my_first_mapper", tutorial.MyFirstMapper.class);
+source~~~~
+
+The first parameter is the name of the mapper that will be used in
+SwiftScript program. The second parameter is the new Mapper class that
+we just wrote.
+
+Now rebuild Swift using the "ant redist" target.
+
+This new Swift build will be aware of your new mapper. We can test it
+out with a hello world program:
+
+[java]
+source~~~~
+type messagefile;
+
+(messagefile t) greeting() {
+ app {
+ echo "hello" stdout=@filename(t);
+ }
+}
+
+messagefile outfile <my_first_mapper;>;
+
+outfile = greeting();
+source~~~~
+
+Run this program, and hopefully you will find the "hello" string has
+been output into the hard coded output file myfile.txt:
+
+[java]
+source~~~~
+$ cat myfile.txt
+hello
+source~~~~
+
+So that's a first very simple mapper implemented. Compare the source
+code to the single_file_mapper in
+http://www.ci.uchicago.edu/trac/swift/browser/trunk/src/org/griphyn/vdl/mapping/file/SingleFileMapper.java[SingleFileMapper.java].
+There is not much more code to the single_file_mapper - mostly code to
+deal with the file parameter.
+
+
+Starting and restarting
+~~~~~~~~~~~~~~~~~~~~~~~
+
+Now we're going to try out the restart capabilities of Swift. We will
+make a workflow that will deliberately fail, and then we will fix the
+problem so that Swift can continue with the workflow.
+
+First we have the program in working form, restart.swift.
+
+[java]
+source~~~~
+include::../../examples/restart.swift[]
+source~~~~
+
+We must define some transformation catalog entries:
+
+[java]
+source~~~~
+localhost touch /usr/bin/touch INSTALLED INTEL32::LINUX null
+localhost broken /bin/true INSTALLED INTEL32::LINUX null
+source~~~~
+
+Now we can run the program:
+
+[java]
+source~~~~
+$ swift restart.swift
+Swift 0.9 swift-r2860 cog-r2388
+
+RunID: 20100526-1119-3kgzzi15
+Progress:
+Final status: Finished successfully:4
+source~~~~
+
+Four jobs run - touch, echo, broken and a final echo. (note that broken
+isn't actually broken yet).
+
+Now we will break the broken job and see what happens. Replace the
+definition in tc.data for broken with this:
+
+[java]
+source~~~~
+localhost broken /bin/false INSTALLED INTEL32::LINUX null
+source~~~~
+
+Now when we run the workflow, the broken task fails:
+
+[java]
+source~~~~
+$ swift restart.swift
+
+Swift 0.9 swift-r2860 cog-r2388
+
+RunID: 20100526-1121-tssdcljg
+Progress:
+Progress: Stage in:1 Finished successfully:2
+Execution failed:
+ Exception in broken:
+Arguments: [process]
+Host: localhost
+Directory: restart-20100526-1121-tssdcljg/jobs/1/broken-1i6ufisj
+stderr.txt:
+stdout.txt:
+source~~~~
+
+From the output we can see that touch and the first echo completed, but
+then broken failed and so swift did not attempt to execute the final echo.
+
+There will be a restart log with the same name as the RunID:
+
+[java]
+source~~~~
+$ ls *20100526-1121-tssdcljg*rlog
+restart-20100526-1121-tssdcljg.0.rlog
+source~~~~
+
+This restart log contains enough information for swift to know which
+parts of the workflow were executed successfully.
+
+We can try to rerun it immediately, like this:
+
+[java]
+source~~~~
+$ swift -resume restart-20100526-1121-tssdcljg.0.rlog restart.swift
+
+Swift 0.9 swift-r2860 cog-r2388
+
+RunID: 20100526-1125-7yx0zi6d
+Progress:
+Execution failed:
+ Exception in broken:
+Arguments: [process]
+Host: localhost
+Directory: restart-20100526-1125-7yx0zi6d/jobs/m/broken-msn1gisj
+stderr.txt:
+stdout.txt:
+
+----
+
+Caused by:
+ Exit code 1
+source~~~~
+
+Swift tried to resume the workflow by executing "broken" again. It did
+not try to run the touch or first echo jobs, because the restart log
+says that they do not need to be executed again.
+
+Broken failed again, leaving the original restart log in place.
+
+Now we will fix the problem with "broken" by restoring the original
+tc.data line that works.
+
+Remove the existing "broken" line and replace it with the successful
+tc.data entry above:
+
+[java]
+source~~~~
+localhost broken /bin/true INSTALLED INTEL32::LINUX null
+source~~~~
+
+Now run again:
+
+[java]
+source~~~~
+$ swift -resume restart-20100526-1121-tssdcljg.0.rlog restart.swift
+
+Swift 0.9 swift-r2860 cog-r2388
+
+RunID: 20100526-1128-a2gfuxhg
+Progress:
+Final status: Initializing:2 Finished successfully:2
+source~~~~
+
+Swift tries to run "broken" again. This time it works, and so Swift
+continues on to execute the final piece of the workflow as if nothing
+had ever gone wrong.
+
+
+bits
+----
+
+Named and optional parameters
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+anchor:named_parameters
+In addition to specifying parameters positionally, parameters can be
+named, and if desired a default value can be specified:
+
+[java]
+source~~~~
+(messagefile t) greeting (string s="hello") {
+ app {
+ echo s stdout=@filename(t);
+ }
+}
+source~~~~
+
+When we invoke the procedure, we can specify values for the parameters
+by name. The following code can be found in q21.swift.
+
+[java]
+source~~~~
+french = greeting(s="bonjour");
+source~~~~
+
+or we can let the default value apply:
+
+[java]
+source~~~~
+english = greeting();
+source~~~~
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+</head>
+<body class="article">
+<div id="header">
+<h1>Swift User Guide</h1>
+<div id="toc">
+ <div id="toctitle">Table of Contents</div>
+ <noscript><p><b>JavaScript must be enabled in your browser to display the table of contents.</b></p></noscript>
+</div>
+</div>
+<div id="content">
+<div class="sect1">
+<h2 id="_overview">1. Overview</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This manual provides reference material for Swift: the SwiftScript
+language and the Swift runtime system. For introductory material,
+consult the Swift tutorial
+<a href="http://www.ci.uchicago.edu/swift/guides/tutorial.php">http://www.ci.uchicago.edu/swift/guides/tutorial.php</a>.</p></div>
+<div class="paragraph"><p>Swift is a data-oriented coarse grained scripting language that supports
+dataset typing and mapping, dataset iteration, conditional branching,
+and procedural composition.</p></div>
+<div class="paragraph"><p>Swift programs (or workflows) are written in a language called
+SwiftScript.</p></div>
+<div class="paragraph"><p>SwiftScript programs are dataflow oriented - they are primarily
+concerned with processing (possibly large) collections of data files, by
+invoking programs to do that processing. Swift handles execution of such
+programs on remote sites by choosing sites, handling the staging of
+input and output files to and from the chosen sites and remote execution
+of program code.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_the_swiftscript_language">2. The SwiftScript Language</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="_language_basics">2.1. Language basics</h3>
+<div class="paragraph"><p>A Swift script describes data, application components, invocations of
+applications components, and the inter-relations (data flow) between
+those invocations.</p></div>
+<div class="paragraph"><p>Data is represented in a script by strongly-typed single-assignment
+variables. The syntax superficially resembles C and Java. For example,
+{ and } characters are used to enclose blocks of statements.</p></div>
+<div class="paragraph"><p>Types in Swift can be atomic or composite. An atomic type can be
+either a primitive type or a mapped type. Swift provides a fixed set
+of primitive types, such as integer and string. A mapped type
+indicates that the actual data does not reside in CPU addressable memory
+(as it would in conventional programming languages), but in POSIX-like
+files. Composite types are further subdivided into structures and
+arrays. Structures are similar in most respects to structure types in
+other languages. Arrays use numeric indices, but are sparse. They can
+contain elements of any type, including other array types, but all
+elements in an array must be of the same type. We often refer to
+instances of composites of mapped types as datasets.</p></div>
+<div class="paragraph"><p><span class="image">
+<img src="type-hierarchy.png" alt="type-hierarchy.png" />
+</span></p></div>
+<div class="paragraph"><p>Mapped type and composite type variable declarations can be annotated
+with a mapping descriptor indicating the file(s) that make up that
+dataset. For example, the following line declares a variable named
+photo with type image. It additionally declares that the data for
+this variable is stored in a single file named shane.jpeg.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">image</span> photo <span style="color: #990000"><</span><span style="color: #FF0000">"shane.jpeg"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>Component programs of scripts are declared in an app declaration, with
+the description of the command line syntax for that program and a list
+of input and output data. An app block describes a functional/dataflow
+style interface to imperative components.</p></div>
+<div class="paragraph"><p>For example, the following example lists a procedure which makes use of
+the ImageMagick <a href="http://www.imagemagick.org/">http://www.imagemagick.org/</a> convert command to
+rotate a supplied image by a specified angle:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">image</span> output<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">rotate</span></span><span style="color: #990000">(</span><span style="color: #008080">image</span> input<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ convert <span style="color: #FF0000">"-rotate"</span> angle @input @output<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>A procedure is invoked using the familiar syntax:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>rotated <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">rotate</span></span><span style="color: #990000">(</span>photo<span style="color: #990000">,</span> <span style="color: #993399">180</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>While this looks like an assignment, the actual unix level execution
+consists of invoking the command line specified in the app
+declaration, with variables on the left of the assignment bound to the
+output parameters, and variables to the right of the procedure
+invocation passed as inputs.</p></div>
+<div class="paragraph"><p>The examples above have used the type image without any definition of
+that type. We can declare it as a marker type which has no structure
+exposed to SwiftScript:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> image<span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>This does not indicate that the data is unstructured; but it indicates
+that the structure of the data is not exposed to SwiftScript. Instead,
+SwiftScript will treat variables of this type as individual opaque files.</p></div>
+<div class="paragraph"><p>With mechanisms to declare types, map variables to data files, and
+declare and invoke procedures, we can build a complete (albeit simple)
+script:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> image<span style="color: #990000">;</span>
+<span style="color: #008080">image</span> photo <span style="color: #990000"><</span><span style="color: #FF0000">"shane.jpeg"</span><span style="color: #990000">>;</span>
+<span style="color: #008080">image</span> rotated <span style="color: #990000"><</span><span style="color: #FF0000">"rotated.jpeg"</span><span style="color: #990000">>;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">image</span> output<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">rotate</span></span><span style="color: #990000">(</span><span style="color: #008080">image</span> input<span style="color: #990000">,</span> <span style="color: #009900">int</span> angle<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ convert <span style="color: #FF0000">"-rotate"</span> angle @input @output<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+rotated <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">rotate</span></span><span style="color: #990000">(</span>photo<span style="color: #990000">,</span> <span style="color: #993399">180</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>This script can be invoked from the command line:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt> $ ls *.jpeg
+ shane.jpeg
+ $ swift example.swift
+ ...
+ $ ls *.jpeg
+ shane.jpeg rotated.jpeg</tt></pre></div></div>
+<div class="paragraph"><p>This executes a single convert command, hiding from the user features
+such as remote multisite execution and fault tolerance that will be
+discussed in a later section.</p></div>
+<div class="paragraph"><div class="title">Figure 1. shane.jpeg</div><p><span class="image">
+<img src="userguide-shane.jpeg" alt="userguide-shane.jpeg" />
+</span></p></div>
+<div class="paragraph"><div class="title">Figure 2. rotated.jpeg</div><p><span class="image">
+<img src="userguide-rotated.jpeg" alt="userguide-rotated.jpeg" />
+</span></p></div>
+</div>
+<div class="sect2">
+<h3 id="_arrays_and_parallel_execution">2.2. Arrays and Parallel Execution</h3>
+<div class="paragraph"><p>Arrays of values can be declared using the [] suffix. An array be
+mapped to a collection of files, one element per file, by using a
+different form of mapping expression. For example, the filesys_mapper
+maps all files matching a particular unix glob pattern into an array:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">file</span> frames<span style="color: #990000">[]</span> <span style="color: #990000"><</span>filesys_mapper<span style="color: #990000">;</span> pattern<span style="color: #990000">=</span><span style="color: #FF0000">"*.jpeg"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>The foreach construct can be used to apply the same block of code to
+each element of an array:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">foreach</span> f<span style="color: #990000">,</span>ix <span style="color: #008080">in</span> frames <span style="color: #FF0000">{</span>
+ output<span style="color: #990000">[</span>ix<span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">rotate</span></span><span style="color: #990000">(</span>frames<span style="color: #990000">,</span> <span style="color: #993399">180</span><span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>Sequential iteration can be expressed using the iterate construct:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>step<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">initialCondition</span></span><span style="color: #990000">();</span>
+<span style="color: #008080">iterate</span> ix <span style="color: #FF0000">{</span>
+ step<span style="color: #990000">[</span>ix<span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">simulate</span></span><span style="color: #990000">(</span>step<span style="color: #990000">[</span>ix<span style="color: #990000">-</span><span style="color: #993399">1</span><span style="color: #990000">]);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>This fragment will initialise the 0-th element of the step array to
+some initial condition, and then repeatedly run the simulate
+procedure, using each execution’s outputs as input to the next step.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_ordering_of_execution">2.3. Ordering of execution</h3>
+<div class="paragraph"><p>Non-array variables are single-assignment, which means that they must
+be assigned to exactly one value during execution. A procedure or
+expression will be executed when all of its input parameters have been
+assigned values. As a result of such execution, more variables may
+become assigned, possibly allowing further parts of the script to execute.</p></div>
+<div class="paragraph"><p>In this way, scripts are implicitly parallel. Aside from serialisation
+implied by these dataflow dependencies, execution of component programs
+can proceed in parallel.</p></div>
+<div class="paragraph"><p>In this fragment, execution of procedures p and q can happen in
+parallel:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>y<span style="color: #990000">=</span><span style="font-weight: bold"><span style="color: #000000">p</span></span><span style="color: #990000">(</span>x<span style="color: #990000">);</span>
+z<span style="color: #990000">=</span><span style="font-weight: bold"><span style="color: #000000">q</span></span><span style="color: #990000">(</span>x<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>while in this fragment, execution is serialised by the variable y,
+with procedure p executing before q.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>y<span style="color: #990000">=</span><span style="font-weight: bold"><span style="color: #000000">p</span></span><span style="color: #990000">(</span>x<span style="color: #990000">);</span>
+z<span style="color: #990000">=</span><span style="font-weight: bold"><span style="color: #000000">q</span></span><span style="color: #990000">(</span>y<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>Arrays in SwiftScript are more monotonic - a generalisation of being
+assignment. Knowledge about the content of an array increases during
+execution, but cannot otherwise change. Each element of the array is
+itself single assignment or monotonic (depending on its type). During a
+run all values for an array are eventually known, and that array is
+regarded as closed.</p></div>
+<div class="paragraph"><p>Statements which deal with the array as a whole will often wait for the
+array to be closed before executing (thus, a closed array is the
+equivalent of a non-array type being assigned). However, a foreach
+statement will apply its body to elements of an array as they become
+known. It will not wait until the array is closed.</p></div>
+<div class="paragraph"><p>Consider this script:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">file</span> a<span style="color: #990000">[];</span>
+<span style="color: #008080">file</span> b<span style="color: #990000">[];</span>
+<span style="color: #008080">foreach</span> v<span style="color: #990000">,</span>i <span style="color: #008080">in</span> a <span style="color: #FF0000">{</span>
+ b<span style="color: #990000">[</span>i<span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">p</span></span><span style="color: #990000">(</span>v<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+a<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">r</span></span><span style="color: #990000">();</span>
+a<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">s</span></span><span style="color: #990000">();</span></tt></pre></div></div>
+<div class="paragraph"><p>Initially, the foreach statement will have nothing to execute, as the
+array a has not been assigned any values. The procedures r and s
+will execute. As soon as either of them is finished, the corresponding
+invocation of procedure p will occur. After both r and s have
+completed, the array a will be closed since no other statements in the
+script make an assignment to a.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_compound_procedures">2.4. Compound procedures</h3>
+<div class="paragraph"><p>As with many other programming languages, procedures consisting of
+SwiftScript code can be defined. These differ from the previously
+mentioned procedures declared with the app keyword, as they invoke
+other SwiftScript procedures rather than a component program.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #990000">(</span><span style="color: #008080">file</span> output<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">process</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> input<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ <span style="color: #008080">file</span> intermediate<span style="color: #990000">;</span>
+ intermediate <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">first</span></span><span style="color: #990000">(</span>input<span style="color: #990000">);</span>
+ output <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">second</span></span><span style="color: #990000">(</span>intermediate<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">file</span> x <span style="color: #990000"><</span><span style="color: #FF0000">"x.txt"</span><span style="color: #990000">>;</span>
+<span style="color: #008080">file</span> y <span style="color: #990000"><</span><span style="color: #FF0000">"y.txt"</span><span style="color: #990000">>;</span>
+y <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">process</span></span><span style="color: #990000">(</span>x<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>This will invoke two procedures, with an intermediate data file named
+anonymously connecting the first and second procedures.</p></div>
+<div class="paragraph"><p>Ordering of execution is generally determined by execution of app
+procedures, not by any containing compound procedures. In this code block:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #990000">(</span><span style="color: #008080">file</span> a<span style="color: #990000">,</span> <span style="color: #008080">file</span> b<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">A</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ a <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">A1</span></span><span style="color: #990000">();</span>
+ b <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">A2</span></span><span style="color: #990000">();</span>
+<span style="color: #FF0000">}</span>
+<span style="color: #008080">file</span> x<span style="color: #990000">,</span> y<span style="color: #990000">,</span> s<span style="color: #990000">,</span> t<span style="color: #990000">;</span>
+<span style="color: #990000">(</span>x<span style="color: #990000">,</span>y<span style="color: #990000">)</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">A</span></span><span style="color: #990000">();</span>
+s <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">S</span></span><span style="color: #990000">(</span>x<span style="color: #990000">);</span>
+t <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">S</span></span><span style="color: #990000">(</span>y<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>then a valid execution order is: A1 S(x) A2 S(y). The compound
+procedure A does not have to have fully completed for its return
+values to be used by subsequent statements.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_more_about_types">2.5. More about types</h3>
+<div class="paragraph"><p>Each variable and procedure parameter in SwiftScript is strongly typed.
+Types are used to structure data, to aid in debugging and checking
+program correctness and to influence how Swift interacts with data.</p></div>
+<div class="paragraph"><p>The image type declared in previous examples is a marker type.
+Marker types indicate that data for a variable is stored in a single
+file with no further structure exposed at the SwiftScript level.</p></div>
+<div class="paragraph"><p>Arrays have been mentioned above, in the arrays section. A code block
+may be applied to each element of an array using foreach; or
+individual elements may be references using [] notation.</p></div>
+<div class="paragraph"><p>There are a number of primitive types:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">type </th>
+<th align="left" valign="top">contains</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">int</p></td>
+<td align="left" valign="top"><p class="table">integers</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">string</p></td>
+<td align="left" valign="top"><p class="table">strings of text</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">float</p></td>
+<td align="left" valign="top"><p class="table">floating point numbers, that behave the same as Java doubles</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">boolean</p></td>
+<td align="left" valign="top"><p class="table">true/false</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Complex types may be defined using the type keyword:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> headerfile<span style="color: #990000">;</span>
+<span style="color: #008080">type</span> voxelfile<span style="color: #990000">;</span>
+<span style="color: #008080">type</span> volume <span style="color: #FF0000">{</span>
+ <span style="color: #008080">headerfile</span> h<span style="color: #990000">;</span>
+ <span style="color: #008080">voxelfile</span> v<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>Members of a complex type can be accessed using the . operator:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">volume</span> brain<span style="color: #990000">;</span>
+o <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">p</span></span><span style="color: #990000">(</span>brain<span style="color: #990000">.</span>h<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>Sometimes data may be stored in a form that does not fit with Swift’s
+file-and-site model; for example, data might be stored in an RDBMS on
+some database server. In that case, a variable can be declared to have
+external type. This indicates that Swift should use the variable to
+determine execution dependency, but should not attempt other data
+management; for example, it will not perform any form of data stage-in
+or stage-out it will not manage local data caches on sites; and it will
+not enforce component program atomicity on data output. This can add
+substantial responsibility to component programs, in exchange for
+allowing arbitrary data storage and access methods to be plugged in to
+scripts.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">external</span> o<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">populateDatabase</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ populationProgram<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> o<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">analyseDatabase</span></span><span style="color: #990000">(</span><span style="color: #008080">external</span> i<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ analysisProgram @o<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">external</span> database<span style="color: #990000">;</span>
+<span style="color: #008080">file</span> result <span style="color: #990000"><</span><span style="color: #FF0000">"results.txt"</span><span style="color: #990000">>;</span>
+
+database <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">populateDatabase</span></span><span style="color: #990000">();</span>
+result <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">analyseDatabase</span></span><span style="color: #990000">(</span>database<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>Some external database is represented by the database variable. The
+populateDatabase procedure populates the database with some data, and
+the analyseDatabase procedure performs some subsequent analysis on
+that database. The declaration of database contains no mapping; and
+the procedures which use database do not reference them in any way;
+the description of database is entirely outside of the script. The
+single assignment and execution ordering rules will still apply though;
+populateDatabase will always be run before analyseDatabase.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_data_model">2.6. Data model</h3>
+<div class="paragraph"><p>Data processed by Swift is strongly typed. It may be take the form of
+values in memory or as out-of-core files on disk. Language constructs
+called mappers specify how each piece of data is stored.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_mappers">2.7. Mappers</h3>
+<div class="paragraph"><p>When a DSHandle represents a data file (or container of datafiles), it
+is associated with a mapper. The mapper is used to identify which files
+belong to that DSHandle.</p></div>
+<div class="paragraph"><p>A dataset’s physical representation is declared by a mapping descriptor,
+which defines how each element in the dataset’s logical schema is stored
+in, and fetched from, physical structures such as directories, files,
+and remote servers.</p></div>
+<div class="paragraph"><p>Mappers are parameterized to take into account properties such as
+varying dataset location. In order to access a dataset, we need to know
+three things: its type, its mapping, and the value(s) of any
+parameter(s) associated with the mapping descriptor. For example, if we
+want to describe a dataset, of type imagefile, and whose physical
+representation is a file called "file1.bin" located at
+"/home/yongzh/data/", then the dataset might be declared as follows:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">imagefile</span> f1<span style="color: #990000"><</span>single_file_mapper<span style="color: #990000">;</span>file<span style="color: #990000">=</span><span style="color: #FF0000">"/home/yongzh/data/file1.bin"</span><span style="color: #990000">></span></tt></pre></div></div>
+<div class="paragraph"><p>The above example declares a dataset called f1, which uses a single file
+mapper to map a file from a specific location.</p></div>
+<div class="paragraph"><p>SwiftScript has a simplified syntax for this case, since
+single_file_mapper is frequently used:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">binaryfile</span> f1<span style="color: #990000"><</span><span style="color: #FF0000">"/home/yongzh/data/file1.bin"</span><span style="color: #990000">></span></tt></pre></div></div>
+<div class="paragraph"><p>Swift comes with a number of mappers that handle common mapping
+patterns. These are documented in the mappers section of this
+guide.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_more_technical_details_about_swiftscript">2.8. More technical details about SwiftScript</h3>
+<div class="paragraph"><p>The syntax of SwiftScript has a superficial resemblance to C and Java.
+For example, { and } characters are used to enclose blocks of statements.</p></div>
+<div class="paragraph"><p>A SwiftScript program consists of a number of statements. Statements may
+declare types, procedures and variables, assign values to variables, and
+express operations over arrays.</p></div>
+<div class="sect3">
+<h4 id="_variables">2.8.1. Variables</h4>
+<div class="paragraph"><p>Variables in SwiftScript are declared to be of a specific type.
+Assignments to those variables must be data of that type. SwiftScript
+variables are single-assignment - a value may be assigned to a variable
+at most once. This assignment can happen at declaration time or later on
+in execution. When an attempt to read from a variable that has not yet
+been assigned is made, the code performing the read is suspended until
+that variable has been written to. This forms the basis for Swift’s
+ability to parallelise execution - all code will execute in parallel
+unless there are variables shared between the code that cause sequencing.</p></div>
+</div>
+<div class="sect3">
+<h4 id="_variable_declarations">2.8.2. Variable Declarations</h4>
+<div class="paragraph"><p>Variable declaration statements declare new variables. They can
+optionally assign a value to them or map those variables to on-disk files.</p></div>
+<div class="paragraph"><p>Declaration statements have the general form:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">typename</span> <span style="font-weight: bold"><span style="color: #000000">variablename</span></span> <span style="color: #990000">(<</span>mapping<span style="color: #990000">></span> <span style="color: #990000">|</span> <span style="color: #990000">=</span> initialValue <span style="color: #990000">)</span> <span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>The format of the mapping expression is defined in the Mappers section.
+initialValue may be either an expression or a procedure call that
+returns a single value.</p></div>
+<div class="paragraph"><p>Variables can also be declared in a multivalued-procedure statement,
+described in another section.</p></div>
+</div>
+<div class="sect3">
+<h4 id="_assignment_statements">2.8.3. Assignment Statements</h4>
+<div class="paragraph"><p>Assignment statements assign values to previously declared variables.
+Assignments may only be made to variables that have not already been
+assigned. Assignment statements have the general form:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>variable <span style="color: #990000">=</span> value<span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>where value can be either an expression or a procedure call that returns
+a single value.</p></div>
+<div class="paragraph"><p>Variables can also be assigned in a multivalued-procedure statement,
+described in another section.</p></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_procedures">2.9. Procedures</h3>
+<div class="paragraph"><p>There are two kinds of procedure: An atomic procedure, which describes
+how an external program can be executed; and compound procedures which
+consist of a sequence of SwiftScript statements.</p></div>
+<div class="paragraph"><p>A procedure declaration defines the name of a procedure and its input
+and output parameters. SwiftScript procedures can take multiple inputs
+and produce multiple outputs. Inputs are specified to the right of the
+function name, and outputs are specified to the left. For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #990000">(</span><span style="color: #008080">type3</span> out1<span style="color: #990000">,</span> <span style="color: #008080">type4</span> out2<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">myproc</span></span> <span style="color: #990000">(</span><span style="color: #008080">type1</span> in1<span style="color: #990000">,</span> <span style="color: #008080">type2</span> in2<span style="color: #990000">)</span></tt></pre></div></div>
+<div class="paragraph"><p>The above example declares a procedure called myproc, which has two
+inputs in1 (of type type1) and in2 (of type type2) and two
+outputs out1 (of type type3) and out2 (of type type4).</p></div>
+<div class="paragraph"><p>A procedure input parameter can be an optional parameter in which case
+it must be declared with a default value. When calling a procedure, both
+positional parameter and named parameter passings can be passed,
+provided that all optional parameters are declared after the required
+parameters and any optional parameter is bound using keyword parameter
+passing. For example, if myproc1 is defined as:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #990000">(</span><span style="color: #008080">binaryfile</span> bf<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">myproc1</span></span> <span style="color: #990000">(</span><span style="color: #009900">int</span> i<span style="color: #990000">,</span> <span style="color: #008080">string</span> s<span style="color: #990000">=</span><span style="color: #FF0000">"foo"</span><span style="color: #990000">)</span></tt></pre></div></div>
+<div class="paragraph"><p>Then that procedure can be called like this, omitting the optional</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">parameter</span> s<span style="color: #990000">:</span>
+<span style="color: #008080">binaryfile</span> mybf <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">myproc1</span></span><span style="color: #990000">(</span><span style="color: #993399">1</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>or like this supplying a value for the optional parameter s:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">binaryfile</span> mybf <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">myproc1</span></span> <span style="color: #990000">(</span><span style="color: #993399">1</span><span style="color: #990000">,</span> s<span style="color: #990000">=</span><span style="color: #FF0000">"bar"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="sect3">
+<h4 id="_atomic_procedures">2.9.1. Atomic procedures</h4>
+<div class="paragraph"><p>An atomic procedure specifies how to invoke an external executable
+program, and how logical data types are mapped to command line arguments.</p></div>
+<div class="paragraph"><p>Atomic procedures are defined with the app keyword:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">binaryfile</span> bf<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">myproc</span></span> <span style="color: #990000">(</span><span style="color: #009900">int</span> i<span style="color: #990000">,</span> <span style="color: #008080">string</span> s<span style="color: #990000">=</span><span style="color: #FF0000">"foo"</span><span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ myapp <span style="color: #008080">i</span> s @<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>bf<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>which specifies that myproc invokes an executable called myapp,
+passing the values of i, s and the filename of bf as command line
+arguments.</p></div>
+</div>
+<div class="sect3">
+<h4 id="_compound_procedures_2">2.9.2. Compound procedures</h4>
+<div class="paragraph"><p>A compound procedure contains a set of SwiftScript statements:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #990000">(</span><span style="color: #008080">type2</span> b<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">foo_bar</span></span> <span style="color: #990000">(</span><span style="color: #008080">type1</span> a<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ <span style="color: #008080">type3</span> c<span style="color: #990000">;</span>
+ c <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">foo</span></span><span style="color: #990000">(</span>a<span style="color: #990000">);</span> <span style="font-style: italic"><span style="color: #9A1900">// c holds the result of foo</span></span>
+ b <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">bar</span></span><span style="color: #990000">(</span>c<span style="color: #990000">);</span> <span style="font-style: italic"><span style="color: #9A1900">// c is an input to bar</span></span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_control_constructs">2.10. Control Constructs</h3>
+<div class="paragraph"><p>SwiftScript provides if, switch, foreach, and iterate
+constructs, with syntax and semantics similar to comparable constructs
+in other high-level languages.</p></div>
+<div class="sect3">
+<h4 id="_foreach">2.10.1. foreach</h4>
+<div class="paragraph"><p>The foreach construct is used to apply a block of statements to each
+element in an array. For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000000">check_order</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> a<span style="color: #990000">[])</span> <span style="color: #FF0000">{</span>
+ foreach f <span style="color: #008080">in</span> a <span style="color: #FF0000">{</span>
+ <span style="font-weight: bold"><span style="color: #000000">compute</span></span><span style="color: #990000">(</span>f<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>foreach statements have the general form:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">foreach</span> <span style="font-weight: bold"><span style="color: #000000">controlvariable</span></span> <span style="color: #990000">(,</span>index<span style="color: #990000">)</span> <span style="color: #008080">in</span> expression <span style="color: #FF0000">{</span>
+ statements
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>The block of statements is evaluated once for each element in
+expression which must be an array, with controlvariable set to the
+corresponding element and index (if specified) set to the integer
+position in the array that is being iterated over.</p></div>
+</div>
+<div class="sect3">
+<h4 id="_if">2.10.2. if</h4>
+<div class="paragraph"><p>The if statement allows one of two blocks of statements to be
+executed, based on a boolean predicate. if statements generally have
+the form:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF">if</span></span><span style="color: #990000">(</span>predicate<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ statements
+<span style="color: #FF0000">}</span> <span style="font-weight: bold"><span style="color: #0000FF">else</span></span> <span style="color: #FF0000">{</span>
+ statements
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>where predicate is a boolean expression.</p></div>
+</div>
+<div class="sect3">
+<h4 id="_switch">2.10.3. switch</h4>
+<div class="paragraph"><p>switch expressions allow one of a selection of blocks to be chosen
+based on the value of a numerical control expression. switch
+statements take the general form:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF">switch</span></span><span style="color: #990000">(</span>controlExpression<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">case</span></span> n1<span style="color: #990000">:</span>
+ statements2
+ <span style="font-weight: bold"><span style="color: #0000FF">case</span></span> n2<span style="color: #990000">:</span>
+ statements2
+ <span style="color: #990000">[...]</span>
+ <span style="font-weight: bold"><span style="color: #0000FF">default</span></span><span style="color: #990000">:</span>
+ statements
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>The control expression is evaluated, the resulting numerical value used
+to select a corresponding case, and the statements belonging to that
+case block are evaluated. If no case corresponds, then the statements
+belonging to the default block are evaluated.</p></div>
+<div class="paragraph"><p>Unlike C or Java switch statements, execution does not fall through to
+subsequent case blocks, and no break statement is necessary at the
+end of each block.</p></div>
+</div>
+<div class="sect3">
+<h4 id="_iterate">2.10.4. iterate</h4>
+<div class="paragraph"><p>iterate expressions allow a block of code to be evaluated repeatedly,
+with an integer parameter sweeping upwards from 0 until a termination
+condition holds.</p></div>
+<div class="paragraph"><p>The general form is:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">iterate</span> var <span style="color: #FF0000">{</span>
+ statements<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span> <span style="font-weight: bold"><span style="color: #000000">until</span></span> <span style="color: #990000">(</span>terminationExpression<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>with the variable var starting at 0 and increasing by one in each
+iteration. That variable is in scope in the statements block and when
+evaluating the termination expression.</p></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_operators">2.11. Operators</h3>
+<div class="paragraph"><p>The following infix operators are available for use in SwiftScript
+expressions.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">operator</th>
+<th align="left" valign="top">purpose</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">+</p></td>
+<td align="left" valign="top"><p class="table">numeric addition; string concatenation</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">-</p></td>
+<td align="left" valign="top"><p class="table">numeric subtraction</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">*</p></td>
+<td align="left" valign="top"><p class="table">numeric multiplication</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">/</p></td>
+<td align="left" valign="top"><p class="table">floating point division</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">%/</p></td>
+<td align="left" valign="top"><p class="table">integer division</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">%%</p></td>
+<td align="left" valign="top"><p class="table">integer remainder of division</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">== !=</p></td>
+<td align="left" valign="top"><p class="table">comparison and not-equal-to</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">< > ⇐ >=</p></td>
+<td align="left" valign="top"><p class="table">numerical ordering</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">&& ||</p></td>
+<td align="left" valign="top"><p class="table">boolean and, or</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">!</p></td>
+<td align="left" valign="top"><p class="table">boolean not</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_global_constants">2.12. Global constants</h3>
+<div class="paragraph"><p>At the top level of a SwiftScript program, the global modified may be
+added to a declaration so that it is visible throughout the program,
+rather than only at the top level of the program. This allows global
+constants (of any type) to be defined. (since Swift 0.10)</p></div>
+</div>
+<div class="sect2">
+<h3 id="_imports">2.13. Imports</h3>
+<div class="paragraph"><p>The import directive can be used to import definitions from another
+SwiftScript file. (since Swift 0.10)</p></div>
+<div class="paragraph"><p>For example, a SwiftScript program might contain this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000080">import</span></span> defs<span style="color: #990000">;</span>
+<span style="color: #008080">file</span> f<span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>which would import the content of defs.swift in the current directory:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span></tt></pre></div></div>
+<div class="paragraph"><p>Imported files are read from the current working directory.</p></div>
+<div class="paragraph"><p>There is no requirement that a module is imported only once. If a module
+is imported multiple times, for example in different files, then Swift
+will only process the imports once.</p></div>
+<div class="paragraph"><p>Imports may contain anything that is valid in a SwiftScript program,
+including code that causes remote execution.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_mappers_2">3. Mappers</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Mappers provide a mechanism to specify the layout of mapped datasets on
+disk. This is needed when Swift must access files to transfer them to
+remote sites for execution or to pass to applications.</p></div>
+<div class="paragraph"><p>Swift provides a number of mappers that are useful in common cases. This
+section details those standard mappers. For more complex cases, it is
+possible to write application-specific mappers in Java and use them
+within a SwiftScript program.</p></div>
+<div class="sect2">
+<h3 id="_the_single_file_mapper">3.1. The single file mapper</h3>
+<div class="paragraph"><p>The single_file_mapper maps a single physical file to a dataset.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">f</p></td>
+<td align="left" valign="top"><p class="table">myfile</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">f[0]</p></td>
+<td align="left" valign="top"><p class="table">INVALID</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">f.bar</p></td>
+<td align="left" valign="top"><p class="table">INVALID</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">parameter</th>
+<th align="left" valign="top">meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">file</p></td>
+<td align="left" valign="top"><p class="table">The location of the physical file including path and file name.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">file</span> f <span style="color: #990000"><</span>single_file_mapper<span style="color: #990000">;</span>file<span style="color: #990000">=</span><span style="color: #FF0000">"plot_outfile_param"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>There is a simplified syntax for this mapper:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">file</span> f <span style="color: #990000"><</span><span style="color: #FF0000">"plot_outfile_param"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_the_simple_mapper">3.2. The simple mapper</h3>
+<div class="paragraph"><p>The simple_mapper maps a file or a list of files into an array by
+prefix, suffix, and pattern. If more than one file is matched, each of
+the file names will be mapped as a subelement of the dataset.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Parameter</th>
+<th align="left" valign="top">Meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">location</p></td>
+<td align="left" valign="top"><p class="table">A directory that the files are located.</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">prefix</p></td>
+<td align="left" valign="top"><p class="table">The prefix of the files</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">suffix</p></td>
+<td align="left" valign="top"><p class="table">The suffix of the files, for instance: ".txt"</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">pattern</p></td>
+<td align="left" valign="top"><p class="table">A UNIX glob style pattern, for instance: "<strong>foo</strong>" would match
+all file names that contain foo. When this mapper is used to specify
+output filenames, pattern is ignored.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+<span style="color: #008080">file</span> f <span style="color: #990000"><</span>simple_mapper<span style="color: #990000">;</span>prefix<span style="color: #990000">=</span><span style="color: #FF0000">"foo"</span><span style="color: #990000">,</span> suffix<span style="color: #990000">=</span><span style="color: #FF0000">".txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>The above maps all filenames that start with foo and have an extension
+.txt into file f.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">f</p></td>
+<td align="left" valign="top"><p class="table">foo.txt</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #008080">string</span> m<span style="color: #990000">)</span> <span style="color: #FF0000">{</span><span style="color: #990000">.</span>
+ app <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">m</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> outfile <span style="color: #990000"><</span>simple_mapper<span style="color: #990000">;</span>prefix<span style="color: #990000">=</span><span style="color: #FF0000">"foo"</span><span style="color: #990000">,</span>suffix<span style="color: #990000">=</span><span style="color: #FF0000">".txt"</span><span style="color: #990000">>;</span>
+
+outfile <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hi"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>This will output the string <em>hi</em> to the file foo.txt.</p></div>
+<div class="paragraph"><p>The simple_mapper can be used to map arrays. It will map the array
+index into the filename between the prefix and suffix.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #008080">string</span> m<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">m</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">messagefile</span> outfile<span style="color: #990000">[]</span> <span style="color: #990000"><</span>simple_mapper<span style="color: #990000">;</span>prefix<span style="color: #990000">=</span><span style="color: #FF0000">"baz"</span><span style="color: #990000">,</span>suffix<span style="color: #990000">=</span><span style="color: #FF0000">".txt"</span><span style="color: #990000">>;</span>
+
+outfile<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hello"</span><span style="color: #990000">);</span>
+outfile<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"middle"</span><span style="color: #990000">);</span>
+outfile<span style="color: #990000">[</span><span style="color: #993399">2</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"goodbye"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">outfile[0]</p></td>
+<td align="left" valign="top"><p class="table">baz0000.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">outfile[1]</p></td>
+<td align="left" valign="top"><p class="table">baz0001.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">outfile[2]</p></td>
+<td align="left" valign="top"><p class="table">baz0002.txt</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>simple_mapper can be used to map structures. It will map the name of
+the structure member into the filename, between the prefix and the suffix.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> messagefile<span style="color: #990000">;</span>
+
+<span style="color: #008080">type</span> mystruct <span style="color: #FF0000">{</span>
+ <span style="color: #008080">messagefile</span> left<span style="color: #990000">;</span>
+ <span style="color: #008080">messagefile</span> right<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span><span style="color: #990000">;</span>
+
+<span style="color: #990000">(</span><span style="color: #008080">messagefile</span> t<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #008080">string</span> m<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ echo <span style="color: #008080">m</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>t<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">mystruct</span> out <span style="color: #990000"><</span>simple_mapper<span style="color: #990000">;</span>prefix<span style="color: #990000">=</span><span style="color: #FF0000">"qux"</span><span style="color: #990000">,</span>suffix<span style="color: #990000">=</span><span style="color: #FF0000">".txt"</span><span style="color: #990000">>;</span>
+
+out<span style="color: #990000">.</span>left <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"hello"</span><span style="color: #990000">);</span>
+out<span style="color: #990000">.</span>right <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">greeting</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"goodbye"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>This will output the string "hello" into the file qux.left.txt and the
+string "goodbye" into the file qux.right.txt.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">out.left</p></td>
+<td align="left" valign="top"><p class="table">quxleft.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">out.right</p></td>
+<td align="left" valign="top"><p class="table">quxright.txt</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_concurrent_mapper">3.3. concurrent mapper</h3>
+<div class="paragraph"><p>concurrent_mapper is almost the same as the simple mapper, except that
+it is used to map an output file, and the filename generated will
+contain an extract sequence that is unique. This mapper is the default
+mapper for variables when no mapper is specified.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Parameter</th>
+<th align="left" valign="top">Meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">location</p></td>
+<td align="left" valign="top"><p class="table">A directory that the files are located.</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">prefix</p></td>
+<td align="left" valign="top"><p class="table">The prefix of the files</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">suffix</p></td>
+<td align="left" valign="top"><p class="table">The suffix of the files, for instance: ".txt"
+pattern A UNIX glob style pattern, for instance: "<strong>foo</strong>" would match
+all file names that contain foo. When this mapper is used to specify
+output filenames, pattern is ignored.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">file</span> f1<span style="color: #990000">;</span>
+<span style="color: #008080">file</span> f2 <span style="color: #990000"><</span>concurrent_mapper<span style="color: #990000">;</span>prefix<span style="color: #990000">=</span><span style="color: #FF0000">"foo"</span><span style="color: #990000">,</span> suffix<span style="color: #990000">=</span><span style="color: #FF0000">".txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>The above example would use concurrent mapper for f1 and f2, and
+generate f2 filename with prefix "foo" and extension ".txt"</p></div>
+</div>
+<div class="sect2">
+<h3 id="_file_system_mapper">3.4. File system mapper</h3>
+<div class="paragraph"><p>filesys_mapper is similar to the simple mapper, but maps a file or a
+list of files to an array. Each of the filename is mapped as an element
+in the array. The order of files in the resulting array is not defined.</p></div>
+<div class="paragraph"><p>TODO: note on difference between location as a relative vs absolute path
+wrt staging to remote location - as mihael said: It’s because you
+specify that location in the mapper. Try location="." instead of
+location="/sandbox/…"</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">parameter</th>
+<th align="left" valign="top">meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">location</p></td>
+<td align="left" valign="top"><p class="table">The directory where the files are located.</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">prefix</p></td>
+<td align="left" valign="top"><p class="table">The prefix of the files</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">suffix</p></td>
+<td align="left" valign="top"><p class="table">The suffix of the files, for instance: ".txt"</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">pattern</p></td>
+<td align="left" valign="top"><p class="table">A UNIX glob style pattern, for instance: "<strong>foo</strong>" would match
+all file names that contain foo.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">file</span> texts<span style="color: #990000">[]</span> <span style="color: #990000"><</span>filesys_mapper<span style="color: #990000">;</span>prefix<span style="color: #990000">=</span><span style="color: #FF0000">"foo"</span><span style="color: #990000">,</span> suffix<span style="color: #990000">=</span><span style="color: #FF0000">".txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>The above example would map all filenames that start with "foo" and
+have an extension ".txt" into the array texts. For example, if the
+specified directory contains files: foo1.txt, footest.txt,
+foo__1.txt, then the mapping might be:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">texts[0]</p></td>
+<td align="left" valign="top"><p class="table">footest.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">texts[1]</p></td>
+<td align="left" valign="top"><p class="table">foo1.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">texts[2]</p></td>
+<td align="left" valign="top"><p class="table">foo__1.txt</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_fixed_array_mapper">3.5. fixed array mapper</h3>
+<div class="paragraph"><p>The fixed_array_mapper maps from a string that contains a list of
+filenames into a file array.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">parameter</th>
+<th align="left" valign="top">Meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">files</p></td>
+<td align="left" valign="top"><p class="table">A string that contains a list of filenames, separated by space,
+comma or colon</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">file</span> texts<span style="color: #990000">[]</span> <span style="color: #990000"><</span>fixed_array_mapper<span style="color: #990000">;</span>files<span style="color: #990000">=</span><span style="color: #FF0000">"file1.txt, fileB.txt, file3.txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>would cause a mapping like this:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">texts[0]</p></td>
+<td align="left" valign="top"><p class="table">file1.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">texts[1]</p></td>
+<td align="left" valign="top"><p class="table">fileB.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">texts[2]</p></td>
+<td align="left" valign="top"><p class="table">file3.txt</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_array_mapper">3.6. array mapper</h3>
+<div class="paragraph"><p>The array_mapper maps from an array of strings into a file</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">parameter</th>
+<th align="left" valign="top">meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">files</p></td>
+<td align="left" valign="top"><p class="table">An array of strings containing one filename per element</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">string</span> s<span style="color: #990000">[]</span> <span style="color: #990000">=</span> <span style="color: #990000">[</span> <span style="color: #FF0000">"a.txt"</span><span style="color: #990000">,</span> <span style="color: #FF0000">"b.txt"</span><span style="color: #990000">,</span> <span style="color: #FF0000">"c.txt"</span> <span style="color: #990000">];</span>
+
+<span style="color: #008080">file</span> f<span style="color: #990000">[]</span> <span style="color: #990000"><</span>array_mapper<span style="color: #990000">;</span>files<span style="color: #990000">=</span>s<span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>This will establish the mapping:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">f[0]</p></td>
+<td align="left" valign="top"><p class="table">a.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">f[1]</p></td>
+<td align="left" valign="top"><p class="table">b.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">f[2]</p></td>
+<td align="left" valign="top"><p class="table">c.txt</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_regular_expression_mapper">3.7. regular expression mapper</h3>
+<div class="paragraph"><p>The regexp_mapper transforms one file name to another using regular
+expression matching.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">parameter</th>
+<th align="left" valign="top">meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">source</p></td>
+<td align="left" valign="top"><p class="table">The source file name</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">match</p></td>
+<td align="left" valign="top"><p class="table">Regular expression pattern to match, use</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">()</p></td>
+<td align="left" valign="top"><p class="table">to match whatever
+regular expression is inside the parentheses, and indicate the start and
+end of a group; the contents of a group can be retrieved with the</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">\\number</p></td>
+<td align="left" valign="top"><p class="table">special sequence (two backslashes are needed because the
+backslash is an escape sequence introducer)</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">transform</p></td>
+<td align="left" valign="top"><p class="table">The pattern of the file name to transform to, use \number to
+reference the group matched.</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">string</span> s <span style="color: #990000">=</span> <span style="color: #FF0000">"picture.gif"</span><span style="color: #990000">;</span>
+<span style="color: #008080">file</span> f <span style="color: #990000"><</span>regexp_mapper<span style="color: #990000">;</span>
+ source<span style="color: #990000">=</span>s<span style="color: #990000">,</span>
+ match<span style="color: #990000">=</span><span style="color: #FF0000">"(.*)gif"</span><span style="color: #990000">,</span>
+ transform<span style="color: #990000">=</span><span style="color: #FF0000">"</span><span style="color: #CC33CC">\\</span><span style="color: #FF0000">1jpg"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>This example transforms a string ending gif into one ending jpg and
+maps that to a file.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">f</p></td>
+<td align="left" valign="top"><p class="table">picture.jpg</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_csv_mapper">3.8. csv mapper</h3>
+<div class="paragraph"><p>The csv_mapper maps the content of a CSV (comma-separated value) file
+into an array of structures. The dataset type needs to be correctly
+defined to conform to the column names in the file. For instance, if the
+file contains columns: name age GPA then the type needs to have member
+elements like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> student <span style="color: #FF0000">{</span>
+ <span style="color: #008080">file</span> name<span style="color: #990000">;</span>
+ <span style="color: #008080">file</span> age<span style="color: #990000">;</span>
+ <span style="color: #008080">file</span> GPA<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>If the file does not contain a header with column info, then the column
+names are assumed as column1, column2, etc.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Parameter</th>
+<th align="left" valign="top">Meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">file</p></td>
+<td align="left" valign="top"><p class="table">The name of the CSV file to read mappings from.</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">header</p></td>
+<td align="left" valign="top"><p class="table">Whether the file has a line describing header info; default is</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">true</p></td>
+<td align="left" valign="top"><p class="table"></p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">skip</p></td>
+<td align="left" valign="top"><p class="table">The number of lines to skip at the beginning (after header line);
+default is 0.</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">hdelim</p></td>
+<td align="left" valign="top"><p class="table">Header field delimiter; default is the value of the</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">delim</p></td>
+<td align="left" valign="top"><p class="table">parameter</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">delim</p></td>
+<td align="left" valign="top"><p class="table">Content field delimiters; defaults are space, tab and comma</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">student</span> stus<span style="color: #990000">[]</span> <span style="color: #990000"><</span>csv_mapper<span style="color: #990000">;</span>file<span style="color: #990000">=</span><span style="color: #FF0000">"stu_list.txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>The above example would read a list of student info from file
+"stu_list.txt" and map them into a student array. By default, the file
+should contain a header line specifying the names of the columns. If
+stu_list.txt contains the following:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>name<span style="color: #990000">,</span>age<span style="color: #990000">,</span>gpa
+<span style="color: #993399">101</span><span style="color: #990000">-</span>name<span style="color: #990000">.</span>txt<span style="color: #990000">,</span> <span style="color: #993399">101</span><span style="color: #990000">-</span>age<span style="color: #990000">.</span>txt<span style="color: #990000">,</span> <span style="color: #993399">101</span><span style="color: #990000">-</span>gpa<span style="color: #990000">.</span>txt
+name55<span style="color: #990000">.</span>txt<span style="color: #990000">,</span> age55<span style="color: #990000">.</span>txt<span style="color: #990000">,</span> age55<span style="color: #990000">.</span>txt
+q<span style="color: #990000">,</span> r<span style="color: #990000">,</span> s</tt></pre></div></div>
+<div class="paragraph"><p>then some of the mappings produced by this example would be:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">stus[0].name</th>
+<th align="left" valign="top">101-name.txt</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">stus[0].age</p></td>
+<td align="left" valign="top"><p class="table">101-age.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[0].gpa</p></td>
+<td align="left" valign="top"><p class="table">101-gpa.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[1].name</p></td>
+<td align="left" valign="top"><p class="table">name55.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[1].age</p></td>
+<td align="left" valign="top"><p class="table">age55.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[1].gpa</p></td>
+<td align="left" valign="top"><p class="table">gpa55.txt</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[2].name</p></td>
+<td align="left" valign="top"><p class="table">q</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[2].age</p></td>
+<td align="left" valign="top"><p class="table">r</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[2].gpa</p></td>
+<td align="left" valign="top"><p class="table">s</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_external_mapper">3.9. external mapper</h3>
+<div class="paragraph"><p>The external mapper, ext maps based on the output of a supplied Unix
+executable.</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">parameter</p></td>
+<td align="left" valign="top"><p class="table">meaning</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">exec</p></td>
+<td align="left" valign="top"><p class="table">The name of the executable (relative to the current directory, if
+an absolute path is not specified)</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">*</p></td>
+<td align="left" valign="top"><p class="table">Other parameters are passed to the executable prefixed with a - symbol</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+<div class="paragraph"><p>The output of the executable should consist of two columns of data,
+separated by a space. The first column should be the path of the mapped
+variable, in SwiftScript syntax (for example [2] means the 2nd element
+of an array) or the symbol $ to represent the root of the mapped
+variable.</p></div>
+<div class="paragraph"><p>Example: With the following in mapper.sh,</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-style: italic"><span style="color: #9A1900">#!/bin/bash</span></span>
+echo <span style="color: #FF0000">"[2] qux"</span>
+echo <span style="color: #FF0000">"[0] foo"</span>
+echo <span style="color: #FF0000">"[1] bar"</span></tt></pre></div></div>
+<div class="paragraph"><p>then a mapping statement:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">student</span> stus<span style="color: #990000">[]</span> <span style="color: #990000"><</span>ext<span style="color: #990000">;</span>exec<span style="color: #990000">=</span><span style="color: #FF0000">"mapper.sh"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>would map</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Swift variable</th>
+<th align="left" valign="top">Filename</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">stus[0]</p></td>
+<td align="left" valign="top"><p class="table">foo</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[1]</p></td>
+<td align="left" valign="top"><p class="table">bar</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">stus[2]</p></td>
+<td align="left" valign="top"><p class="table">qux</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_commands">4. Commands</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>The commands detailed in this section are available in the bin/
+directory of a Swift installation and can by run from the commandline if
+that directory is placed on the PATH.</p></div>
+<div class="sect2">
+<h3 id="_swift">4.1. swift</h3>
+<div class="paragraph"><p>The swift command is the main command line tool for executing
+SwiftScript programs.</p></div>
+<div class="sect3">
+<h4 id="_command_line_syntax">4.1.1. Command-line Syntax</h4>
+<div class="paragraph"><p>The swift command is invoked as follows: swift [options]
+SwiftScript-program [SwiftScript-arguments]* with options taken from the
+following list, and SwiftScript-arguments made available to the
+SwiftScript program through the @arg function.</p></div>
+<div class="paragraph"><p>Swift command-line options</p></div>
+<div class="paragraph"><p>-help or -h</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Display usage information</tt></pre>
+</div></div>
+<div class="paragraph"><p>-typecheck</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Does a typecheck of a SwiftScript program, instead of executing it.</tt></pre>
+</div></div>
+<div class="paragraph"><p>-dryrun</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Runs the SwiftScript program without submitting any jobs (can be
+used to get a graph)</tt></pre>
+</div></div>
+<div class="paragraph"><p>-monitor</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Shows a graphical resource monitor</tt></pre>
+</div></div>
+<div class="paragraph"><p>-resume file</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Resumes the execution using a log file</tt></pre>
+</div></div>
+<div class="paragraph"><p>-config file</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Indicates the Swift configuration file to be used for this run.
+Properties in this configuration file will override the default
+properties. If individual command line arguments are used for
+properties, they will override the contents of this file.</tt></pre>
+</div></div>
+<div class="paragraph"><p>-verbose | -v</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Increases the level of output that Swift produces on the console to
+include more detail about the execution</tt></pre>
+</div></div>
+<div class="paragraph"><p>-debug | -d</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Increases the level of output that Swift produces on the console to
+include lots of detail about the execution</tt></pre>
+</div></div>
+<div class="paragraph"><p>-logfile file</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Specifies a file where log messages should go to. By default Swift
+uses the name of the program being run and a numeric index (e.g.
+myworkflow.1.log)</tt></pre>
+</div></div>
+<div class="paragraph"><p>-runid identifier</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Specifies the run identifier. This must be unique for every
+invocation and is used in several places to keep files from
+different executions cleanly separated. By default, a datestamp and
+random number are used to generate a run identifier. When using this
+parameter, care should be taken to ensure that the run ID remains
+unique with respect to all other run IDs that might be used,
+irrespective of (at least) expected execution sites, program or user.</tt></pre>
+</div></div>
+<div class="paragraph"><p>-tui</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Displays an interactive text mode monitor during a run. (since Swift
+0.9)</tt></pre>
+</div></div>
+<div class="paragraph"><p>In addition, the following Swift properties can be set on the command line:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+caching.algorithm
+</p>
+</li>
+<li>
+<p>
+clustering.enabled
+</p>
+</li>
+<li>
+<p>
+clustering.min.time
+</p>
+</li>
+<li>
+<p>
+clustering.queue.delay
+</p>
+</li>
+<li>
+<p>
+ip.address
+</p>
+</li>
+<li>
+<p>
+kickstart.always.transfer
+</p>
+</li>
+<li>
+<p>
+kickstart.enabled
+</p>
+</li>
+<li>
+<p>
+lazy.errors
+</p>
+</li>
+<li>
+<p>
+pgraph
+</p>
+</li>
+<li>
+<p>
+pgraph.graph.options
+</p>
+</li>
+<li>
+<p>
+pgraph.node.options
+</p>
+</li>
+<li>
+<p>
+sitedir.keep
+</p>
+</li>
+<li>
+<p>
+sites.file
+</p>
+</li>
+<li>
+<p>
+tc.file
+</p>
+</li>
+<li>
+<p>
+tcp.port.range
+</p>
+</li>
+</ul></div>
+</div>
+<div class="sect3">
+<h4 id="_return_codes">4.1.2. Return codes</h4>
+<div class="paragraph"><p>The swift command may exit with the following return codes:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">value</th>
+<th align="left" valign="top">meaning</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">0</p></td>
+<td align="left" valign="top"><p class="table">success</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">1</p></td>
+<td align="left" valign="top"><p class="table">command line syntax error or missing project name</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">2</p></td>
+<td align="left" valign="top"><p class="table">error during execution</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">3</p></td>
+<td align="left" valign="top"><p class="table">error during compilation</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">4</p></td>
+<td align="left" valign="top"><p class="table">input file does not exist</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+<div class="sect3">
+<h4 id="_environment_variables">4.1.3. Environment variables</h4>
+<div class="paragraph"><p>The swift is influenced by the following environment variables:</p></div>
+<div class="paragraph"><p>GLOBUS_HOSTNAME, GLOBUS_TCP_PORT_RANGE - set in the environment
+before running Swift. These can be set to inform Swift of the
+configuration of your local firewall. More information can be found in
+the Globus firewall How-to <a href="http://dev.globus.org/wiki/FirewallHowTo">http://dev.globus.org/wiki/FirewallHowTo</a>.</p></div>
+<div class="paragraph"><p>COG_OPTS - set in the environment before running Swift. Options set in
+this variable will be passed as parameters to the Java Virtual Machine
+which will run Swift. The parameters vary between virtual machine
+imlementations, but can usually be used to alter settings such as
+maximum heap size. Typing <em>java -help</em> will sometimes give a list of
+commands. The Sun Java 1.4.2 command line options are documented here
+<a href="http://java.sun.com/j2se/1.4.2/docs/tooldocs/windows/java.html">http://java.sun.com/j2se/1.4.2/docs/tooldocs/windows/java.html</a>.</p></div>
+</div>
+</div>
+<div class="sect2">
+<h3 id="_swift_osg_ress_site_catalog">4.2. swift-osg-ress-site-catalog</h3>
+<div class="paragraph"><p>The swift-osg-ress-site-catalog command generates a site catalog based
+on OSG <a href="http://www.opensciencegrid.org/">http://www.opensciencegrid.org/</a>'s ReSS information system
+(since Swift 0.9)</p></div>
+<div class="paragraph"><p>Usage: <strong>swift-osg-ress-site-catalog [options]</strong></p></div>
+<div class="paragraph"><p>--help</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Show help message</tt></pre>
+</div></div>
+<div class="paragraph"><p>--vo=[name]</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Set what VO to query ReSS for</tt></pre>
+</div></div>
+<div class="paragraph"><p>--engage-verified</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Only retrieve sites verified by the Engagement VO site verification
+tests This can not be used together with |--vo|, as the query will
+only work for sites advertising support for the Engagement VO.</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This option means information will be retrieved from the Engagement
+collector instead of the top-level ReSS collector.</tt></pre>
+</div></div>
+<div class="paragraph"><p>--out=[filename]</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Write to [filename] instead of stdout</tt></pre>
+</div></div>
+<div class="paragraph"><p>--condor-g</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Generates sites files which will submit jobs using a local Condor-G
+installation rather than through direct GRAM2 submission. (since
+Swift 0.10)</tt></pre>
+</div></div>
+</div>
+<div class="sect2">
+<h3 id="_swift_plot_log">4.3. swift-plot-log</h3>
+<div class="paragraph"><p>swift-plot-log generates summaries of Swift run log files.</p></div>
+<div class="paragraph"><p>Usage: swift-plot-log [logfile] [targets]</p></div>
+<div class="paragraph"><p>When no targets are specified, swift-plog-log will generate an HTML
+report for the run. When targets are specified, only those named targets
+will be generated.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_executing_app_procedures">5. Executing app procedures</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This section describes how Swift executes app procedures, and
+requirements on the behaviour of application programs used in app
+procedures. These requirements are primarily to ensure that the Swift
+can run your application in different places and with the various fault
+tolerance mechanisms in place.</p></div>
+<div class="sect2">
+<h3 id="_mapping_of_app_semantics_into_unix_process_execution_semantics">5.1. Mapping of app semantics into unix process execution semantics</h3>
+<div class="paragraph"><p>This section describes how an app procedure invocation is translated
+into a (remote) unix process execution. It does not describe the
+mechanisms by which Swift performs that translation; that is described
+in the next section.</p></div>
+<div class="paragraph"><p>In this section, this example SwiftScript program is used for reference:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+
+<span style="font-weight: bold"><span style="color: #000000">app</span></span> <span style="color: #990000">(</span><span style="color: #008080">file</span> o<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">count</span></span><span style="color: #990000">(</span><span style="color: #008080">file</span> i<span style="color: #990000">)</span> <span style="color: #FF0000">{</span>
+ wc @<span style="color: #008080">i</span> stdout<span style="color: #990000">=</span>@o<span style="color: #990000">;</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">file</span> q <span style="color: #990000"><</span><span style="color: #FF0000">"input.txt"</span><span style="color: #990000">>;</span>
+<span style="color: #008080">file</span> r <span style="color: #990000"><</span><span style="color: #FF0000">"output.txt"</span><span style="color: #990000">>;</span></tt></pre></div></div>
+<div class="paragraph"><p>The executable for wc will be looked up in tc.data.</p></div>
+<div class="paragraph"><p>This unix executable will then be executed in some application
+procedure workspace. This means:</p></div>
+<div class="paragraph"><p>Each application procedure workspace will have an application workspace
+directory. (TODO: can collapse terms application procedure workspace
+and application workspace directory ?</p></div>
+<div class="paragraph"><p>This application workspace directory will not be shared with any other
+application procedure execution attempt; all application procedure
+execution attempts will run with distinct application procedure
+workspaces. (for the avoidance of doubt: If a SwiftScript procedure
+invocation is subject to multiple application procedure execution
+attempts (due to Swift-level restarts, retries or replication) then each
+of those application procedure execution attempts will be made in a
+different application procedure workspace. )</p></div>
+<div class="paragraph"><p>The application workspace directory will be a directory on a POSIX
+filesystem accessible throughout the application execution by the
+application executable.</p></div>
+<div class="paragraph"><p>Before the application executable is executed:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+The application workspace directory will exist.
+</p>
+</li>
+<li>
+<p>
+The input files will exist inside the application workspace
+ directory (but not necessarily as direct children; there may be
+ subdirectories within the application workspace directory).
+</p>
+</li>
+<li>
+<p>
+The input files will be those files mapped to input parameters
+ of the application procedure invocation. (In the example, this
+ means that the file input.txt will exist in the application
+ workspace directory)
+</p>
+</li>
+<li>
+<p>
+For each input file dataset, it will be the case that @filename
+ or @filenames invoked with that dataset as a parameter will
+ return the path relative to the application workspace directory
+ for the file(s) that are associated with that dataset. (In the
+ example, that means that @i will evaluate to the path input.txt)
+</p>
+</li>
+<li>
+<p>
+For each file-bound parameter of the Swift procedure invocation,
+ the associated files (determined by data type?) will always exist.
+</p>
+</li>
+<li>
+<p>
+The input files must be treated as read only files. This may or
+ may not be enforced by unix file system permissions. They may or
+ may not be copies of the source file (conversely, they may be
+ links to the actual source file).
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p>During/after the application executable execution, the following must
+be true:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+If the application executable execution was successful (in the
+ opinion of the application executable), then the application
+ executable should exit with unix return code 0; if the
+ application executable execution was unsuccessful (in the opinion
+ of the application executable), then the application executable
+ should exit with unix return code not equal to 0.
+</p>
+</li>
+<li>
+<p>
+Each file mapped from an output parameter of the SwiftScript
+ procedure call must exist. Files will be mapped in the same way as
+ for input files.
+</p>
+<div class="literalblock">
+<div class="content">
+<pre><tt>(? Is it defined that output subdirectories will be precreated
+before execution or should app executables expect to make them?
+That's probably determined by the present behaviour of wrapper.sh)</tt></pre>
+</div></div>
+</li>
+<li>
+<p>
+Output produced by running the application executable on some
+ inputs should be the same no matter how many times, when or where
+ that application executable is run. <em>The same</em> can vary depending
+ on application (for example, in an application it might be
+ acceptable for a PNG→JPEG conversion to produce different,
+ similar looking, output jpegs depending on the environment)
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p>Things to not assume:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+anything about the path of the application workspace directory
+</p>
+</li>
+<li>
+<p>
+that either the application workspace directory will be deleted or
+ will continue to exist or will remain unmodified after execution
+ has finished
+</p>
+</li>
+<li>
+<p>
+that files can be passed(?def) between application procedure
+ invocations through any mechanism except through files known to
+ Swift through the mapping mechanism (there is some exception here
+ for external datasets - there are a separate set of assertions
+ that hold for external datasets)
+</p>
+</li>
+<li>
+<p>
+that application executables will run on any particular site of
+ those available, or than any combination of applications will run
+ on the same or different sites.
+</p>
+</li>
+</ul></div>
+</div>
+<div class="sect2">
+<h3 id="_how_swift_implements_the_site_execution_model">5.2. How Swift implements the site execution model</h3>
+<div class="paragraph"><p>This section describes the implementation of the semantics described in
+the previous section.</p></div>
+<div class="paragraph"><p>Swift executes application procedures on one or more sites.</p></div>
+<div class="paragraph"><p>Each site consists of:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+worker nodes. There is some execution mechanism through which
+ the Swift client side executable can execute its wrapper script
+ on those worker nodes. This is commonly GRAM or Falkon or coasters.
+</p>
+</li>
+<li>
+<p>
+a site-shared file system. This site shared filesystem is
+ accessible through some file transfer mechanism from the Swift
+ client side executable. This is commonly GridFTP or coasters. This
+ site shared filesystem is also accessible through the posix file
+ system on all worker nodes, mounted at the same location as seen
+ through the file transfer mechanism. Swift is configured with the
+ location of some site working directory on that site-shared file
+ system.
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p>There is no assumption that the site shared file system for one site is
+accessible from another site.</p></div>
+<div class="paragraph"><p>For each workflow run, on each site that is used by that run, a run
+directory is created in the site working directory, by the Swift client
+side.</p></div>
+<div class="paragraph"><p>In that run directory are placed several subdirectories:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+shared/ - site shared files cache
+</p>
+</li>
+<li>
+<p>
+kickstart/ - when kickstart is used, kickstart record files for
+ each job that has generated a kickstart record.
+</p>
+</li>
+<li>
+<p>
+info/ - wrapper script log files
+</p>
+</li>
+<li>
+<p>
+status/ - job status files
+</p>
+</li>
+<li>
+<p>
+jobs/ - application workspace directories (optionally placed
+ here - see below)
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p>Application execution looks like this:</p></div>
+<div class="paragraph"><p>For each application procedure call:</p></div>
+<div class="paragraph"><p>The Swift client side selects a site; copies the input files for that
+procedure call to the site shared file cache if they are not already in
+the cache, using the file transfer mechanism; and then invokes the
+wrapper script on that site using the execution mechanism.</p></div>
+<div class="paragraph"><p>The wrapper script creates the application workspace directory; places
+the input files for that job into the application workspace directory
+using either cp or ln -s (depending on a configuration option);
+executes the application unix executable; copies output files from the
+application workspace directory to the site shared directory using cp;
+creates a status file under the status/ directory; and exits,
+returning control to the Swift client side. Logs created during the
+execution of the wrapper script are stored under the info/ directory.</p></div>
+<div class="paragraph"><p>The Swift client side then checks for the presence of and deletes a
+status file indicating success; and copies files from the site shared
+directory to the appropriate client side location.</p></div>
+<div class="paragraph"><p>The job directory is created (in the default mode) under the jobs/
+directory. However, it can be created under an arbitrary other path,
+which allows it to be created on a different file system (such as a
+worker node local file system in the case that the worker node has a
+local file system).</p></div>
+<div class="paragraph"><p><span class="image">
+<img src="swift-site-model.png" alt="swift-site-model.png" />
+</span></p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_technical_overview_of_the_swift_architecture">6. Technical overview of the Swift architecture</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This section attempts to provide a technical overview of the Swift
+architecture.</p></div>
+<div class="sect2">
+<h3 id="_execution_layer">6.1. Execution layer</h3>
+<div class="paragraph"><p>The execution layer causes an application program (in the form of a unix
+executable) to be executed either locally or remotely.</p></div>
+<div class="paragraph"><p>The two main choices are local unix execution and execution through
+GRAM. Other options are available, and user provided code can also be
+plugged in.</p></div>
+<div class="paragraph"><p>The kickstart utility can be used to capture environmental
+information at execution time to aid in debugging and provenance capture.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_swiftscript_language_compilation_layer">6.2. SwiftScript language compilation layer</h3>
+<div class="paragraph"><p>Step i: text to XML intermediate form parser/processor. parser written
+in ANTLR - see resources/VDL.g. The XML Schema Definition (XSD) for the
+intermediate language is in resources/XDTM.xsd.</p></div>
+<div class="paragraph"><p>Step ii: XML intermediate form to Karajan workflow. Karajan.java - reads
+the XML intermediate form. compiles to karajan workflow language - for
+example, expressions are converted from SwiftScript syntax into Karajan
+syntax, and function invocations become karajan function invocations
+with various modifications to parameters to accomodate return parameters
+and dataset handling.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_swift_karajan_library_layer">6.3. Swift/karajan library layer</h3>
+<div class="paragraph"><p>Some Swift functionality is provided in the form of Karajan libraries
+that are used at runtime by the Karajan workflows that the Swift
+compiler generates.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_ways_in_which_swift_can_be_extended">7. Ways in which Swift can be extended</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Swift is extensible in a number of ways. It is possible to add mappers
+to accomodate different filesystem arrangements, site selectors to
+change how Swift decides where to run each job, and job submission
+interfaces to submit jobs through different mechanisms.</p></div>
+<div class="paragraph"><p>A number of mappers are provided as part of the Swift release and
+documented in the mappers section. New mappers can be
+implemented in Java by implementing the org.griphyn.vdl.mapping.Mapper
+interface. The Swift tutorial
+<a href="http://www.ci.uchicago.edu/swift/guides/tutorial.php">http://www.ci.uchicago.edu/swift/guides/tutorial.php</a> contains a simple
+example of this.</p></div>
+<div class="paragraph"><p>Swift provides a default site selector, the Adaptive Scheduler. New site
+selectors can be plugged in by implementing the
+org.globus.cog.karajan.scheduler.Scheduler interface and modifying
+libexec/scheduler.xml and etc/karajan.properties to refer to the new
+scheduler.</p></div>
+<div class="paragraph"><p>Execution providers and filesystem providers, which allow to Swift to
+execute jobs and to stage files in and out through mechanisms such as
+GRAM and GridFTP can be implemented as Java CoG kit providers.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_function_reference">8. Function reference</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This section details functions that are available for use in the
+SwiftScript language.</p></div>
+<div class="sect2">
+<h3 id="_arg">8.1. @arg</h3>
+<div class="paragraph"><p>Takes a command line parameter name as a string parameter and an
+optional default value and returns the value of that string parameter
+from the command line. If no default value is specified and the command
+line parameter is missing, an error is generated. If a default value is
+specified and the command line parameter is missing, @arg will return
+the default value.</p></div>
+<div class="paragraph"><p>Command line parameters recognized by @arg begin with exactly one
+hyphen and need to be positioned after the script name.</p></div>
+<div class="paragraph"><p>For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span>@<span style="font-weight: bold"><span style="color: #000000">arg</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"myparam"</span><span style="color: #990000">));</span>
+<span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span>@<span style="font-weight: bold"><span style="color: #000000">arg</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"optionalparam"</span><span style="color: #990000">,</span> <span style="color: #FF0000">"defaultvalue"</span><span style="color: #990000">));</span></tt></pre></div></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ <span style="color: #008080">swift</span> arg<span style="color: #990000">.</span>swift <span style="color: #990000">-</span>myparam<span style="color: #990000">=</span>hello
+<span style="color: #008080">Swift</span> v0<span style="color: #990000">.</span><span style="color: #993399">3</span><span style="color: #990000">-</span><span style="color: #008080">dev</span> <span style="font-weight: bold"><span style="color: #000000">r1674</span></span> <span style="color: #990000">(</span><span style="color: #008080">modified</span> locally<span style="color: #990000">)</span>
+
+RunID<span style="color: #990000">:</span> <span style="color: #993399">20080220</span><span style="color: #990000">-</span><span style="color: #993399">1548</span><span style="color: #990000">-</span>ylc4pmda
+<span style="color: #008080">SwiftScript</span> trace<span style="color: #990000">:</span> defaultvalue
+<span style="color: #008080">SwiftScript</span> trace<span style="color: #990000">:</span> hello</tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_extractint">8.2. @extractint</h3>
+<div class="paragraph"><p>@extractint(file) will read the specified file, parse an integer from
+the file contents and return that integer.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_filename">8.3. @filename</h3>
+<div class="paragraph"><p>@filename(v) will return a string containing the filename(s) for the
+file(s) mapped to the variable v. When more than one filename is
+returned, the filenames will be space separated inside a single string
+return value.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_filenames">8.4. @filenames</h3>
+<div class="paragraph"><p>@filenames(v) will return multiple values (!) containing the
+filename(s) for the file(s) mapped to the variable v. (compare to
+ at filename)</p></div>
+</div>
+<div class="sect2">
+<h3 id="_regexp">8.5. @regexp</h3>
+<div class="paragraph"><p>@regexp(input,pattern,replacement) will apply regular expression
+substitution using the Java java.util.regexp API
+<a href="http://java.sun.com/j2se/1.4.2/docs/api/java/util/regex/Pattern.html">http://java.sun.com/j2se/1.4.2/docs/api/java/util/regex/Pattern.html</a>.
+For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">string</span> v <span style="color: #990000">=</span> @<span style="font-weight: bold"><span style="color: #000000">regexp</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"abcdefghi"</span><span style="color: #990000">,</span> <span style="color: #FF0000">"c(def)g"</span><span style="color: #990000">,</span><span style="color: #FF0000">"monkey"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>will assign the value "abmonkeyhi" to the variable v.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_strcat">8.6. @strcat</h3>
+<div class="paragraph"><p>@strcat(a,b,c,d,…) will return a string containing all of the
+strings passed as parameters joined into a single string. There may be
+any number of parameters.</p></div>
+<div class="paragraph"><p>The + operator concatenates two strings: @strcat(a,b) is the same as
+a + b</p></div>
+</div>
+<div class="sect2">
+<h3 id="_strcut">8.7. @strcut</h3>
+<div class="paragraph"><p>@strcut(input,pattern) will match the regular expression in the
+pattern parameter against the supplied input string and return the
+section that matches the first matching parenthesised group.</p></div>
+<div class="paragraph"><p>For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">string</span> t <span style="color: #990000">=</span> <span style="color: #FF0000">"my name is John and i like puppies."</span><span style="color: #990000">;</span>
+<span style="color: #008080">string</span> name <span style="color: #990000">=</span> @<span style="font-weight: bold"><span style="color: #000000">strcut</span></span><span style="color: #990000">(</span>t<span style="color: #990000">,</span> <span style="color: #FF0000">"my name is ([^ ]*) "</span><span style="color: #990000">);</span>
+<span style="color: #008080">string</span> out <span style="color: #990000">=</span> @<span style="font-weight: bold"><span style="color: #000000">strcat</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"Your name is "</span><span style="color: #990000">,</span>name<span style="color: #990000">);</span>
+<span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span>out<span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>will output the message: Your name is John.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_strsplit">8.8. @strsplit</h3>
+<div class="paragraph"><p>@strsplit(input,pattern) will split the input string based on
+separators that match the given pattern and return a string array.
+(since Swift 0.9)</p></div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">string</span> t <span style="color: #990000">=</span> <span style="color: #FF0000">"my name is John and i like puppies."</span><span style="color: #990000">;</span>
+<span style="color: #008080">string</span> words<span style="color: #990000">[]</span> <span style="color: #990000">=</span> @<span style="font-weight: bold"><span style="color: #000000">strsplit</span></span><span style="color: #990000">(</span>t<span style="color: #990000">,</span> <span style="color: #FF0000">"</span><span style="color: #CC33CC">\\</span><span style="color: #FF0000">s"</span><span style="color: #990000">);</span>
+foreach word <span style="color: #008080">in</span> words <span style="color: #FF0000">{</span>
+ <span style="font-weight: bold"><span style="color: #000000">trace</span></span><span style="color: #990000">(</span>word<span style="color: #990000">);</span>
+<span style="color: #FF0000">}</span></tt></pre></div></div>
+<div class="paragraph"><p>will output one word of the sentence on each line (though not
+necessarily in order, due to the fact that foreach iterations execute in
+parallel).</p></div>
+</div>
+<div class="sect2">
+<h3 id="_toint">8.9. @toint</h3>
+<div class="paragraph"><p>@toint(input) will parse its input string into an integer. This can be
+used with @arg to pass input parameters to a SwiftScript program as
+integers.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_built_in_procedure_reference">9. Built-in procedure reference</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This section details built-in procedures that are available for use in
+the SwiftScript language.</p></div>
+<div class="sect2">
+<h3 id="_readdata">9.1. readData</h3>
+<div class="paragraph"><p>readData will read data from a specified file.</p></div>
+<div class="paragraph"><p>The format of the input file is controlled by the type of the return value.</p></div>
+<div class="paragraph"><p>For scalar return types, such as int, the specified file should contain
+a single value of that type.</p></div>
+<div class="paragraph"><p>For arrays of scalars, the specified file should contain one value per
+line.</p></div>
+<div class="paragraph"><p>For structs of scalars, the file should contain two rows. The first row
+should be structure member names separated by whitespace. The second row
+should be the corresponding values for each structure member, separated
+by whitespace, in the same order as the header row.</p></div>
+<div class="paragraph"><p>For arrays of structs, the file should contain a heading row listing
+structure member names separated by whitespace. There should be one row
+for each element of the array, with structure member elements listed in
+the same order as the header row and separated by whitespace. (since
+Swift 0.4)</p></div>
+</div>
+<div class="sect2">
+<h3 id="_readdata2">9.2. readdata2</h3>
+<div class="paragraph"><p>readdata2 will read data from a specified file, like readdata, but
+using a different file format more closely related to that used by the
+ext mapper.</p></div>
+<div class="paragraph"><p>Input files should list, one per line, a path into a Swift structure,
+and the value for that position in the structure:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>rows<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">].</span>columns<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="color: #993399">0</span>
+rows<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">].</span>columns<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="color: #993399">2</span>
+rows<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">].</span>columns<span style="color: #990000">[</span><span style="color: #993399">2</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="color: #993399">4</span>
+rows<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">].</span>columns<span style="color: #990000">[</span><span style="color: #993399">0</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="color: #993399">1</span>
+rows<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">].</span>columns<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="color: #993399">3</span>
+rows<span style="color: #990000">[</span><span style="color: #993399">1</span><span style="color: #990000">].</span>columns<span style="color: #990000">[</span><span style="color: #993399">2</span><span style="color: #990000">]</span> <span style="color: #990000">=</span> <span style="color: #993399">5</span></tt></pre></div></div>
+<div class="paragraph"><p>which can be read into a structure defined like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> vector <span style="color: #FF0000">{</span>
+ <span style="color: #009900">int</span> columns<span style="color: #990000">[];</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">type</span> matrix <span style="color: #FF0000">{</span>
+ <span style="color: #008080">vector</span> rows<span style="color: #990000">[];</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">matrix</span> m<span style="color: #990000">;</span>
+
+m <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">readData2</span></span><span style="color: #990000">(</span><span style="color: #FF0000">"readData2.in"</span><span style="color: #990000">);</span></tt></pre></div></div>
+<div class="paragraph"><p>(since Swift 0.7)</p></div>
+</div>
+<div class="sect2">
+<h3 id="_trace">9.3. trace</h3>
+<div class="paragraph"><p>trace will log its parameters. By default these will appear on both
+stdout and in the run log file. Some formatting occurs to produce the
+log message. The particular output format should not be relied upon.
+(since Swift 0.4)</p></div>
+</div>
+<div class="sect2">
+<h3 id="_writedata">9.4. writeData</h3>
+<div class="paragraph"><p>writeData will write out data structures in the format described for
+readData</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_swift_configuration_properties">10. Swift configuration properties</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Various aspects of the behavior of the Swift Engine can be configured
+through properties. The Swift Engine recognizes a global, per
+installation properties file which can found in etc/swift.properties
+in the Swift installation directory and a user properties file which can
+be created by each user in ~/.swift/swift.properties. The Swift Engine
+will first load the global properties file. It will then try to load the
+user properties file. If a user properties file is found, individual
+properties explicitly set in that file will override the respective
+properties in the global properties file. Furthermore, some of the
+properties can be overridden directly using command line arguments to
+the <strong>swift</strong> command.</p></div>
+<div class="paragraph"><p>Swift properties are specified in the following format:</p></div>
+<div class="paragraph"><p><name>=<value></p></div>
+<div class="paragraph"><p>The value can contain variables which will be expanded when the
+properties file is read. Expansion is performed when the name of the
+variable is used inside the standard shell dereference construct:
+configuration file:</p></div>
+<div class="paragraph"><p>Swift Configuration Variables</p></div>
+<div class="paragraph"><p>swift.home</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Points to the Swift installation directory ($SWIFT_HOME). In
+general, this should not be set as Swift can find its own
+installation directory, and incorrectly setting it may impair the
+correct functionality of Swift.</tt></pre>
+</div></div>
+<div class="paragraph"><p>user.name</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The name of the current logged in user.</tt></pre>
+</div></div>
+<div class="paragraph"><p>user.home</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The user's home directory.</tt></pre>
+</div></div>
+<div class="paragraph"><p>The following is a list of valid Swift properties:</p></div>
+<div class="paragraph"><p>Swift Properties</p></div>
+<div class="paragraph"><p>caching.algorithm</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: LRU</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: LRU</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Swift caches files that are staged in on remote resources, and files
+that are produced remotely by applications, such that they can be
+re-used if needed without being transfered again. However, the
+amount of remote file system space to be used for caching can be
+limited using the swift:storagesize profile entry in the sites.xml file. Example:</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><pool</span></span> <span style="color: #009900">handle</span><span style="color: #990000">=</span><span style="color: #FF0000">"example"</span> <span style="color: #009900">sysinfo</span><span style="color: #990000">=</span><span style="color: #FF0000">"INTEL32::LINUX"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><gridftp</span></span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"gsiftp://example.org"</span> <span style="color: #009900">storage</span><span style="color: #990000">=</span><span style="color: #FF0000">"/scratch/swift"</span> <span style="color: #009900">major</span><span style="color: #990000">=</span><span style="color: #FF0000">"2"</span> <span style="color: #009900">minor</span><span style="color: #990000">=</span><span style="color: #FF0000">"4"</span> <span style="color: #009900">patch</span><span style="color: #990000">=</span><span style="color: #FF0000">"3"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><jobmanager</span></span> <span style="color: #009900">universe</span><span style="color: #990000">=</span><span style="color: #FF0000">"vanilla"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"example.org/jobmanager-pbs"</span> <span style="color: #009900">major</span><span style="color: #990000">=</span><span style="color: #FF0000">"2"</span> <span style="color: #009900">minor</span><span style="color: #990000">=</span><span style="color: #FF0000">"4"</span> <span style="color: #009900">patch</span><span style="color: #990000">=</span><span style="color: #FF0000">"3"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><workdirectory></span></span>/scratch/swift<span style="font-weight: bold"><span style="color: #0000FF"></workdirectory></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"SWIFT"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"storagesize"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>20000000<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"></pool></span></span></tt></pre></div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The decision of which files to keep in the cache and which files to
+remove is made considering the value of the caching.algorithm
+property. Currently, the only available value for this property is
+LRU, which would cause the least recently used files to be deleted
+first.</tt></pre>
+</div></div>
+<div class="paragraph"><p>clustering.enabled</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Enables clustering.</tt></pre>
+</div></div>
+<div class="paragraph"><p>clustering.min.time</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <int></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 60</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Indicates the threshold wall time for clustering, in seconds. Jobs
+that have a wall time smaller than the value of this property will
+be considered for clustering.</tt></pre>
+</div></div>
+<div class="paragraph"><p>clustering.queue.delay</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <int></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 4</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This property indicates the interval, in seconds, at which the
+clustering queue is processed.</tt></pre>
+</div></div>
+<div class="paragraph"><p>execution.retries</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: positive integers</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 2</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The number of time a job will be retried if it fails (giving a
+maximum of 1 + execution.retries attempts at execution)</tt></pre>
+</div></div>
+<div class="paragraph"><p>foreach.max.threads</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: positive integers</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 1024</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Limits the number of concurrent iterations that each foreach
+statement can have at one time. This conserves memory for swift
+programs that have large numbers of iterations (which would
+otherwise all be executed in parallel). (since Swift 0.9)</tt></pre>
+</div></div>
+<div class="paragraph"><p>ip.address</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <ipaddress></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: N/A</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The Globus GRAM service uses a callback mechanism to send
+notifications about the status of submitted jobs. The callback
+mechanism requires that the Swift client be reachable from the hosts
+the GRAM services are running on. Normally, Swift can detect the
+correct IP address of the client machine. However, in certain cases
+(such as the client machine having more than one network interface)
+the automatic detection mechanism is not reliable. In such cases,
+the IP address of the Swift client machine can be specified using
+this property. The value of this property must be a numeric address
+without quotes.</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This option is deprecated and the hostname property should be used
+instead.</tt></pre>
+</div></div>
+<div class="paragraph"><p>kickstart.always.transfer</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This property controls when output from Kickstart is transfered back
+to the submit site, if Kickstart is enabled. When set to false,
+Kickstart output is only transfered for jobs that fail. If set to
+true, Kickstart output is transfered after every job is completed
+or failed.</tt></pre>
+</div></div>
+<div class="paragraph"><p>kickstart.enabled</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false, maybe</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: maybe</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This option allows controlling of when Swift uses Kickstart.
+A value of false disables the use of Kickstart,
+while a value of true enables the use of Kickstart, in which case
+sites specified in the sites.xml file must have valid
+gridlaunch attributes. The maybe value will enable the use of
+Kickstart only on sites that have the gridlaunch attribute
+specified.</tt></pre>
+</div></div>
+<div class="paragraph"><p>lazy.errors</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Swift can report application errors in two modes, depending on the
+value of this property. If set to false, Swift will report the
+first error encountered and immediately stop execution. If set to
+true, Swift will attempt to run as much as possible from a
+SwiftScript program before stopping execution and reporting all
+errors encountered.</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>When developing SwiftScript programs, using the default value of
+false can make the program easier to debug. However in production
+runs, using true will allow more of a SwiftScript program to be
+run before Swift aborts execution.</tt></pre>
+</div></div>
+<div class="paragraph"><p>pgraph</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false, <file></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Swift can generate a Graphviz <http://www.graphviz.org/> file
+representing the structure of the SwiftScript program it has run. If
+this property is set to true, Swift will save the provenance graph
+in a file named by concatenating the program name and the instance
+ID (e.g. helloworld-ht0adgi315l61.dot).</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>If set to false, no provenance graph will be generated. If a file
+name is used, then the provenance graph will be saved in the
+specified file.</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The generated dot file can be rendered into a graphical form using
+Graphviz <http://www.graphviz.org/>, for example with a command-line
+such as:</tt></pre>
+</div></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ swift -pgraph graph1<span style="color: #990000">.</span>dot q1<span style="color: #990000">.</span>swift
+$ dot -ograph<span style="color: #990000">.</span>png -Tpng graph1<span style="color: #990000">.</span>dot</tt></pre></div></div>
+<div class="paragraph"><p>pgraph.graph.options</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <string></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: splines="compound", rankdir="TB"</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This property specifies a Graphviz <http://www.graphviz.org>
+specific set of parameters for the graph.</tt></pre>
+</div></div>
+<div class="paragraph"><p>pgraph.node.options</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <string></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: color="seagreen", style="filled"</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Used to specify a set of Graphviz <http://www.graphviz.org> specific
+properties for the nodes in the graph.</tt></pre>
+</div></div>
+<div class="paragraph"><p>provenance.log</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This property controls whether the log file will contain provenance
+information enabling this will increase the size of log files,
+sometimes significantly.</tt></pre>
+</div></div>
+<div class="paragraph"><p>replication.enabled</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Enables/disables replication. Replication is used to deal with jobs
+sitting in batch queues for abnormally large amounts of time. If
+replication is enabled and certain conditions are met, Swift creates
+and submits replicas of jobs, and allows multiple instances of a job
+to compete.</tt></pre>
+</div></div>
+<div class="paragraph"><p>replication.limit</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: positive integers</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 3</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The maximum number of replicas that Swift should attempt.</tt></pre>
+</div></div>
+<div class="paragraph"><p>sitedir.keep</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Indicates whether the working directory on the remote site should be
+left intact even when a run completes successfully. This can be used
+to inspect the site working directory for debugging purposes.</tt></pre>
+</div></div>
+<div class="paragraph"><p>sites.file</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <file></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: ${swift.home}/etc/sites.xml</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Points to the location of the site catalog, which contains a list of
+all sites that Swift should use.</tt></pre>
+</div></div>
+<div class="paragraph"><p>status.mode</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: files, provider</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: files</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Controls how Swift will communicate the result code of running user
+programs from workers to the submit side. In files mode, a file
+indicating success or failure will be created on the site shared
+filesystem. In provider mode, the execution provider job status
+will be used.</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>provider mode requires the underlying job execution system to
+correctly return exit codes. In at least the cases of GRAM2, and
+clusters used with any provider, exit codes are not returned, and so
+files mode must be used in those cases. Otherwise, provider mode
+can be used to reduce the amount of filesystem access. (since Swift
+0.8)</tt></pre>
+</div></div>
+<div class="paragraph"><p>tc.file</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <file></tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: ${swift.home}/etc/tc.data</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Points to the location of the transformation catalog file which
+contains information about installed applications. Details about the
+format of the transformation catalog can be found here
+<http://vds.uchicago.edu/vds/doc/userguide/html/H_TransformationCatalog.html>.</tt></pre>
+</div></div>
+<div class="paragraph"><p>tcp.port.range</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <start>,<end> where start and end are integers</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: none</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>A TCP port range can be specified to restrict the ports on which
+GRAM callback services are started. This is likely needed if your
+submit host is behind a firewall, in which case the firewall should
+be configured to allow incoming connections on ports in the range.</tt></pre>
+</div></div>
+<div class="paragraph"><p>throttle.file.operations</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <int>, off</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 8</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Limits the total number of concurrent file operations that can
+happen at any given time. File operations (like transfers) require
+an exclusive connection to a site. These connections can be
+expensive to establish. A large number of concurrent file operations
+may cause Swift to attempt to establish many such expensive
+connections to various sites. Limiting the number of concurrent file
+operations causes Swift to use a small number of cached connections
+and achieve better overall performance.</tt></pre>
+</div></div>
+<div class="paragraph"><p>throttle.host.submit</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <int>, off</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 2</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Limits the number of concurrent submissions for any of the sites
+Swift will try to send jobs to. In other words it guarantees that no
+more than the value of this throttle jobs sent to any site will be
+concurrently in a state of being submitted.</tt></pre>
+</div></div>
+<div class="paragraph"><p>throttle.score.job.factor</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <int>, off</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 4</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>The Swift scheduler has the ability to limit the number of
+concurrent jobs allowed on a site based on the performance history
+of that site. Each site is assigned a score (initially 1), which can
+increase or decrease based on whether the site yields successful or
+faulty job runs. The score for a site can take values in the (0.1,
+100) interval. The number of allowed jobs is calculated using the
+following formula:</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>2 + score*throttle.score.job.factor</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This means a site will always be allowed at least two concurrent
+jobs and at most 2 + 100*throttle.score.job.factor. With a default
+of 4 this means at least 2 jobs and at most 402.</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This parameter can also be set per site using the jobThrottle
+profile key in a site catalog entry.</tt></pre>
+</div></div>
+<div class="paragraph"><p>throttle.submit</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <int>, off</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 4</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Limits the number of concurrent submissions for a run. This throttle
+only limits the number of concurrent tasks (jobs) that are being
+sent to sites, not the total number of concurrent jobs that can be
+run. The submission stage in GRAM is one of the most CPU expensive
+stages (due mostly to the mutual authentication and delegation).
+Having too many concurrent submissions can overload either or both
+the submit host CPU and the remote host/head node causing degraded
+performance.</tt></pre>
+</div></div>
+<div class="paragraph"><p>throttle.transfers</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: <int>, off</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: 4</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Limits the total number of concurrent file transfers that can happen
+at any given time. File transfers consume bandwidth. Too many
+concurrent transfers can cause the network to be overloaded
+preventing various other signaling traffic from flowing properly.</tt></pre>
+</div></div>
+<div class="paragraph"><p>ticker.disable</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>When set to true, suppresses the output progress ticker that Swift
+sends to the console every few seconds during a run (since Swift 0.9)</tt></pre>
+</div></div>
+<div class="paragraph"><p>wrapper.invocation.mode</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: absolute, relative</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: absolute</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Determines if Swift remote wrappers will be executed by specifying
+an absolute path, or a path relative to the job initial working
+directory. In most cases, execution will be successful with either
+option. However, some execution sites ignore the specified initial
+working directory, and so absolute must be used. Conversely on
+some sites, job directories appear in a different place on the
+worker node file system than on the filesystem access node, with the
+execution system handling translation of the job initial working
+directory. In such cases, relative mode must be used. (since Swift
+0.9)</tt></pre>
+</div></div>
+<div class="paragraph"><p>wrapper.parameter.mode</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Controls how Swift will supply parameters to the remote wrapper
+script. args mode will pass parameters on the command line. Some
+execution systems do not pass commandline parameters sufficiently
+cleanly for Swift to operate correctly. files mode will pass
+parameters through an additional input file (since Swift 0.95). This
+provides a cleaner communication channel for parameters, at the
+expense of transferring an additional file for each job invocation.</tt></pre>
+</div></div>
+<div class="paragraph"><p>wrapperlog.always.transfer</p></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Valid values: true, false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>Default value: false</tt></pre>
+</div></div>
+<div class="literalblock">
+<div class="content">
+<pre><tt>This property controls when output from the Swift remote wrapper is
+transfered back to the submit site. When set to false, wrapper
+logs are only transfered for jobs that fail. If set to true,
+wrapper logs are transfered after every job is completed or failed.</tt></pre>
+</div></div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>sites.file=${vds.home}/etc/sites.xml
+tc.file=${vds.home}/etc/tc.data
+ip.address=192.168.0.1</tt></pre></div></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_profiles">11. Profiles</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Profiles are configuration parameters than can be specified either for
+sites or for transformation catalog entries. They influence the
+behaviour of Swift towards that site (for example, by changing the load
+Swift will place on that sites) or when running a particular procedure.</p></div>
+<div class="paragraph"><p>Profile entries for a site are specified in the site catalog. Profile
+entries for specific procedures are specified in the transformation
+catalog.</p></div>
+<div class="sect2">
+<h3 id="_karajan_namespace">11.1. Karajan namespace</h3>
+<div class="paragraph"><p>maxSubmitRate limits the maximum rate of job submission, in jobs per
+second. For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"karajan"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"maxSubmitRate"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>0.2<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span></tt></pre></div></div>
+<div class="paragraph"><p>will limit job submission to 0.2 jobs per second (or equivalently, one
+job every five seconds).</p></div>
+<div class="paragraph"><p>jobThrottle allows the job throttle factor (see Swift property
+throttle.score.job.factor to be
+set per site.</p></div>
+<div class="paragraph"><p>initialScore allows the initial score for rate limiting and site
+selection to be set to a value other than 0.</p></div>
+<div class="paragraph"><p>delayBase controls how much a site will be delayed when it performs
+poorly. With each reduction in a sites score by 1, the delay between
+execution attempts will increase by a factor of delayBase.</p></div>
+<div class="paragraph"><p>status.mode allows the status.mode property to be set per-site instead
+of for an entire run. See the Swift configuration properties section for
+more information. (since Swift 0.8)</p></div>
+</div>
+<div class="sect2">
+<h3 id="_swift_namespace">11.2. swift namespace</h3>
+<div class="paragraph"><p>storagesize limits the amount of space that will be used on the remote
+site for temporary files. When more than that amount of space is used,
+the remote temporary file cache will be cleared using the algorithm
+specified in the caching.algorithm property.</p></div>
+<div class="paragraph"><p>wrapperInterpreter - The wrapper interpreter indicates the command
+(executable) to be used to run the Swift wrapper script. The default is
+"/bin/bash" on Unix sites and "cscript.exe" on Windows sites.</p></div>
+<div class="paragraph"><p>wrapperInterpreterOptions - Allows specifying additional options to the
+executable used to run the Swift wrapper. The defaults are no options on
+Unix sites and "Nologo" on Windows sites.</p></div>
+<div class="paragraph"><p>wrapperScript - Specifies the name of the wrapper script to be used on a
+site. The defaults are "_swiftwrap" on Unix sites and "_swiftwrap.vbs"
+on Windows sites. If you specify a custom wrapper script, it must be
+present in the "libexec" directory of the Swift installation.</p></div>
+<div class="paragraph"><p>cleanupCommand Indicates the command to be run at the end of a Swift
+run to clean up the run directories on a remote site. Defaults are
+"/bin/rm" on Unix sites and "cmd.exe" on Windows sites</p></div>
+<div class="paragraph"><p>cleanupCommandOptions Specifies the options to be passed to the
+cleanup command above. The options are passed in the argument list to
+the cleanup command. After the options, the last argument is the
+directory to be deleted. The default on Unix sites is "-rf". The default
+on Windows sites is ["/C", "del", "/Q"].</p></div>
+</div>
+<div class="sect2">
+<h3 id="_globus_namespace">11.3. Globus namespace</h3>
+<div class="paragraph"><p>maxwalltime specifies a walltime limit for each job, in minutes.</p></div>
+<div class="paragraph"><p>The following formats are recognized:</p></div>
+<div class="ulist"><ul>
+<li>
+<p>
+Minutes
+</p>
+</li>
+<li>
+<p>
+Hours:Minutes
+</p>
+</li>
+<li>
+<p>
+Hours:Minutes:Seconds
+</p>
+</li>
+</ul></div>
+<div class="paragraph"><p>Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">localhost</span> echo <span style="color: #990000">/</span>bin<span style="color: #990000">/</span>echo <span style="color: #008080">INSTALLED</span> INTEL32<span style="color: #990000">::</span><span style="color: #008080">LINUX</span> GLOBUS<span style="color: #990000">::</span>maxwalltime<span style="color: #990000">=</span><span style="color: #FF0000">"00:20:00"</span></tt></pre></div></div>
+<div class="paragraph"><p>When replication is enabled (see replication), then
+walltime will also be enforced at the Swift client side: when a job has
+been active for more than twice the maxwalltime, Swift will kill the job
+and regard it as failed.</p></div>
+<div class="paragraph"><p>When clustering is used, maxwalltime will be used to select which jobs
+will be clustered together. More information on this is available in the
+clustering section.</p></div>
+<div class="paragraph"><p>When coasters as used, maxwalltime influences the default coaster
+worker maxwalltime, and which jobs will be sent to which workers. More
+information on this is available in the coasters section.</p></div>
+<div class="paragraph"><p>queue is used by the PBS, GRAM2 and GRAM4 providers. This profile
+entry specifies which queue jobs will be submitted to. The valid queue
+names are site-specific.</p></div>
+<div class="paragraph"><p>host_types specifies the types of host that are permissible for a job
+to run on. The valid values are site-specific. This profile entry is
+used by the GRAM2 and GRAM4 providers.</p></div>
+<div class="paragraph"><p>condor_requirements allows a requirements string to be specified when
+Condor is used as an LRM behind GRAM2. Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span>
+<span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"condor_requirements"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>Arch == "X86_64" || Arch="INTEL"<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span></tt></pre></div></div>
+<div class="paragraph"><p>slots When using coasters, this parameter specifies the
+maximum number of jobs/blocks that the coaster scheduler will have
+running at any given time. The default is 20.</p></div>
+<div class="paragraph"><p>workersPerNode - This parameter determines how many coaster workers are
+started one each compute node. The default value is 1.</p></div>
+<div class="paragraph"><p>nodeGranularity - When allocating a coaster worker block, this parameter
+restricts the number of nodes in a block to a multiple of this value.
+The total number of workers will then be a multiple of workersPerNode *
+nodeGranularity. The default value is 1.</p></div>
+<div class="paragraph"><p>allocationStepSize - Each time the coaster block scheduler computes a
+schedule, it will attempt to allocate a number of slots from the number
+of available slots (limited using the above slots profile). This
+parameter specifies the maximum fraction of slots that are allocated in
+one schedule. Default is 0.1.</p></div>
+<div class="paragraph"><p>lowOverallocation - Overallocation is a function of the walltime of a
+job which determines how long (time-wise) a worker job will be. For
+example, if a number of 10s jobs are submitted to the coaster service,
+and the overallocation for 10s jobs is 10, the coaster scheduler will
+attempt to start worker jobs that have a walltime of 100s. The
+overallocation is controlled by manipulating the end-points of an
+overallocation function. The low endpoint, specified by this parameter,
+is the overallocation for a 1s job. The high endpoint is the
+overallocation for a (theoretical) job of infinite length. The
+overallocation for job sizes in the [1s, +inf) interval is determined
+using an exponential decay function: overallocation(walltime) = walltime
+* (lowOverallocation - highOverallocation) * exp(-walltime *
+overallocationDecayFactor) + highOverallocation The default value of
+lowOverallocation is 10.</p></div>
+<div class="paragraph"><p>highOverallocation - The high overallocation endpoint (as described
+above). Default: 1</p></div>
+<div class="paragraph"><p>overallocationDecayFactor - The decay factor for the overallocation
+curve. Default 0.001 (1e-3).</p></div>
+<div class="paragraph"><p>spread - When a large number of jobs is submitted to the a coaster
+service, the work is divided into blocks. This parameter allows a rough
+control of the relative sizes of those blocks. A value of 0 indicates
+that all work should be divided equally between the blocks (and blocks
+will therefore have equal sizes). A value of 1 indicates the largest
+possible spread. The existence of the spread parameter is based on the
+assumption that smaller overall jobs will generally spend less time in
+the queue than larger jobs. By submitting blocks of different sizes,
+submitted jobs may be finished quicker by smaller blocks. Default: 0.9.</p></div>
+<div class="paragraph"><p>reserve - Reserve time is a time in the allocation of a worker that sits
+at the end of the worker time and is useable only for critical
+operations. For example, a job will not be submitted to a worker if it
+overlaps its reserve time, but a job that (due to inaccurate walltime
+specification) runs into the reserve time will not be killed (note that
+once the worker exceeds its walltime, the queuing system will kill the
+job anyway). Default 10 (s).</p></div>
+<div class="paragraph"><p>maxnodes - Determines the maximum number of nodes that can be allocated
+in one coaster block. Default: unlimited.</p></div>
+<div class="paragraph"><p>maxtime - Indicates the maximum walltime that a coaster block can have.
+Default: unlimited.</p></div>
+<div class="paragraph"><p>remoteMonitorEnabled - If set to "true", the client side will get a
+Swing window showing, graphically, the state of the coaster scheduler
+(blocks, jobs, etc.). Default: false</p></div>
+</div>
+<div class="sect2">
+<h3 id="_env_namespace">11.4. env namespace</h3>
+<div class="paragraph"><p>Profile keys set in the env namespace will be set in the unix
+environment of the executed job. Some environment variables influence
+the worker-side behaviour of Swift:</p></div>
+<div class="paragraph"><p>PATHPREFIX - set in env namespace profiles. This path is prefixed onto
+the start of the PATH when jobs are executed. It can be more useful
+than setting the PATH environment variable directly, because setting
+PATH will cause the execution site’s default path to be lost.</p></div>
+<div class="paragraph"><p>SWIFT_JOBDIR_PATH - set in env namespace profiles. If set, then Swift
+will use the path specified here as a worker-node local temporary
+directory to copy input files to before running a job. If unset, Swift
+will keep input files on the site-shared filesystem. In some cases,
+copying to a worker-node local directory can be much faster than having
+applications access the site-shared filesystem directly.</p></div>
+<div class="paragraph"><p>SWIFT_EXTRA_INFO - set in env namespace profiles. If set, then Swift
+will execute the command specified in SWIFT_EXTRA_INFO on execution
+sites immediately before each application execution, and will record the
+stdout of that command in the wrapper info log file for that job. This
+is intended to allow software version and other arbitrary information
+about the remote site to be gathered and returned to the submit side.
+(since Swift 0.9)</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_the_site_catalog_sites_xml">12. The Site Catalog - sites.xml</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>The site catalog lists details of each site that Swift can use. The
+default file contains one entry for local execution, and a large number
+of commented-out example entries for other sites.</p></div>
+<div class="paragraph"><p>By default, the site catalog is stored in etc/sites.xml. This path can
+be overridden with the sites.file configuration property, either in
+the Swift configuration file or on the command line.</p></div>
+<div class="paragraph"><p>The sites file is formatted as XML. It consists of <pool> elements,
+one for each site that Swift will use.</p></div>
+<div class="sect2">
+<h3 id="_pool_element">12.1. Pool element</h3>
+<div class="paragraph"><p>Each pool element must have a handle attribute, giving a symbolic
+name for the site. This can be any name, but must correspond to entries
+for that site in the transformation catalog.</p></div>
+<div class="paragraph"><p>Optionally, the gridlaunch attribute can be used to specify the path
+to kickstart on the site.</p></div>
+<div class="paragraph"><p>Each pool must specify a file transfer method, an execution method and
+a remote working directory. Optionally, profile settings can
+be specified.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_file_transfer_method">12.2. File transfer method</h3>
+<div class="paragraph"><p>Transfer methods are specified with either the <gridftp> element or
+the <filesystem> element.</p></div>
+<div class="paragraph"><p>To use gridftp or local filesystem copy, use the <gridftp> element:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><gridftp</span></span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"gsiftp://evitable.ci.uchicago.edu"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The url attribute may specify a GridFTP server, using the gsiftp URI
+scheme; or it may specify that filesystem copying will be used (which
+assumes that the site has access to the same filesystem as the
+submitting machine) using the URI local://localhost.</p></div>
+<div class="paragraph"><p>Filesystem access using scp (the SSH copy protocol) can be specified
+using the <filesystem> element:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><filesystem</span></span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"www11.i2u2.org"</span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"ssh"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>For additional ssh configuration information, see the ssh execution
+provider documentation below.</p></div>
+<div class="paragraph"><p>Filesystem access using CoG coasters can be also be
+specified using the <filesystem> element. More detail about
+configuring that can be found in the CoG coasters section.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_execution_method">12.3. Execution method</h3>
+<div class="paragraph"><p>Execution methods may be specified either with the <jobmanager> or
+<execution> element.</p></div>
+<div class="paragraph"><p>The <jobmanager> element can be used to specify execution through
+GRAM2. For example,</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><jobmanager</span></span> <span style="color: #009900">universe</span><span style="color: #990000">=</span><span style="color: #FF0000">"vanilla"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"evitable.ci.uchicago.edu/jobmanager-fork"</span> <span style="color: #009900">major</span><span style="color: #990000">=</span><span style="color: #FF0000">"2"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The universe attribute should always be set to vanilla. The url
+attribute should specify the name of the GRAM2 gatekeeper host, and the
+name of the jobmanager to use. The major attribute should always be set
+to 2.</p></div>
+<div class="paragraph"><p>The <execution> element can be used to specify execution through other
+execution providers:</p></div>
+<div class="paragraph"><p>To use GRAM4, specify the gt4 provider. For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"gt4"</span> <span style="color: #009900">jobmanager</span><span style="color: #990000">=</span><span style="color: #FF0000">"PBS"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"tg-grid.uc.teragrid.org"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The url attribute should specify the GRAM4 submission site. The
+jobmanager attribute should specify which GRAM4 jobmanager will be used.</p></div>
+<div class="paragraph"><p>For local execution, the local provider should be used, like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"local"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"none"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>For PBS execution, the pbs provider should be used:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"pbs"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"none"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The GLOBUS::queue profile key can be used to
+specify which PBS queue jobs will be submitted to.</p></div>
+<div class="paragraph"><p>For execution through a local Condor installation, the condor provider
+should be used. This provider can run jobs either in the default vanilla
+universe, or can use Condor-G to run jobs on remote sites.</p></div>
+<div class="paragraph"><p>When running locally, only the <execution> element needs to be specified:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"condor"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"none"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>When running with Condor-G, it is necessary to specify the Condor grid
+universe and the contact string for the remote site. For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"condor"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"jobType"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>grid<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span>
+<span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"gridResource"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>gt2 belhaven-1.renci.org/jobmanager-fork<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span></tt></pre></div></div>
+<div class="paragraph"><p>For execution through SSH, the ssh provider should be used:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"www11.i2u2.org"</span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"ssh"</span><span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>with configuration made in ~/.ssh/auth.defaults with the string
+<em>www11.i2u2.org</em> changed to the appropriate host name:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>www11<span style="color: #990000">.</span>i2u2<span style="color: #990000">.</span>org<span style="color: #990000">.</span><span style="font-weight: bold"><span style="color: #0000FF">type</span></span><span style="color: #990000">=</span>key
+www11<span style="color: #990000">.</span>i2u2<span style="color: #990000">.</span>org<span style="color: #990000">.</span><span style="color: #009900">username</span><span style="color: #990000">=</span>hategan
+www11<span style="color: #990000">.</span>i2u2<span style="color: #990000">.</span>org<span style="color: #990000">.</span><span style="color: #009900">key</span><span style="color: #990000">=</span>/home/mike<span style="color: #990000">/.</span>ssh/i2u2portal
+www11<span style="color: #990000">.</span>i2u2<span style="color: #990000">.</span>org<span style="color: #990000">.</span><span style="color: #009900">passphrase</span><span style="color: #990000">=</span>XXXX</tt></pre></div></div>
+<div class="paragraph"><p>For execution using the CoG Coaster mechanism, the coaster
+provider should be used:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"coaster"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"tg-grid.uc.teragrid.org"</span>
+ <span style="color: #009900">jobmanager</span><span style="color: #990000">=</span><span style="color: #FF0000">"gt2:gt2:pbs"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>More details about configuration of coasters can be found in the section
+on coasters.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_work_directory">12.4. Work directory</h3>
+<div class="paragraph"><p>The workdirectory element specifies where on the site files can be
+stored.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><workdirectory></span></span>/home/benc<span style="font-weight: bold"><span style="color: #0000FF"></workdirectory></span></span></tt></pre></div></div>
+<div class="paragraph"><p>This file must be accessible through the transfer mechanism specified in
+the <gridftp> element and also mounted on all worker nodes that will
+be used for execution. A shared cluster scratch filesystem is
+appropriate for this.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_profiles_2">12.5. Profiles</h3>
+<div class="paragraph"><p>Profile keys can be specified using the <profile> element.
+For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"queue"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>fast<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The site catalog format is an evolution of the VDS site catalog format
+which is documented here
+<a href="http://vds.uchicago.edu/vds/doc/userguide/html/H_SiteCatalog.html">http://vds.uchicago.edu/vds/doc/userguide/html/H_SiteCatalog.html</a>.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_the_transformation_catalog_tc_data">13. The Transformation Catalog - tc.data</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>The transformation catalog lists where application executables are
+located on remote sites.</p></div>
+<div class="paragraph"><p>By default, the site catalog is stored in etc/tc.data. This path can
+be overridden with the tc.file configuration property, either in the
+Swift configuration file or on the command line.</p></div>
+<div class="paragraph"><p>The format is one line per executable per site, with fields separated by
+tabs. Spaces cannot be used to separate fields.</p></div>
+<div class="paragraph"><p>Some example entries:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>localhost echo /bin/echo INSTALLED INTEL32<span style="color: #990000">::</span>LINUX null
+TGUC touch /usr/bin/touch INSTALLED INTEL32<span style="color: #990000">::</span>LINUX GLOBUS<span style="color: #990000">::</span><span style="color: #009900">maxwalltime</span><span style="color: #990000">=</span><span style="color: #FF0000">"0:1"</span></tt></pre></div></div>
+<div class="paragraph"><p>The fields are: site, transformation name, executable path, installation
+status, platform, and profile entrys.</p></div>
+<div class="paragraph"><p>The site field should correspond to a site name listed in the sites catalog.</p></div>
+<div class="paragraph"><p>The transformation name should correspond to the transformation name
+used in a SwiftScript app procedure.</p></div>
+<div class="paragraph"><p>The executable path should specify where the particular executable is
+located on that site.</p></div>
+<div class="paragraph"><p>The installation status and platform fields are not used. Set them to
+INSTALLED and INTEL32::LINUX respectively.</p></div>
+<div class="paragraph"><p>The profiles field should be set to null if no profile entries are to
+be specified, or should contain the profile entries separated by
+semicolons.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_build_options">14. Build options</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>See the Swift download page
+<a href="http://www.ci.uchicago.edu/swift/downloads/">http://www.ci.uchicago.edu/swift/downloads/</a> for instructions on
+downloading and building Swift from source. When building, various build
+options can be supplied on the ant commandline. These are summarised here:</p></div>
+<div class="paragraph"><p>with-provider-condor - build with CoG condor provider</p></div>
+<div class="paragraph"><p>with-provider-coaster - build with CoG coaster provider (see the
+section on coasters). Since 0.8, coasters are always built,
+and this option has no effect.</p></div>
+<div class="paragraph"><p>with-provider-deef - build with Falkon provider deef. In order for
+this option to work, it is necessary to check out the provider-deef code
+in the cog/modules directory alongside swift:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ cd cog/modules
+$ svn co https<span style="color: #990000">:</span>//svn<span style="color: #990000">.</span>ci<span style="color: #990000">.</span>uchicago<span style="color: #990000">.</span>edu/svn/vdl<span style="color: #993399">2</span>/provider-deef
+$ cd <span style="color: #990000">..</span>/swift
+$ ant -Dwith-provider-deef<span style="color: #990000">=</span><span style="font-weight: bold"><span style="color: #0000FF">true</span></span> redist</tt></pre></div></div>
+<div class="paragraph"><p>with-provider-wonky - build with provider-wonky, an execution provider
+that provides delays and unreliability for the purposes of testing
+Swift’s fault tolerance mechanisms. In order for this option to work, it
+is necessary to check out the provider-wonky code in the |cog/modules|
+directory alongside swift:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ cd cog/modules
+$ svn co https<span style="color: #990000">:</span>//svn<span style="color: #990000">.</span>ci<span style="color: #990000">.</span>uchicago<span style="color: #990000">.</span>edu/svn/vdl<span style="color: #993399">2</span>/provider-wonky
+$ cd <span style="color: #990000">..</span>/swift<span style="color: #990000">|*</span>
+$ ant -Dwith-provider-wonky<span style="color: #990000">=</span><span style="font-weight: bold"><span style="color: #0000FF">true</span></span> redist</tt></pre></div></div>
+<div class="paragraph"><p>no-supporting - produces a distribution without supporting commands
+such as grid-proxy-init. This is intended for when the Swift
+distribution will be used in an environment where those commands are
+already provided by other packages, where the Swift package should be
+providing only Swift commands, and where the presence of commands such
+as grid-proxy-init from the Swift distribution in the path will mask the
+presence of those commands from their true distribution package such as
+a Globus Toolkit package.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ ant -Dno-supporting<span style="color: #990000">=</span><span style="font-weight: bold"><span style="color: #0000FF">true</span></span> redist</tt></pre></div></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_kickstart">15. Kickstart</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Kickstart is a tool that can be used to gather various information about
+the remote execution environment for each job that Swift tries to run.</p></div>
+<div class="paragraph"><p>For each job, Kickstart generates an XML invocation record. By default
+this record is staged back to the submit host if the job fails.</p></div>
+<div class="paragraph"><p>Before it can be used it must be installed on the remote site and the
+sites file must be configured to point to kickstart.</p></div>
+<div class="paragraph"><p>Kickstart can be downloaded as part of the Pegasus <em>worker package</em>
+available from the worker packages section of the Pegasus download page
+<a href="http://pegasus.isi.edu/code.php">http://pegasus.isi.edu/code.php</a>.</p></div>
+<div class="paragraph"><p>Untar the relevant worker package somewhere where it is visible to all
+of the worker nodes on the remote execution machine (such as in a shared
+application filesystem).</p></div>
+<div class="paragraph"><p>Now configure the gridlaunch attribute of the sites catalog to point to
+that path, by adding a gridlaunch attribute to the pool element in
+the site catalog:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><pool</span></span> <span style="color: #009900">handle</span><span style="color: #990000">=</span><span style="color: #FF0000">"example"</span> <span style="color: #009900">gridlaunch</span><span style="color: #990000">=</span><span style="color: #FF0000">"/usr/local/bin/kickstart"</span> <span style="color: #009900">sysinfo</span><span style="color: #990000">=</span><span style="color: #FF0000">"INTEL32::LINUX"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>
+...
+<span style="font-weight: bold"><span style="color: #0000FF"></pool></span></span></tt></pre></div></div>
+<div class="paragraph"><p>There are various kickstat.* properties, which have sensible default
+values. These are documented in the properties section.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_reliability_mechanisms">16. Reliability mechanisms</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>This section details reliabilty mechanisms in Swift: retries, restarts
+and replication.</p></div>
+<div class="sect2">
+<h3 id="_retries">16.1. Retries</h3>
+<div class="paragraph"><p>If an application procedure execution fails, Swift will attempt that
+execution again repeatedly until it succeeds, up until the limit defined
+in the execution.retries configuration property.</p></div>
+<div class="paragraph"><p>Site selection will occur for retried jobs in the same way that it
+happens for new jobs. Retried jobs may run on the same site or may run
+on a different site.</p></div>
+<div class="paragraph"><p>If the retry limit execution.retries is reached for an application
+procedure, then that application procedure will fail. This will cause
+the entire run to fail - either immediately (if the lazy.errors
+property is false) or after all other possible work has been attempted
+(if the lazy.errors property is true).</p></div>
+</div>
+<div class="sect2">
+<h3 id="_restarts">16.2. Restarts</h3>
+<div class="paragraph"><p>If a run fails, Swift can resume the program from the point of failure.
+When a run fails, a restart log file will be left behind in a file named
+using the unique job ID and a .rlog extension. This restart log can
+then be passed to a subsequent Swift invocation using the -resume
+parameter. Swift will resume execution, avoiding execution of
+invocations that have previously completed successfully. The SwiftScript
+source file and input data files should not be modified between runs.</p></div>
+<div class="paragraph"><p>Every run creates a restart log file with a named composed of the file
+name of the workflow being executed, an invocation ID, a numeric ID, and
+the .rlog extension. For example, example.swift, when executed,
+could produce the following restart log file:
+example-ht0adgi315l61.0.rlog. Normally, if the run completes
+successfully, the restart log file is deleted. If however the workflow
+fails, swift can use the restart log file to continue execution from a
+point before the failure occurred. In order to restart from a restart
+log file, the -resume logfile argument can be used after the
+SwiftScript program file name. Example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>$ swift -resume example-ht0adgi315l61<span style="color: #990000">.</span><span style="color: #993399">0</span><span style="color: #990000">.</span>rlog example<span style="color: #990000">.</span>swift<span style="color: #990000">.</span></tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_replication">16.3. Replication</h3>
+<div class="paragraph"><p>When an execution job has been waiting in a site queue for a certain
+period of time, Swift can resubmit replicas of that job (up to the limit
+defined in the replication.limit configuration property). When any of
+those jobs moves from queued to active state, all of the other replicas
+will be cancelled.</p></div>
+<div class="paragraph"><p>This is intended to deal with situations where some sites have a
+substantially longer (sometimes effectively infinite) queue time than
+other sites. Selecting those slower sites can cause a very large delay
+in overall run time.</p></div>
+<div class="paragraph"><p>Replication can be enabled by setting the replication.enabled
+configuration property to true. The maximum number of replicas that
+will be submitted for a job is controlled by the replication.limit
+configuration property.</p></div>
+<div class="paragraph"><p>When replication is enabled, Swift will also enforce the maxwalltime
+profile setting for jobs as documented in the profiles section.</p></div>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_clustering">17. Clustering</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Swift can group a number of short job submissions into a single larger
+job submission to minimize overhead involved in launching jobs (for
+example, caused by security negotiation and queuing delay). In general,
+CoG coasters should be used in preference to the clustering
+mechanism documented in this section.</p></div>
+<div class="paragraph"><p>By default, clustering is disabled. It can be activated by setting the
+clustering.enabled property to true.</p></div>
+<div class="paragraph"><p>A job is eligible for clustering if the GLOBUS::maxwalltime profile
+is specified in the tc.data entry for that job, and its value is
+less than the value of the clustering.min.time property.</p></div>
+<div class="paragraph"><p>Two or more jobs are considered compatible if they share the same site
+and do not have conflicting profiles (e.g. different values for the same
+environment variable).</p></div>
+<div class="paragraph"><p>When a submitted job is eligible for clustering, it will be put in a
+clustering queue rather than being submitted to a remote site. The
+clustering queue is processed at intervals specified by the
+clustering.queue.delay property. The
+processing of the clustering queue consists of selecting compatible jobs
+and grouping them into clusters whose maximum wall time does not exceed
+twice the value of the clustering.min.time property.</p></div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_coasters">18. Coasters</h2>
+<div class="sectionbody">
+<div class="paragraph"><p>Coasters were introduced in Swift v0.6 as an experimental feature.</p></div>
+<div class="paragraph"><p>In many applications, Swift performance can be greatly enhanced by the
+use of CoG coasters. CoG coasters provide a low-overhead job submission
+and file transfer mechanism suited for the execution of short jobs (on
+the order of a few seconds) and the transfer of small files (on the
+order of a few kilobytes) for which other grid protocols such as GRAM
+and GridFTP are poorly suited.</p></div>
+<div class="paragraph"><p>The coaster mechanism submits a head job using some other execution
+mechanism such as GRAM, and for each worker node that will be used in a
+remote cluster, it submits a worker job, again using some other
+execution mechanism such as GRAM. Details on the design of the coaster
+mechanism can be found here. <a href="http://wiki.cogkit.org/wiki/Coasters">http://wiki.cogkit.org/wiki/Coasters</a></p></div>
+<div class="paragraph"><p>The head job manages file transfers and the dispatch of execution jobs
+to workers. Much of the overhead associated with other grid protocols
+(such as authentication and authorization, and allocation of worker
+nodes by the site’s local resource manager) is reduced, because that
+overhead is associated with the allocation of a coaster head or coaster
+worker, rather than with every Swift-level procedure invocation;
+potentially hundreds or thousands of Swift-level procedure invocations
+can be run through a single worker.</p></div>
+<div class="paragraph"><p>Coasters can be configured for use in two situations: job execution and
+file transfer.</p></div>
+<div class="paragraph"><p>To use for job execution, specify a sites.xml execution element like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><execution</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"coaster"</span> <span style="color: #009900">jobmanager</span><span style="color: #990000">=</span><span style="color: #FF0000">"gt2:gt2:pbs"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"grid.myhost.org"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The jobmanager string contains more detail than with other providers. It
+contains either two or three colon separated fields: 1:the provider to
+be use to execute the coaster head job - this provider will submit from
+the Swift client side environment. Commonly this will be one of the GRAM
+providers; 2: the provider to be used to execute coaster worker jobs.
+This provider will be used to submit from the coaster head job
+environment, so a local scheduler provider can sometimes be used instead
+of GRAM. 3: optionally, the jobmanager to be used when submitting worker
+job using the provider specified in field 2.</p></div>
+<div class="paragraph"><p>To use for file transfer, specify a sites.xml filesystem element like this:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><filesystem</span></span> <span style="color: #009900">provider</span><span style="color: #990000">=</span><span style="color: #FF0000">"coaster"</span> <span style="color: #009900">url</span><span style="color: #990000">=</span><span style="color: #FF0000">"gt2://grid.myhost.org"</span> <span style="font-weight: bold"><span style="color: #0000FF">/></span></span></tt></pre></div></div>
+<div class="paragraph"><p>The url parameter should be a pseudo-URI formed with the URI scheme
+being the name of the provider to use to submit the coaster head job,
+and the hostname portion being the hostname to be used to execute the
+coaster head job. Note that this provider and hostname will be used for
+execution of a coaster head job, not for file transfer; so for example,
+a GRAM endpoint should be specified here rather than a GridFTP endpoint.</p></div>
+<div class="paragraph"><p>Coasters are affected by the following profile settings, which are
+documented in the Globus namespace profile section:</p></div>
+<div class="tableblock">
+<table rules="all"
+width="100%"
+frame="border"
+cellspacing="0" cellpadding="4">
+<col width="50%" />
+<col width="50%" />
+<thead>
+<tr>
+<th align="left" valign="top">Profile key</th>
+<th align="left" valign="top">Brief description</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td align="left" valign="top"><p class="table">slots</p></td>
+<td align="left" valign="top"><p class="table">How many maximum LRM jobs/worker blocks are allowed</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">workersPerNode</p></td>
+<td align="left" valign="top"><p class="table">How many coaster workers to run per execution node</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">nodeGranularity</p></td>
+<td align="left" valign="top"><p class="table">Each worker block uses a number of nodes that is a
+multiple of this number</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">lowOverallocation</p></td>
+<td align="left" valign="top"><p class="table">How many times larger than the job walltime should a
+block’s walltime be if all jobs are 1s long</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">highOverallocation</p></td>
+<td align="left" valign="top"><p class="table">How many times larger than the job walltime should a
+block’s walltime be if all jobs are infinitely long</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">overallocationDecayFactor</p></td>
+<td align="left" valign="top"><p class="table">How quickly should the overallocation curve
+tend towards the highOverallocation as job walltimes get larger</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">spread</p></td>
+<td align="left" valign="top"><p class="table">By how much should worker blocks vary in worker size</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">workersPerNode</p></td>
+<td align="left" valign="top"><p class="table">How many coaster workers to run per execution node</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">reserve</p></td>
+<td align="left" valign="top"><p class="table">How many seconds to reserve in a block’s walltime for
+starting/shutdown operations</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">maxnodes</p></td>
+<td align="left" valign="top"><p class="table">The maximum number of nodes allowed in a block</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">maxtime</p></td>
+<td align="left" valign="top"><p class="table">The maximum number of walltime allowed for a block</p></td>
+</tr>
+<tr>
+<td align="left" valign="top"><p class="table">remoteMonitorEnabled</p></td>
+<td align="left" valign="top"><p class="table">If true, show a graphical display of the status of
+the coaster service</p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</div>
+</div>
+<div class="sect1">
+<h2 id="_how_to_tips_for_specific_user_communities">19. How-To Tips for Specific User Communities</h2>
+<div class="sectionbody">
+<div class="sect2">
+<h3 id="_saving_logs_for_uchicago_ci_users">19.1. Saving Logs - for UChicago CI Users</h3>
+<div class="paragraph"><p>If you have a UChicago Computation Institute account, run this command
+in your submit directory after each run. It will copy all your logs and
+kickstart records into a directory at the CI for reporting, usage
+tracking, support and debugging.</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>rsync --ignore-existing <span style="color: #990000">*.</span>log <span style="color: #990000">*.</span>d login<span style="color: #990000">.</span>ci<span style="color: #990000">.</span>uchicago<span style="color: #990000">.</span>edu<span style="color: #990000">:</span>/disks/ci-gpfs/swift/swift-logs<span style="color: #990000">/</span> --verbose</tt></pre></div></div>
+</div>
+<div class="sect2">
+<h3 id="_specifying_teragrid_allocations">19.2. Specifying TeraGrid allocations</h3>
+<div class="paragraph"><p>TeraGrid users with no default project or with several project
+allocations can specify a project allocation using a profile key in the
+site catalog entry for a TeraGrid site:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><profile</span></span> <span style="color: #009900">namespace</span><span style="color: #990000">=</span><span style="color: #FF0000">"globus"</span> <span style="color: #009900">key</span><span style="color: #990000">=</span><span style="color: #FF0000">"project"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>TG-CCR080002N<span style="font-weight: bold"><span style="color: #0000FF"></profile></span></span></tt></pre></div></div>
+<div class="paragraph"><p>More information on the TeraGrid allocations process can be found here
+<a href="http://www.teragrid.org/userinfo/access/allocations.php">http://www.teragrid.org/userinfo/access/allocations.php</a>.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_launching_mpi_jobs_from_swift">19.3. Launching MPI jobs from Swift</h3>
+<div class="paragraph"><p>Here is an example of running a simple MPI program.</p></div>
+<div class="paragraph"><p>In SwiftScript, we make an invocation that does not look any different
+from any other invocation. In the below code, we do not have any input
+files, and have two output files on stdout and stderr:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="color: #008080">type</span> file<span style="color: #990000">;</span>
+
+<span style="color: #990000">(</span><span style="color: #008080">file</span> o<span style="color: #990000">,</span> <span style="color: #008080">file</span> e<span style="color: #990000">)</span> <span style="font-weight: bold"><span style="color: #000000">p</span></span><span style="color: #990000">()</span> <span style="color: #FF0000">{</span>
+ app <span style="color: #FF0000">{</span>
+ <span style="color: #008080">mpi</span> stdout<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>o<span style="color: #990000">)</span> stderr<span style="color: #990000">=</span>@<span style="font-weight: bold"><span style="color: #000000">filename</span></span><span style="color: #990000">(</span>e<span style="color: #990000">);</span>
+ <span style="color: #FF0000">}</span>
+<span style="color: #FF0000">}</span>
+
+<span style="color: #008080">file</span> mpiout <span style="color: #990000"><</span><span style="color: #FF0000">"mpi.out"</span><span style="color: #990000">>;</span>
+<span style="color: #008080">file</span> mpierr <span style="color: #990000"><</span><span style="color: #FF0000">"mpi.err"</span><span style="color: #990000">>;</span>
+
+<span style="color: #990000">(</span>mpiout<span style="color: #990000">,</span> mpierr<span style="color: #990000">)</span> <span style="color: #990000">=</span> <span style="font-weight: bold"><span style="color: #000000">p</span></span><span style="color: #990000">();</span></tt></pre></div></div>
+<div class="paragraph"><p>Now we define how <em>mpi</em> will run in tc.data:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt>tguc mpi /home/benc/mpi/mpi<span style="color: #990000">.</span>sh INSTALLED INTEL32<span style="color: #990000">::</span>LINUX GLOBUS<span style="color: #990000">::</span><span style="color: #009900">host_xcount</span><span style="color: #990000">=</span><span style="color: #993399">3</span></tt></pre></div></div>
+<div class="paragraph"><p>mpi.sh is a wrapper script that launches the MPI program. It must be
+installed on the remote site:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-style: italic"><span style="color: #9A1900">#!/bin/bash</span></span>
+mpirun -np <span style="color: #993399">3</span> -machinefile <span style="color: #009900">$PBS_NODEFILE</span> /home/benc/mpi/a<span style="color: #990000">.</span>out</tt></pre></div></div>
+<div class="paragraph"><p>Because of the way that Swift runs its server side code,
+provider-specific MPI modes (such as GRAM jobType=mpi) should not be
+used. Instead, the mpirun command should be explicitly invoked.</p></div>
+</div>
+<div class="sect2">
+<h3 id="_running_on_windows">19.4. Running on Windows</h3>
+<div class="paragraph"><p>Since 10/11/09, the development version of Swift has the ability to run
+on a Windows machine, as well as the ability to submit jobs to a Windows
+site (provided that an appropriate provider is used).</p></div>
+<div class="paragraph"><p>In order to launch Swift on Windows, use the provided batch file
+(swift.bat). In certain cases, when a large number of jar libraries are
+present in the Swift lib directory and depending on the exact location
+of the Swift installation, the classpath environment variable that the
+Swift batch launcher tries to create may be larger than what Windows can
+handle. In such a case, either install Swift in a directory closer to
+the root of the disk (say, c:\swift) or remove non-essential jar files
+from the Swift lib directory.</p></div>
+<div class="paragraph"><p>Due to the large differences between Windows and Unix environments,
+Swift must use environment specific tools to achieve some of its goals.
+In particular, each Swift executable is launched using a wrapper script.
+This script is a Bourne Shell script. On Windows machines, which have no
+Bourne Shell interpreter installed by default, the Windows Scripting
+Host is used instead, and the wrapper script is written in VBScript.
+Similarly, when cleaning up after a run, the "/bin/rm" command available
+in typical Unix environments must be replaced by the "del" shell command.</p></div>
+<div class="paragraph"><p>It is important to note that in order to select the proper set of tools
+to use, Swift must know when a site runs under Windows. To inform Swift
+of this, specify the "sysinfo" attribute for the "pool" element in the
+site catalog. For example:</p></div>
+<div class="listingblock">
+<div class="content"><!-- Generator: GNU source-highlight 3.1.4
+by Lorenzo Bettini
+http://www.lorenzobettini.it
+http://www.gnu.org/software/src-highlite -->
+<pre><tt><span style="font-weight: bold"><span style="color: #0000FF"><pool</span></span> <span style="color: #009900">handle</span><span style="color: #990000">=</span><span style="color: #FF0000">"localhost"</span> <span style="color: #009900">sysinfo</span><span style="color: #990000">=</span><span style="color: #FF0000">"INTEL32::WINDOWS"</span><span style="font-weight: bold"><span style="color: #0000FF">></span></span>
+...
+<span style="font-weight: bold"><span style="color: #0000FF"></pool></span></span></tt></pre></div></div>
+</div>
+</div>
+</div>
+</div>
+<div id="footnotes"><hr /></div>
+<div id="footer">
+<div id="footer-text">
+Last updated 2011-05-16 14:11:15 CDT
+</div>
+</div>
+</body>
+</html>
Added: branches/release-0.92/docs/userguide/userguide.txt
===================================================================
--- branches/release-0.92/docs/userguide/userguide.txt (rev 0)
+++ branches/release-0.92/docs/userguide/userguide.txt 2011-05-16 19:29:35 UTC (rev 4479)
@@ -0,0 +1,3000 @@
+Swift User Guide
+================
+
+:toc:
+:icons:
+:website: http://www.ci.uchicago.edu/swift/guides/userguide.php
+:numbered:
+
+Overview
+--------
+This manual provides reference material for Swift: the SwiftScript
+language and the Swift runtime system. For introductory material,
+consult the Swift tutorial
+<http://www.ci.uchicago.edu/swift/guides/tutorial.php>.
+
+Swift is a data-oriented coarse grained scripting language that supports
+dataset typing and mapping, dataset iteration, conditional branching,
+and procedural composition.
+
+Swift programs (or workflows) are written in a language called
+SwiftScript.
+
+SwiftScript programs are dataflow oriented - they are primarily
+concerned with processing (possibly large) collections of data files, by
+invoking programs to do that processing. Swift handles execution of such
+programs on remote sites by choosing sites, handling the staging of
+input and output files to and from the chosen sites and remote execution
+of program code.
+
+
+The SwiftScript Language
+------------------------
+
+Language basics
+~~~~~~~~~~~~~~~
+A Swift script describes data, application components, invocations of
+applications components, and the inter-relations (data flow) between
+those invocations.
+
+Data is represented in a script by strongly-typed single-assignment
+variables. The syntax superficially resembles C and Java. For example,
+{ and } characters are used to enclose blocks of statements.
+
+Types in Swift can be atomic or composite. An atomic type can be
+either a primitive type or a mapped type. Swift provides a fixed set
+of primitive types, such as integer and string. A mapped type
+indicates that the actual data does not reside in CPU addressable memory
+(as it would in conventional programming languages), but in POSIX-like
+files. Composite types are further subdivided into structures and
+arrays. Structures are similar in most respects to structure types in
+other languages. Arrays use numeric indices, but are sparse. They can
+contain elements of any type, including other array types, but all
+elements in an array must be of the same type. We often refer to
+instances of composites of mapped types as datasets.
+
+image:type-hierarchy.png[]
+
+Mapped type and composite type variable declarations can be annotated
+with a mapping descriptor indicating the file(s) that make up that
+dataset. For example, the following line declares a variable named
+photo with type image. It additionally declares that the data for
+this variable is stored in a single file named shane.jpeg.
+
+[java]
+source~~~~
+image photo <"shane.jpeg">;
+source~~~~
+
+Component programs of scripts are declared in an app declaration, with
+the description of the command line syntax for that program and a list
+of input and output data. An app block describes a functional/dataflow
+style interface to imperative components.
+
+For example, the following example lists a procedure which makes use of
+the ImageMagick <http://www.imagemagick.org/> convert command to
+rotate a supplied image by a specified angle:
+
+[java]
+source~~~~
+app (image output) rotate(image input) {
+ convert "-rotate" angle @input @output;
+}
+source~~~~
+
+A procedure is invoked using the familiar syntax:
+
+[java]
+source~~~~
+rotated = rotate(photo, 180);
+source~~~~
+
+While this looks like an assignment, the actual unix level execution
+consists of invoking the command line specified in the app
+declaration, with variables on the left of the assignment bound to the
+output parameters, and variables to the right of the procedure
+invocation passed as inputs.
+
+The examples above have used the type image without any definition of
+that type. We can declare it as a marker type which has no structure
+exposed to SwiftScript:
+
+[java]
+source~~~~
+type image;
+source~~~~
+
+This does not indicate that the data is unstructured; but it indicates
+that the structure of the data is not exposed to SwiftScript. Instead,
+SwiftScript will treat variables of this type as individual opaque files.
+
+With mechanisms to declare types, map variables to data files, and
+declare and invoke procedures, we can build a complete (albeit simple)
+script:
+
+[java]
+source~~~~
+type image;
+image photo <"shane.jpeg">;
+image rotated <"rotated.jpeg">;
+
+app (image output) rotate(image input, int angle) {
+ convert "-rotate" angle @input @output;
+}
+
+rotated = rotate(photo, 180);
+source~~~~
+
+This script can be invoked from the command line:
+[txt]
+source~~~~
+ $ ls *.jpeg
+ shane.jpeg
+ $ swift example.swift
+ ...
+ $ ls *.jpeg
+ shane.jpeg rotated.jpeg
+source~~~~
+
+This executes a single convert command, hiding from the user features
+such as remote multisite execution and fault tolerance that will be
+discussed in a later section.
+
+.Figure 1. shane.jpeg
+image:userguide-shane.jpeg[]
+
+.Figure 2. rotated.jpeg
+image:userguide-rotated.jpeg[]
+
+
+Arrays and Parallel Execution
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Arrays of values can be declared using the [] suffix. An array be
+mapped to a collection of files, one element per file, by using a
+different form of mapping expression. For example, the filesys_mapper
+maps all files matching a particular unix glob pattern into an array:
+
+[java]
+source~~~~
+file frames[] <filesys_mapper; pattern="*.jpeg">;
+source~~~~
+
+The foreach construct can be used to apply the same block of code to
+each element of an array:
+
+[java]
+source~~~~
+foreach f,ix in frames {
+ output[ix] = rotate(frames, 180);
+}
+source~~~~
+
+Sequential iteration can be expressed using the iterate construct:
+
+[java]
+source~~~~
+step[0] = initialCondition();
+iterate ix {
+ step[ix] = simulate(step[ix-1]);
+}
+source~~~~
+
+This fragment will initialise the 0-th element of the step array to
+some initial condition, and then repeatedly run the simulate
+procedure, using each execution's outputs as input to the next step.
+
+Ordering of execution
+~~~~~~~~~~~~~~~~~~~~~
+Non-array variables are single-assignment, which means that they must
+be assigned to exactly one value during execution. A procedure or
+expression will be executed when all of its input parameters have been
+assigned values. As a result of such execution, more variables may
+become assigned, possibly allowing further parts of the script to execute.
+
+In this way, scripts are implicitly parallel. Aside from serialisation
+implied by these dataflow dependencies, execution of component programs
+can proceed in parallel.
+
+In this fragment, execution of procedures p and q can happen in
+parallel:
+
+[java]
+source~~~~
+y=p(x);
+z=q(x);
+source~~~~
+
+while in this fragment, execution is serialised by the variable y,
+with procedure p executing before q.
+
+[java]
+source~~~~
+y=p(x);
+z=q(y);
+source~~~~
+
+Arrays in SwiftScript are more monotonic - a generalisation of being
+assignment. Knowledge about the content of an array increases during
+execution, but cannot otherwise change. Each element of the array is
+itself single assignment or monotonic (depending on its type). During a
+run all values for an array are eventually known, and that array is
+regarded as closed.
+
+Statements which deal with the array as a whole will often wait for the
+array to be closed before executing (thus, a closed array is the
+equivalent of a non-array type being assigned). However, a foreach
+statement will apply its body to elements of an array as they become
+known. It will not wait until the array is closed.
+
+Consider this script:
+[java]
+source~~~~
+file a[];
+file b[];
+foreach v,i in a {
+ b[i] = p(v);
+}
+a[0] = r();
+a[1] = s();
+source~~~~
+
+Initially, the foreach statement will have nothing to execute, as the
+array a has not been assigned any values. The procedures r and s
+will execute. As soon as either of them is finished, the corresponding
+invocation of procedure p will occur. After both r and s have
+completed, the array a will be closed since no other statements in the
+script make an assignment to a.
+
+
+Compound procedures
+~~~~~~~~~~~~~~~~~~~
+
+As with many other programming languages, procedures consisting of
+SwiftScript code can be defined. These differ from the previously
+mentioned procedures declared with the app keyword, as they invoke
+other SwiftScript procedures rather than a component program.
+
+[java]
+source~~~~
+(file output) process (file input) {
+ file intermediate;
+ intermediate = first(input);
+ output = second(intermediate);
+}
+
+file x <"x.txt">;
+file y <"y.txt">;
+y = process(x);
+source~~~~
+
+This will invoke two procedures, with an intermediate data file named
+anonymously connecting the first and second procedures.
+
+Ordering of execution is generally determined by execution of app
+procedures, not by any containing compound procedures. In this code block:
+
+[java]
+source~~~~
+(file a, file b) A() {
+ a = A1();
+ b = A2();
+}
+file x, y, s, t;
+(x,y) = A();
+s = S(x);
+t = S(y);
+source~~~~
+
+then a valid execution order is: A1 S(x) A2 S(y). The compound
+procedure A does not have to have fully completed for its return
+values to be used by subsequent statements.
+
+
+More about types
+~~~~~~~~~~~~~~~~
+
+Each variable and procedure parameter in SwiftScript is strongly typed.
+Types are used to structure data, to aid in debugging and checking
+program correctness and to influence how Swift interacts with data.
+
+The image type declared in previous examples is a marker type.
+Marker types indicate that data for a variable is stored in a single
+file with no further structure exposed at the SwiftScript level.
+
+Arrays have been mentioned above, in the arrays section. A code block
+may be applied to each element of an array using foreach; or
+individual elements may be references using [] notation.
+
+There are a number of primitive types:
+
+[options="header"]
+|================
+|type |contains
+|int |integers
+|string |strings of text
+|float |floating point numbers, that behave the same as Java doubles
+|boolean |true/false
+|================
+
+
+Complex types may be defined using the type keyword:
+
+[java]
+source~~~~
+type headerfile;
+type voxelfile;
+type volume {
+ headerfile h;
+ voxelfile v;
+}
+source~~~~
+
+Members of a complex type can be accessed using the . operator:
+
+[java]
+source~~~~
+volume brain;
+o = p(brain.h);
+source~~~~
+
+Sometimes data may be stored in a form that does not fit with Swift's
+file-and-site model; for example, data might be stored in an RDBMS on
+some database server. In that case, a variable can be declared to have
+external type. This indicates that Swift should use the variable to
+determine execution dependency, but should not attempt other data
+management; for example, it will not perform any form of data stage-in
+or stage-out it will not manage local data caches on sites; and it will
+not enforce component program atomicity on data output. This can add
+substantial responsibility to component programs, in exchange for
+allowing arbitrary data storage and access methods to be plugged in to
+scripts.
+
+[java]
+source~~~~
+type file;
+
+app (external o) populateDatabase() {
+ populationProgram;
+}
+
+app (file o) analyseDatabase(external i) {
+ analysisProgram @o;
+}
+
+external database;
+file result <"results.txt">;
+
+database = populateDatabase();
+result = analyseDatabase(database);
+source~~~~
+
+Some external database is represented by the database variable. The
+populateDatabase procedure populates the database with some data, and
+the analyseDatabase procedure performs some subsequent analysis on
+that database. The declaration of database contains no mapping; and
+the procedures which use database do not reference them in any way;
+the description of database is entirely outside of the script. The
+single assignment and execution ordering rules will still apply though;
+populateDatabase will always be run before analyseDatabase.
+
+Data model
+~~~~~~~~~~
+Data processed by Swift is strongly typed. It may be take the form of
+values in memory or as out-of-core files on disk. Language constructs
+called mappers specify how each piece of data is stored.
+
+
+Mappers
+~~~~~~~
+When a DSHandle represents a data file (or container of datafiles), it
+is associated with a mapper. The mapper is used to identify which files
+belong to that DSHandle.
+
+A dataset's physical representation is declared by a mapping descriptor,
+which defines how each element in the dataset's logical schema is stored
+in, and fetched from, physical structures such as directories, files,
+and remote servers.
+
+Mappers are parameterized to take into account properties such as
+varying dataset location. In order to access a dataset, we need to know
+three things: its type, its mapping, and the value(s) of any
+parameter(s) associated with the mapping descriptor. For example, if we
+want to describe a dataset, of type imagefile, and whose physical
+representation is a file called "file1.bin" located at
+"/home/yongzh/data/", then the dataset might be declared as follows:
+
+[java]
+source~~~~
+imagefile f1<single_file_mapper;file="/home/yongzh/data/file1.bin">
+source~~~~
+
+The above example declares a dataset called f1, which uses a single file
+mapper to map a file from a specific location.
+
+SwiftScript has a simplified syntax for this case, since
+single_file_mapper is frequently used:
+
+[java]
+source~~~~
+binaryfile f1<"/home/yongzh/data/file1.bin">
+source~~~~
+
+Swift comes with a number of mappers that handle common mapping
+patterns. These are documented in the mappers section of this
+guide.
+
+More technical details about SwiftScript
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+The syntax of SwiftScript has a superficial resemblance to C and Java.
+For example, { and } characters are used to enclose blocks of statements.
+
+A SwiftScript program consists of a number of statements. Statements may
+declare types, procedures and variables, assign values to variables, and
+express operations over arrays.
+
+
+Variables
+^^^^^^^^^
+Variables in SwiftScript are declared to be of a specific type.
+Assignments to those variables must be data of that type. SwiftScript
+variables are single-assignment - a value may be assigned to a variable
+at most once. This assignment can happen at declaration time or later on
+in execution. When an attempt to read from a variable that has not yet
+been assigned is made, the code performing the read is suspended until
+that variable has been written to. This forms the basis for Swift's
+ability to parallelise execution - all code will execute in parallel
+unless there are variables shared between the code that cause sequencing.
+
+
+Variable Declarations
+^^^^^^^^^^^^^^^^^^^^^
+Variable declaration statements declare new variables. They can
+optionally assign a value to them or map those variables to on-disk files.
+
+Declaration statements have the general form:
+
+[java]
+source~~~~
+typename variablename (<mapping> | = initialValue ) ;
+source~~~~
+
+The format of the mapping expression is defined in the Mappers section.
+initialValue may be either an expression or a procedure call that
+returns a single value.
+
+Variables can also be declared in a multivalued-procedure statement,
+described in another section.
+
+
+Assignment Statements
+^^^^^^^^^^^^^^^^^^^^^
+Assignment statements assign values to previously declared variables.
+Assignments may only be made to variables that have not already been
+assigned. Assignment statements have the general form:
+
+[java]
+source~~~~
+variable = value;
+source~~~~
+
+where value can be either an expression or a procedure call that returns
+a single value.
+
+Variables can also be assigned in a multivalued-procedure statement,
+described in another section.
+
+
+Procedures
+~~~~~~~~~~
+There are two kinds of procedure: An atomic procedure, which describes
+how an external program can be executed; and compound procedures which
+consist of a sequence of SwiftScript statements.
+
+A procedure declaration defines the name of a procedure and its input
+and output parameters. SwiftScript procedures can take multiple inputs
+and produce multiple outputs. Inputs are specified to the right of the
+function name, and outputs are specified to the left. For example:
+
+[java]
+source~~~~
+(type3 out1, type4 out2) myproc (type1 in1, type2 in2)
+source~~~~
+
+The above example declares a procedure called myproc, which has two
+inputs in1 (of type type1) and in2 (of type type2) and two
+outputs out1 (of type type3) and out2 (of type type4).
+
+A procedure input parameter can be an optional parameter in which case
+it must be declared with a default value. When calling a procedure, both
+positional parameter and named parameter passings can be passed,
+provided that all optional parameters are declared after the required
+parameters and any optional parameter is bound using keyword parameter
+passing. For example, if myproc1 is defined as:
+
+[java]
+source~~~~
+(binaryfile bf) myproc1 (int i, string s="foo")
+source~~~~
+
+Then that procedure can be called like this, omitting the optional
+[java]
+source~~~~
+parameter s:
+binaryfile mybf = myproc1(1);
+source~~~~
+
+or like this supplying a value for the optional parameter s:
+[java]
+source~~~~
+binaryfile mybf = myproc1 (1, s="bar");
+source~~~~
+
+Atomic procedures
+^^^^^^^^^^^^^^^^^
+An atomic procedure specifies how to invoke an external executable
+program, and how logical data types are mapped to command line arguments.
+
+Atomic procedures are defined with the app keyword:
+
+[java]
+source~~~~
+app (binaryfile bf) myproc (int i, string s="foo") {
+ myapp i s @filename(bf);
+}
+source~~~~
+
+which specifies that myproc invokes an executable called myapp,
+passing the values of i, s and the filename of bf as command line
+arguments.
+
+
+Compound procedures
+^^^^^^^^^^^^^^^^^^^
+A compound procedure contains a set of SwiftScript statements:
+
+[java]
+source~~~~
+(type2 b) foo_bar (type1 a) {
+ type3 c;
+ c = foo(a); // c holds the result of foo
+ b = bar(c); // c is an input to bar
+}
+source~~~~
+
+Control Constructs
+~~~~~~~~~~~~~~~~~~
+SwiftScript provides if, switch, foreach, and iterate
+constructs, with syntax and semantics similar to comparable constructs
+in other high-level languages.
+
+
+foreach
+^^^^^^^
+The foreach construct is used to apply a block of statements to each
+element in an array. For example:
+
+[java]
+source~~~~
+check_order (file a[]) {
+ foreach f in a {
+ compute(f);
+ }
+}
+source~~~~
+
+foreach statements have the general form:
+
+[java]
+source~~~~
+foreach controlvariable (,index) in expression {
+ statements
+}
+source~~~~
+
+The block of statements is evaluated once for each element in
+expression which must be an array, with controlvariable set to the
+corresponding element and index (if specified) set to the integer
+position in the array that is being iterated over.
+
+
+if
+^^
+The if statement allows one of two blocks of statements to be
+executed, based on a boolean predicate. if statements generally have
+the form:
+
+[java]
+source~~~~
+if(predicate) {
+ statements
+} else {
+ statements
+}
+source~~~~
+
+where predicate is a boolean expression.
+
+
+switch
+^^^^^^
+
+switch expressions allow one of a selection of blocks to be chosen
+based on the value of a numerical control expression. switch
+statements take the general form:
+
+[java]
+source~~~~
+switch(controlExpression) {
+ case n1:
+ statements2
+ case n2:
+ statements2
+ [...]
+ default:
+ statements
+}
+source~~~~
+
+The control expression is evaluated, the resulting numerical value used
+to select a corresponding case, and the statements belonging to that
+case block are evaluated. If no case corresponds, then the statements
+belonging to the default block are evaluated.
+
+Unlike C or Java switch statements, execution does not fall through to
+subsequent case blocks, and no break statement is necessary at the
+end of each block.
+
+
+iterate
+^^^^^^^
+iterate expressions allow a block of code to be evaluated repeatedly,
+with an integer parameter sweeping upwards from 0 until a termination
+condition holds.
+
+The general form is:
+
+[java]
+source~~~~
+iterate var {
+ statements;
+} until (terminationExpression);
+source~~~~
+
+with the variable var starting at 0 and increasing by one in each
+iteration. That variable is in scope in the statements block and when
+evaluating the termination expression.
+
+Operators
+~~~~~~~~~
+The following infix operators are available for use in SwiftScript
+expressions.
+
+[options="header"]
+|=================
+|operator|purpose
+|+|numeric addition; string concatenation
+|-|numeric subtraction
+|*|numeric multiplication
+|/|floating point division
+|%/|integer division
+|%%|integer remainder of division
+|== !=|comparison and not-equal-to
+|< > <= >=|numerical ordering
+|&& \|\||boolean and, or
+|!|boolean not
+|=================
+
+Global constants
+~~~~~~~~~~~~~~~~
+
+At the top level of a SwiftScript program, the global modified may be
+added to a declaration so that it is visible throughout the program,
+rather than only at the top level of the program. This allows global
+constants (of any type) to be defined. (since Swift 0.10)
+
+
+Imports
+~~~~~~~
+The import directive can be used to import definitions from another
+SwiftScript file. (since Swift 0.10)
+
+For example, a SwiftScript program might contain this:
+
+[java]
+source~~~~
+import defs;
+file f;
+source~~~~
+
+which would import the content of defs.swift in the current directory:
+
+[java]
+source~~~~
+type file;
+source~~~~
+
+Imported files are read from the current working directory.
+
+There is no requirement that a module is imported only once. If a module
+is imported multiple times, for example in different files, then Swift
+will only process the imports once.
+
+Imports may contain anything that is valid in a SwiftScript program,
+including code that causes remote execution.
+
+Mappers
+-------
+Mappers provide a mechanism to specify the layout of mapped datasets on
+disk. This is needed when Swift must access files to transfer them to
+remote sites for execution or to pass to applications.
+
+Swift provides a number of mappers that are useful in common cases. This
+section details those standard mappers. For more complex cases, it is
+possible to write application-specific mappers in Java and use them
+within a SwiftScript program.
+
+
+The single file mapper
+~~~~~~~~~~~~~~~~~~~~~~
+The single_file_mapper maps a single physical file to a dataset.
+
+[options="header"]
+|=======================
+|Swift variable|Filename
+|f|myfile
+|f[0]|INVALID
+|f.bar|INVALID
+|=======================
+
+[options="header"]
+|=================
+|parameter|meaning
+|file|The location of the physical file including path and file name.
+|=================
+
+Example:
+[java]
+source~~~~
+file f <single_file_mapper;file="plot_outfile_param">;
+source~~~~
+
+There is a simplified syntax for this mapper:
+[java]
+source~~~~
+file f <"plot_outfile_param">;
+source~~~~
+
+The simple mapper
+~~~~~~~~~~~~~~~~~
+The simple_mapper maps a file or a list of files into an array by
+prefix, suffix, and pattern. If more than one file is matched, each of
+the file names will be mapped as a subelement of the dataset.
+
+[options="header"]
+|====================
+|Parameter|Meaning
+|location|A directory that the files are located.
+|prefix|The prefix of the files
+|suffix|The suffix of the files, for instance: ".txt"
+|pattern|A UNIX glob style pattern, for instance: "*foo*" would match
+all file names that contain foo. When this mapper is used to specify
+output filenames, pattern is ignored.
+|====================
+
+[java]
+source~~~~
+type file;
+file f <simple_mapper;prefix="foo", suffix=".txt">;
+source~~~~
+
+The above maps all filenames that start with foo and have an extension
+.txt into file f.
+
+[options="header"]
+|================
+|Swift variable|Filename
+|f|foo.txt
+|=================
+[java]
+source~~~~
+type messagefile;
+
+(messagefile t) greeting(string m) {.
+ app {
+ echo m stdout=@filename(t);
+ }
+}
+
+messagefile outfile <simple_mapper;prefix="foo",suffix=".txt">;
+
+outfile = greeting("hi");
+source~~~~
+
+This will output the string 'hi' to the file foo.txt.
+
+The simple_mapper can be used to map arrays. It will map the array
+index into the filename between the prefix and suffix.
+
+[java]
+source~~~~
+type messagefile;
+
+(messagefile t) greeting(string m) {
+ app {
+ echo m stdout=@filename(t);
+ }
+}
+
+messagefile outfile[] <simple_mapper;prefix="baz",suffix=".txt">;
+
+outfile[0] = greeting("hello");
+outfile[1] = greeting("middle");
+outfile[2] = greeting("goodbye");
+source~~~~
+
+[options="header"]
+|=======================
+|Swift variable|Filename
+|outfile[0]|baz0000.txt
+|outfile[1]|baz0001.txt
+|outfile[2]|baz0002.txt
+|=======================
+
+simple_mapper can be used to map structures. It will map the name of
+the structure member into the filename, between the prefix and the suffix.
+
+[java]
+source~~~~
+type messagefile;
+
+type mystruct {
+ messagefile left;
+ messagefile right;
+};
+
+(messagefile t) greeting(string m) {
+ app {
+ echo m stdout=@filename(t);
+ }
+}
+
+mystruct out <simple_mapper;prefix="qux",suffix=".txt">;
+
+out.left = greeting("hello");
+out.right = greeting("goodbye");
+source~~~~
+
+This will output the string "hello" into the file qux.left.txt and the
+string "goodbye" into the file qux.right.txt.
+
+[options="header"]
+|=======================
+|Swift variable|Filename
+|out.left|quxleft.txt
+|out.right|quxright.txt
+|=======================
+
+concurrent mapper
+~~~~~~~~~~~~~~~~~
+concurrent_mapper is almost the same as the simple mapper, except that
+it is used to map an output file, and the filename generated will
+contain an extract sequence that is unique. This mapper is the default
+mapper for variables when no mapper is specified.
+
+
+[options="header"]
+|=================
+|Parameter|Meaning
+|location|A directory that the files are located.
+|prefix|The prefix of the files
+|suffix|The suffix of the files, for instance: ".txt"
+pattern A UNIX glob style pattern, for instance: "*foo*" would match
+all file names that contain foo. When this mapper is used to specify
+output filenames, pattern is ignored.
+|=================
+
+Example:
+[java]
+source~~~~
+file f1;
+file f2 <concurrent_mapper;prefix="foo", suffix=".txt">;
+source~~~~
+
+The above example would use concurrent mapper for f1 and f2, and
+generate f2 filename with prefix "foo" and extension ".txt"
+
+
+File system mapper
+~~~~~~~~~~~~~~~~~~
+filesys_mapper is similar to the simple mapper, but maps a file or a
+list of files to an array. Each of the filename is mapped as an element
+in the array. The order of files in the resulting array is not defined.
+
+TODO: note on difference between location as a relative vs absolute path
+wrt staging to remote location - as mihael said: It's because you
+specify that location in the mapper. Try location="." instead of
+location="/sandbox/..."
+
+[options="header"]
+|======================
+|parameter|meaning
+|location|The directory where the files are located.
+|prefix|The prefix of the files
+|suffix|The suffix of the files, for instance: ".txt"
+|pattern|A UNIX glob style pattern, for instance: "*foo*" would match
+all file names that contain foo.
+|======================
+
+Example:
+[java]
+source~~~~
+file texts[] <filesys_mapper;prefix="foo", suffix=".txt">;
+source~~~~
+
+The above example would map all filenames that start with "foo" and
+have an extension ".txt" into the array texts. For example, if the
+specified directory contains files: foo1.txt, footest.txt,
+foo__1.txt, then the mapping might be:
+
+[options="header"]
+|=================
+|Swift variable|Filename
+|texts[0]|footest.txt
+|texts[1]|foo1.txt
+|texts[2]|foo__1.txt
+|=================
+
+
+
+fixed array mapper
+~~~~~~~~~~~~~~~~~~
+The fixed_array_mapper maps from a string that contains a list of
+filenames into a file array.
+
+[options="header"]
+|=================
+|parameter|Meaning
+|files|A string that contains a list of filenames, separated by space,
+comma or colon
+|=================
+
+Example:
+
+[java]
+source~~~~
+file texts[] <fixed_array_mapper;files="file1.txt, fileB.txt, file3.txt">;
+source~~~~
+
+would cause a mapping like this:
+
+[options="header"]
+|========
+|Swift variable|Filename
+|texts[0]|file1.txt
+|texts[1]|fileB.txt
+|texts[2]|file3.txt
+|========
+
+array mapper
+~~~~~~~~~~~~
+The array_mapper maps from an array of strings into a file
+
+[options="header"]
+|============
+|parameter|meaning
+|files|An array of strings containing one filename per element
+|==============
+
+Example:
+[java]
+source~~~~
+string s[] = [ "a.txt", "b.txt", "c.txt" ];
+
+file f[] <array_mapper;files=s>;
+source~~~~
+
+This will establish the mapping:
+
+[options="header"]
+|==========
+|Swift variable|Filename
+|f[0]|a.txt
+|f[1]|b.txt
+|f[2]|c.txt
+|==========
+
+regular expression mapper
+~~~~~~~~~~~~~~~~~~~~~~~~~
+The regexp_mapper transforms one file name to another using regular
+expression matching.
+
+[options="header"]
+|==========
+|parameter|meaning
+|source|The source file name
+|match|Regular expression pattern to match, use |()| to match whatever
+regular expression is inside the parentheses, and indicate the start and
+end of a group; the contents of a group can be retrieved with the
+|\\number|special sequence (two backslashes are needed because the
+backslash is an escape sequence introducer)
+|transform|The pattern of the file name to transform to, use \number to
+reference the group matched.
+|==========
+
+Example:
+[java]
+source~~~~
+string s = "picture.gif";
+file f <regexp_mapper;
+ source=s,
+ match="(.*)gif",
+ transform="\\1jpg">;
+source~~~~
+
+This example transforms a string ending gif into one ending jpg and
+maps that to a file.
+
+[options="header"]
+|===========
+|Swift variable|Filename
+|f|picture.jpg
+|=============
+
+
+csv mapper
+~~~~~~~~~~
+The csv_mapper maps the content of a CSV (comma-separated value) file
+into an array of structures. The dataset type needs to be correctly
+defined to conform to the column names in the file. For instance, if the
+file contains columns: name age GPA then the type needs to have member
+elements like this:
+
+[java]
+source~~~~
+type student {
+ file name;
+ file age;
+ file GPA;
+}
+source~~~~
+
+If the file does not contain a header with column info, then the column
+names are assumed as column1, column2, etc.
+
+[options="header"]
+|============
+|Parameter|Meaning
+|file|The name of the CSV file to read mappings from.
+|header|Whether the file has a line describing header info; default is |true|
+|skip|The number of lines to skip at the beginning (after header line);
+default is 0.
+|hdelim|Header field delimiter; default is the value of the |delim| parameter
+|delim|Content field delimiters; defaults are space, tab and comma
+|=============
+
+Example:
+[java]
+source~~~~
+student stus[] <csv_mapper;file="stu_list.txt">;
+source~~~~
+
+The above example would read a list of student info from file
+"stu_list.txt" and map them into a student array. By default, the file
+should contain a header line specifying the names of the columns. If
+stu_list.txt contains the following:
+
+[java]
+source~~~~
+name,age,gpa
+101-name.txt, 101-age.txt, 101-gpa.txt
+name55.txt, age55.txt, age55.txt
+q, r, s
+source~~~~
+
+then some of the mappings produced by this example would be:
+
+[options="header"]
+|=========
+|stus[0].name|101-name.txt
+|stus[0].age|101-age.txt
+|stus[0].gpa|101-gpa.txt
+|stus[1].name|name55.txt
+|stus[1].age|age55.txt
+|stus[1].gpa|gpa55.txt
+|stus[2].name|q
+|stus[2].age|r
+|stus[2].gpa|s
+|=========
+
+
+
+external mapper
+~~~~~~~~~~~~~~~
+The external mapper, ext maps based on the output of a supplied Unix
+executable.
+
+[option="header"]
+|=============
+|parameter|meaning
+|exec|The name of the executable (relative to the current directory, if
+an absolute path is not specified)
+|*|Other parameters are passed to the executable prefixed with a - symbol
+|==============
+
+The output of the executable should consist of two columns of data,
+separated by a space. The first column should be the path of the mapped
+variable, in SwiftScript syntax (for example [2] means the 2nd element
+of an array) or the symbol $ to represent the root of the mapped
+variable.
+
+Example: With the following in mapper.sh,
+
+[shell]
+source~~~~
+#!/bin/bash
+echo "[2] qux"
+echo "[0] foo"
+echo "[1] bar"
+source~~~~
+
+then a mapping statement:
+
+[java]
+source~~~~~
+student stus[] <ext;exec="mapper.sh">;
+source~~~~
+
+would map
+
+[options="header"]
+|============
+|Swift variable|Filename
+|stus[0]|foo
+|stus[1]|bar
+|stus[2]|qux
+|===========
+
+Commands
+--------
+The commands detailed in this section are available in the bin/
+directory of a Swift installation and can by run from the commandline if
+that directory is placed on the PATH.
+
+
+swift
+~~~~~
+The swift command is the main command line tool for executing
+SwiftScript programs.
+
+
+Command-line Syntax
+^^^^^^^^^^^^^^^^^^^
+The swift command is invoked as follows: swift [options]
+SwiftScript-program [SwiftScript-arguments]* with options taken from the
+following list, and SwiftScript-arguments made available to the
+SwiftScript program through the @arg function.
+
+Swift command-line options
+
+-help or -h
+
+ Display usage information
+
+-typecheck
+
+ Does a typecheck of a SwiftScript program, instead of executing it.
+
+-dryrun
+
+ Runs the SwiftScript program without submitting any jobs (can be
+ used to get a graph)
+
+-monitor
+
+ Shows a graphical resource monitor
+
+-resume file
+
+ Resumes the execution using a log file
+
+-config file
+
+ Indicates the Swift configuration file to be used for this run.
+ Properties in this configuration file will override the default
+ properties. If individual command line arguments are used for
+ properties, they will override the contents of this file.
+
+-verbose | -v
+
+ Increases the level of output that Swift produces on the console to
+ include more detail about the execution
+
+-debug | -d
+
+ Increases the level of output that Swift produces on the console to
+ include lots of detail about the execution
+
+-logfile file
+
+ Specifies a file where log messages should go to. By default Swift
+ uses the name of the program being run and a numeric index (e.g.
+ myworkflow.1.log)
+
+-runid identifier
+
+ Specifies the run identifier. This must be unique for every
+ invocation and is used in several places to keep files from
+ different executions cleanly separated. By default, a datestamp and
+ random number are used to generate a run identifier. When using this
+ parameter, care should be taken to ensure that the run ID remains
+ unique with respect to all other run IDs that might be used,
+ irrespective of (at least) expected execution sites, program or user.
+
+-tui
+
+ Displays an interactive text mode monitor during a run. (since Swift
+ 0.9)
+
+In addition, the following Swift properties can be set on the command line:
+
+ * caching.algorithm
+ * clustering.enabled
+ * clustering.min.time
+ * clustering.queue.delay
+ * ip.address
+ * kickstart.always.transfer
+ * kickstart.enabled
+ * lazy.errors
+ * pgraph
+ * pgraph.graph.options
+ * pgraph.node.options
+ * sitedir.keep
+ * sites.file
+ * tc.file
+ * tcp.port.range
+
+
+Return codes
+^^^^^^^^^^^^
+
+The swift command may exit with the following return codes:
+
+[options="header"]
+|=========
+|value|meaning
+|0|success
+|1|command line syntax error or missing project name
+|2|error during execution
+|3|error during compilation
+|4|input file does not exist
+|===========
+
+Environment variables
+^^^^^^^^^^^^^^^^^^^^^
+
+The swift is influenced by the following environment variables:
+
+GLOBUS_HOSTNAME, GLOBUS_TCP_PORT_RANGE - set in the environment
+before running Swift. These can be set to inform Swift of the
+configuration of your local firewall. More information can be found in
+the Globus firewall How-to <http://dev.globus.org/wiki/FirewallHowTo>.
+
+COG_OPTS - set in the environment before running Swift. Options set in
+this variable will be passed as parameters to the Java Virtual Machine
+which will run Swift. The parameters vary between virtual machine
+imlementations, but can usually be used to alter settings such as
+maximum heap size. Typing 'java -help' will sometimes give a list of
+commands. The Sun Java 1.4.2 command line options are documented here
+<http://java.sun.com/j2se/1.4.2/docs/tooldocs/windows/java.html>.
+
+
+swift-osg-ress-site-catalog
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+The swift-osg-ress-site-catalog command generates a site catalog based
+on OSG <http://www.opensciencegrid.org/>'s ReSS information system
+(since Swift 0.9)
+
+Usage: *swift-osg-ress-site-catalog [options]*
+
+--help
+
+ Show help message
+
+--vo=[name]
+
+ Set what VO to query ReSS for
+
+--engage-verified
+
+ Only retrieve sites verified by the Engagement VO site verification
+ tests This can not be used together with |--vo|, as the query will
+ only work for sites advertising support for the Engagement VO.
+
+ This option means information will be retrieved from the Engagement
+ collector instead of the top-level ReSS collector.
+
+--out=[filename]
+
+ Write to [filename] instead of stdout
+
+--condor-g
+
+ Generates sites files which will submit jobs using a local Condor-G
+ installation rather than through direct GRAM2 submission. (since
+ Swift 0.10)
+
+
+swift-plot-log
+~~~~~~~~~~~~~~
+swift-plot-log generates summaries of Swift run log files.
+
+Usage: swift-plot-log [logfile] [targets]
+
+When no targets are specified, swift-plog-log will generate an HTML
+report for the run. When targets are specified, only those named targets
+will be generated.
+
+
+Executing app procedures
+------------------------
+This section describes how Swift executes app procedures, and
+requirements on the behaviour of application programs used in app
+procedures. These requirements are primarily to ensure that the Swift
+can run your application in different places and with the various fault
+tolerance mechanisms in place.
+
+
+Mapping of app semantics into unix process execution semantics
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+This section describes how an app procedure invocation is translated
+into a (remote) unix process execution. It does not describe the
+mechanisms by which Swift performs that translation; that is described
+in the next section.
+
+In this section, this example SwiftScript program is used for reference:
+
+[java]
+source~~~~~
+type file;
+
+app (file o) count(file i) {
+ wc @i stdout=@o;
+}
+
+file q <"input.txt">;
+file r <"output.txt">;
+source~~~~
+
+The executable for wc will be looked up in tc.data.
+
+This unix executable will then be executed in some application
+procedure workspace. This means:
+
+Each application procedure workspace will have an application workspace
+directory. (TODO: can collapse terms application procedure workspace
+and application workspace directory ?
+
+This application workspace directory will not be shared with any other
+application procedure execution attempt; all application procedure
+execution attempts will run with distinct application procedure
+workspaces. (for the avoidance of doubt: If a SwiftScript procedure
+invocation is subject to multiple application procedure execution
+attempts (due to Swift-level restarts, retries or replication) then each
+of those application procedure execution attempts will be made in a
+different application procedure workspace. )
+
+The application workspace directory will be a directory on a POSIX
+filesystem accessible throughout the application execution by the
+application executable.
+
+Before the application executable is executed:
+
+ * The application workspace directory will exist.
+
+ * The input files will exist inside the application workspace
+ directory (but not necessarily as direct children; there may be
+ subdirectories within the application workspace directory).
+
+ * The input files will be those files mapped to input parameters
+ of the application procedure invocation. (In the example, this
+ means that the file input.txt will exist in the application
+ workspace directory)
+
+ * For each input file dataset, it will be the case that @filename
+ or @filenames invoked with that dataset as a parameter will
+ return the path relative to the application workspace directory
+ for the file(s) that are associated with that dataset. (In the
+ example, that means that @i will evaluate to the path input.txt)
+
+ * For each file-bound parameter of the Swift procedure invocation,
+ the associated files (determined by data type?) will always exist.
+
+ * The input files must be treated as read only files. This may or
+ may not be enforced by unix file system permissions. They may or
+ may not be copies of the source file (conversely, they may be
+ links to the actual source file).
+
+During/after the application executable execution, the following must
+be true:
+
+ * If the application executable execution was successful (in the
+ opinion of the application executable), then the application
+ executable should exit with unix return code 0; if the
+ application executable execution was unsuccessful (in the opinion
+ of the application executable), then the application executable
+ should exit with unix return code not equal to 0.
+
+ * Each file mapped from an output parameter of the SwiftScript
+ procedure call must exist. Files will be mapped in the same way as
+ for input files.
+
+ (? Is it defined that output subdirectories will be precreated
+ before execution or should app executables expect to make them?
+ That's probably determined by the present behaviour of wrapper.sh)
+
+ * Output produced by running the application executable on some
+ inputs should be the same no matter how many times, when or where
+ that application executable is run. 'The same' can vary depending
+ on application (for example, in an application it might be
+ acceptable for a PNG->JPEG conversion to produce different,
+ similar looking, output jpegs depending on the environment)
+
+Things to not assume:
+
+ * anything about the path of the application workspace directory
+
+ * that either the application workspace directory will be deleted or
+ will continue to exist or will remain unmodified after execution
+ has finished
+
+ * that files can be passed(?def) between application procedure
+ invocations through any mechanism except through files known to
+ Swift through the mapping mechanism (there is some exception here
+ for external datasets - there are a separate set of assertions
+ that hold for external datasets)
+
+ * that application executables will run on any particular site of
+ those available, or than any combination of applications will run
+ on the same or different sites.
+
+
+How Swift implements the site execution model
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+This section describes the implementation of the semantics described in
+the previous section.
+
+Swift executes application procedures on one or more sites.
+
+Each site consists of:
+
+ * worker nodes. There is some execution mechanism through which
+ the Swift client side executable can execute its wrapper script
+ on those worker nodes. This is commonly GRAM or Falkon or coasters.
+
+ * a site-shared file system. This site shared filesystem is
+ accessible through some file transfer mechanism from the Swift
+ client side executable. This is commonly GridFTP or coasters. This
+ site shared filesystem is also accessible through the posix file
+ system on all worker nodes, mounted at the same location as seen
+ through the file transfer mechanism. Swift is configured with the
+ location of some site working directory on that site-shared file
+ system.
+
+There is no assumption that the site shared file system for one site is
+accessible from another site.
+
+For each workflow run, on each site that is used by that run, a run
+directory is created in the site working directory, by the Swift client
+side.
+
+In that run directory are placed several subdirectories:
+
+ * shared/ - site shared files cache
+
+ * kickstart/ - when kickstart is used, kickstart record files for
+ each job that has generated a kickstart record.
+
+ * info/ - wrapper script log files
+
+ * status/ - job status files
+
+ * jobs/ - application workspace directories (optionally placed
+ here - see below)
+
+Application execution looks like this:
+
+For each application procedure call:
+
+The Swift client side selects a site; copies the input files for that
+procedure call to the site shared file cache if they are not already in
+the cache, using the file transfer mechanism; and then invokes the
+wrapper script on that site using the execution mechanism.
+
+The wrapper script creates the application workspace directory; places
+the input files for that job into the application workspace directory
+using either cp or ln -s (depending on a configuration option);
+executes the application unix executable; copies output files from the
+application workspace directory to the site shared directory using cp;
+creates a status file under the status/ directory; and exits,
+returning control to the Swift client side. Logs created during the
+execution of the wrapper script are stored under the info/ directory.
+
+The Swift client side then checks for the presence of and deletes a
+status file indicating success; and copies files from the site shared
+directory to the appropriate client side location.
+
+The job directory is created (in the default mode) under the jobs/
+directory. However, it can be created under an arbitrary other path,
+which allows it to be created on a different file system (such as a
+worker node local file system in the case that the worker node has a
+local file system).
+
+image:swift-site-model.png[]
+
+Technical overview of the Swift architecture
+--------------------------------------------
+This section attempts to provide a technical overview of the Swift
+architecture.
+
+Execution layer
+~~~~~~~~~~~~~~~
+The execution layer causes an application program (in the form of a unix
+executable) to be executed either locally or remotely.
+
+The two main choices are local unix execution and execution through
+GRAM. Other options are available, and user provided code can also be
+plugged in.
+
+The kickstart utility can be used to capture environmental
+information at execution time to aid in debugging and provenance capture.
+
+
+SwiftScript language compilation layer
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+Step i: text to XML intermediate form parser/processor. parser written
+in ANTLR - see resources/VDL.g. The XML Schema Definition (XSD) for the
+intermediate language is in resources/XDTM.xsd.
+
+Step ii: XML intermediate form to Karajan workflow. Karajan.java - reads
+the XML intermediate form. compiles to karajan workflow language - for
+example, expressions are converted from SwiftScript syntax into Karajan
+syntax, and function invocations become karajan function invocations
+with various modifications to parameters to accomodate return parameters
+and dataset handling.
+
+
+Swift/karajan library layer
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+Some Swift functionality is provided in the form of Karajan libraries
+that are used at runtime by the Karajan workflows that the Swift
+compiler generates.
+
+
+Ways in which Swift can be extended
+-----------------------------------
+Swift is extensible in a number of ways. It is possible to add mappers
+to accomodate different filesystem arrangements, site selectors to
+change how Swift decides where to run each job, and job submission
+interfaces to submit jobs through different mechanisms.
+
+A number of mappers are provided as part of the Swift release and
+documented in the mappers section. New mappers can be
+implemented in Java by implementing the org.griphyn.vdl.mapping.Mapper
+interface. The Swift tutorial
+<http://www.ci.uchicago.edu/swift/guides/tutorial.php> contains a simple
+example of this.
+
+Swift provides a default site selector, the Adaptive Scheduler. New site
+selectors can be plugged in by implementing the
+org.globus.cog.karajan.scheduler.Scheduler interface and modifying
+libexec/scheduler.xml and etc/karajan.properties to refer to the new
+scheduler.
+
+Execution providers and filesystem providers, which allow to Swift to
+execute jobs and to stage files in and out through mechanisms such as
+GRAM and GridFTP can be implemented as Java CoG kit providers.
+
+
+Function reference
+------------------
+This section details functions that are available for use in the
+SwiftScript language.
+
+ at arg
+~~~~
+Takes a command line parameter name as a string parameter and an
+optional default value and returns the value of that string parameter
+from the command line. If no default value is specified and the command
+line parameter is missing, an error is generated. If a default value is
+specified and the command line parameter is missing, @arg will return
+the default value.
+
+Command line parameters recognized by @arg begin with exactly one
+hyphen and need to be positioned after the script name.
+
+For example:
+
+[java]
+source~~~~
+trace(@arg("myparam"));
+trace(@arg("optionalparam", "defaultvalue"));
+source~~~~
+
+[java]
+source~~~~
+$ swift arg.swift -myparam=hello
+Swift v0.3-dev r1674 (modified locally)
+
+RunID: 20080220-1548-ylc4pmda
+SwiftScript trace: defaultvalue
+SwiftScript trace: hello
+source~~~~
+
+ at extractint
+~~~~~~~~~~~
+ at extractint(file) will read the specified file, parse an integer from
+the file contents and return that integer.
+
+
+ at filename
+~~~~~~~~~
+ at filename(v) will return a string containing the filename(s) for the
+file(s) mapped to the variable v. When more than one filename is
+returned, the filenames will be space separated inside a single string
+return value.
+
+
+ at filenames
+~~~~~~~~~~
+ at filenames(v) will return multiple values (!) containing the
+filename(s) for the file(s) mapped to the variable v. (compare to
+ at filename)
+
+ at regexp
+~~~~~~~
+ at regexp(input,pattern,replacement) will apply regular expression
+substitution using the Java java.util.regexp API
+<http://java.sun.com/j2se/1.4.2/docs/api/java/util/regex/Pattern.html>.
+For example:
+
+[java]
+source~~~~
+string v = @regexp("abcdefghi", "c(def)g","monkey");
+source~~~~
+
+will assign the value "abmonkeyhi" to the variable v.
+
+ at strcat
+~~~~~~~
+ at strcat(a,b,c,d,...) will return a string containing all of the
+strings passed as parameters joined into a single string. There may be
+any number of parameters.
+
+The + operator concatenates two strings: @strcat(a,b) is the same as
+a + b
+
+ at strcut
+~~~~~~~
+ at strcut(input,pattern) will match the regular expression in the
+pattern parameter against the supplied input string and return the
+section that matches the first matching parenthesised group.
+
+For example:
+[java]
+source~~~~
+string t = "my name is John and i like puppies.";
+string name = @strcut(t, "my name is ([^ ]*) ");
+string out = @strcat("Your name is ",name);
+trace(out);
+source~~~~
+
+will output the message: Your name is John.
+
+ at strsplit
+~~~~~~~~~
+ at strsplit(input,pattern) will split the input string based on
+separators that match the given pattern and return a string array.
+(since Swift 0.9)
+
+Example:
+[java]
+source~~~~
+string t = "my name is John and i like puppies.";
+string words[] = @strsplit(t, "\\s");
+foreach word in words {
+ trace(word);
+}
+source~~~~
+
+will output one word of the sentence on each line (though not
+necessarily in order, due to the fact that foreach iterations execute in
+parallel).
+
+
+ at toint
+~~~~~~
+ at toint(input) will parse its input string into an integer. This can be
+used with @arg to pass input parameters to a SwiftScript program as
+integers.
+
+
+Built-in procedure reference
+----------------------------
+This section details built-in procedures that are available for use in
+the SwiftScript language.
+
+readData
+~~~~~~~~
+readData will read data from a specified file.
+
+The format of the input file is controlled by the type of the return value.
+
+For scalar return types, such as int, the specified file should contain
+a single value of that type.
+
+For arrays of scalars, the specified file should contain one value per
+line.
+
+For structs of scalars, the file should contain two rows. The first row
+should be structure member names separated by whitespace. The second row
+should be the corresponding values for each structure member, separated
+by whitespace, in the same order as the header row.
+
+For arrays of structs, the file should contain a heading row listing
+structure member names separated by whitespace. There should be one row
+for each element of the array, with structure member elements listed in
+the same order as the header row and separated by whitespace. (since
+Swift 0.4)
+
+readdata2
+~~~~~~~~~
+readdata2 will read data from a specified file, like readdata, but
+using a different file format more closely related to that used by the
+ext mapper.
+
+Input files should list, one per line, a path into a Swift structure,
+and the value for that position in the structure:
+
+[java]
+source~~~~
+rows[0].columns[0] = 0
+rows[0].columns[1] = 2
+rows[0].columns[2] = 4
+rows[1].columns[0] = 1
+rows[1].columns[1] = 3
+rows[1].columns[2] = 5
+source~~~~
+
+which can be read into a structure defined like this:
+
+[java]
+source~~~~
+type vector {
+ int columns[];
+}
+
+type matrix {
+ vector rows[];
+}
+
+matrix m;
+
+m = readData2("readData2.in");
+source~~~~
+
+(since Swift 0.7)
+
+trace
+~~~~~
+trace will log its parameters. By default these will appear on both
+stdout and in the run log file. Some formatting occurs to produce the
+log message. The particular output format should not be relied upon.
+(since Swift 0.4)
+
+writeData
+~~~~~~~~~
+writeData will write out data structures in the format described for
+readData
+
+Swift configuration properties
+------------------------------
+Various aspects of the behavior of the Swift Engine can be configured
+through properties. The Swift Engine recognizes a global, per
+installation properties file which can found in etc/swift.properties
+in the Swift installation directory and a user properties file which can
+be created by each user in ~/.swift/swift.properties. The Swift Engine
+will first load the global properties file. It will then try to load the
+user properties file. If a user properties file is found, individual
+properties explicitly set in that file will override the respective
+properties in the global properties file. Furthermore, some of the
+properties can be overridden directly using command line arguments to
+the *swift* command.
+
+Swift properties are specified in the following format:
+
+<name>=<value>
+
+The value can contain variables which will be expanded when the
+properties file is read. Expansion is performed when the name of the
+variable is used inside the standard shell dereference construct:
+${name}. The following variables can be used in the Swift
+configuration file:
+
+Swift Configuration Variables
+
+swift.home
+
+ Points to the Swift installation directory ($SWIFT_HOME). In
+ general, this should not be set as Swift can find its own
+ installation directory, and incorrectly setting it may impair the
+ correct functionality of Swift.
+
+user.name
+
+ The name of the current logged in user.
+
+user.home
+
+ The user's home directory.
+
+The following is a list of valid Swift properties:
+
+Swift Properties
+
+caching.algorithm
+
+ Valid values: LRU
+
+ Default value: LRU
+
+ Swift caches files that are staged in on remote resources, and files
+ that are produced remotely by applications, such that they can be
+ re-used if needed without being transfered again. However, the
+ amount of remote file system space to be used for caching can be
+ limited using the swift:storagesize profile entry in the sites.xml file. Example:
+
+[xml]
+source~~~~
+<pool handle="example" sysinfo="INTEL32::LINUX">
+<gridftp url="gsiftp://example.org" storage="/scratch/swift" major="2" minor="4" patch="3"/>
+<jobmanager universe="vanilla" url="example.org/jobmanager-pbs" major="2" minor="4" patch="3"/>
+<workdirectory>/scratch/swift</workdirectory>
+<profile namespace="SWIFT" key="storagesize">20000000</profile>
+</pool>
+source~~~~
+
+ The decision of which files to keep in the cache and which files to
+ remove is made considering the value of the caching.algorithm
+ property. Currently, the only available value for this property is
+ LRU, which would cause the least recently used files to be deleted
+ first.
+
+clustering.enabled
+
+ Valid values: true, false
+
+ Default value: false
+
+ Enables clustering.
+
+clustering.min.time
+
+ Valid values: <int>
+
+ Default value: 60
+
+ Indicates the threshold wall time for clustering, in seconds. Jobs
+ that have a wall time smaller than the value of this property will
+ be considered for clustering.
+
+clustering.queue.delay
+
+ Valid values: <int>
+
+ Default value: 4
+
+ This property indicates the interval, in seconds, at which the
+ clustering queue is processed.
+
+execution.retries
+
+ Valid values: positive integers
+
+ Default value: 2
+
+ The number of time a job will be retried if it fails (giving a
+ maximum of 1 + execution.retries attempts at execution)
+
+foreach.max.threads
+
+ Valid values: positive integers
+
+ Default value: 1024
+
+ Limits the number of concurrent iterations that each foreach
+ statement can have at one time. This conserves memory for swift
+ programs that have large numbers of iterations (which would
+ otherwise all be executed in parallel). (since Swift 0.9)
+
+ip.address
+
+ Valid values: <ipaddress>
+
+ Default value: N/A
+
+ The Globus GRAM service uses a callback mechanism to send
+ notifications about the status of submitted jobs. The callback
+ mechanism requires that the Swift client be reachable from the hosts
+ the GRAM services are running on. Normally, Swift can detect the
+ correct IP address of the client machine. However, in certain cases
+ (such as the client machine having more than one network interface)
+ the automatic detection mechanism is not reliable. In such cases,
+ the IP address of the Swift client machine can be specified using
+ this property. The value of this property must be a numeric address
+ without quotes.
+
+ This option is deprecated and the hostname property should be used
+ instead.
+
+kickstart.always.transfer
+
+ Valid values: true, false
+
+ Default value: false
+
+ This property controls when output from Kickstart is transfered back
+ to the submit site, if Kickstart is enabled. When set to false,
+ Kickstart output is only transfered for jobs that fail. If set to
+ true, Kickstart output is transfered after every job is completed
+ or failed.
+
+kickstart.enabled
+
+ Valid values: true, false, maybe
+
+ Default value: maybe
+
+ This option allows controlling of when Swift uses Kickstart.
+ A value of false disables the use of Kickstart,
+ while a value of true enables the use of Kickstart, in which case
+ sites specified in the sites.xml file must have valid
+ gridlaunch attributes. The maybe value will enable the use of
+ Kickstart only on sites that have the gridlaunch attribute
+ specified.
+
+lazy.errors
+
+ Valid values: true, false
+
+ Default value: false
+
+ Swift can report application errors in two modes, depending on the
+ value of this property. If set to false, Swift will report the
+ first error encountered and immediately stop execution. If set to
+ true, Swift will attempt to run as much as possible from a
+ SwiftScript program before stopping execution and reporting all
+ errors encountered.
+
+ When developing SwiftScript programs, using the default value of
+ false can make the program easier to debug. However in production
+ runs, using true will allow more of a SwiftScript program to be
+ run before Swift aborts execution.
+
+pgraph
+
+ Valid values: true, false, <file>
+
+ Default value: false
+
+ Swift can generate a Graphviz <http://www.graphviz.org/> file
+ representing the structure of the SwiftScript program it has run. If
+ this property is set to true, Swift will save the provenance graph
+ in a file named by concatenating the program name and the instance
+ ID (e.g. helloworld-ht0adgi315l61.dot).
+
+ If set to false, no provenance graph will be generated. If a file
+ name is used, then the provenance graph will be saved in the
+ specified file.
+
+ The generated dot file can be rendered into a graphical form using
+ Graphviz <http://www.graphviz.org/>, for example with a command-line
+ such as:
+
+[shell]
+source~~~~
+$ swift -pgraph graph1.dot q1.swift
+$ dot -ograph.png -Tpng graph1.dot
+source~~~~
+
+pgraph.graph.options
+
+ Valid values: <string>
+
+ Default value: splines="compound", rankdir="TB"
+
+ This property specifies a Graphviz <http://www.graphviz.org>
+ specific set of parameters for the graph.
+
+pgraph.node.options
+
+ Valid values: <string>
+
+ Default value: color="seagreen", style="filled"
+
+ Used to specify a set of Graphviz <http://www.graphviz.org> specific
+ properties for the nodes in the graph.
+
+provenance.log
+
+ Valid values: true, false
+
+ Default value: false
+
+ This property controls whether the log file will contain provenance
+ information enabling this will increase the size of log files,
+ sometimes significantly.
+
+replication.enabled
+
+ Valid values: true, false
+
+ Default value: false
+
+ Enables/disables replication. Replication is used to deal with jobs
+ sitting in batch queues for abnormally large amounts of time. If
+ replication is enabled and certain conditions are met, Swift creates
+ and submits replicas of jobs, and allows multiple instances of a job
+ to compete.
+
+replication.limit
+
+ Valid values: positive integers
+
+ Default value: 3
+
+ The maximum number of replicas that Swift should attempt.
+
+sitedir.keep
+
+ Valid values: true, false
+
+ Default value: false
+
+ Indicates whether the working directory on the remote site should be
+ left intact even when a run completes successfully. This can be used
+ to inspect the site working directory for debugging purposes.
+
+sites.file
+
+ Valid values: <file>
+
+ Default value: ${swift.home}/etc/sites.xml
+
+ Points to the location of the site catalog, which contains a list of
+ all sites that Swift should use.
+
+status.mode
+
+ Valid values: files, provider
+
+ Default value: files
+
+ Controls how Swift will communicate the result code of running user
+ programs from workers to the submit side. In files mode, a file
+ indicating success or failure will be created on the site shared
+ filesystem. In provider mode, the execution provider job status
+ will be used.
+
+ provider mode requires the underlying job execution system to
+ correctly return exit codes. In at least the cases of GRAM2, and
+ clusters used with any provider, exit codes are not returned, and so
+ files mode must be used in those cases. Otherwise, provider mode
+ can be used to reduce the amount of filesystem access. (since Swift
+ 0.8)
+
+tc.file
+
+ Valid values: <file>
+
+ Default value: ${swift.home}/etc/tc.data
+
+ Points to the location of the transformation catalog file which
+ contains information about installed applications. Details about the
+ format of the transformation catalog can be found here
+ <http://vds.uchicago.edu/vds/doc/userguide/html/H_TransformationCatalog.html>.
+
+
+tcp.port.range
+
+ Valid values: <start>,<end> where start and end are integers
+
+ Default value: none
+
+ A TCP port range can be specified to restrict the ports on which
+ GRAM callback services are started. This is likely needed if your
+ submit host is behind a firewall, in which case the firewall should
+ be configured to allow incoming connections on ports in the range.
+
+throttle.file.operations
+
+ Valid values: <int>, off
+
+ Default value: 8
+
+ Limits the total number of concurrent file operations that can
+ happen at any given time. File operations (like transfers) require
+ an exclusive connection to a site. These connections can be
+ expensive to establish. A large number of concurrent file operations
+ may cause Swift to attempt to establish many such expensive
+ connections to various sites. Limiting the number of concurrent file
+ operations causes Swift to use a small number of cached connections
+ and achieve better overall performance.
+
+throttle.host.submit
+
+ Valid values: <int>, off
+
+ Default value: 2
+
+ Limits the number of concurrent submissions for any of the sites
+ Swift will try to send jobs to. In other words it guarantees that no
+ more than the value of this throttle jobs sent to any site will be
+ concurrently in a state of being submitted.
+
+throttle.score.job.factor
+
+ Valid values: <int>, off
+
+ Default value: 4
+
+ The Swift scheduler has the ability to limit the number of
+ concurrent jobs allowed on a site based on the performance history
+ of that site. Each site is assigned a score (initially 1), which can
+ increase or decrease based on whether the site yields successful or
+ faulty job runs. The score for a site can take values in the (0.1,
+ 100) interval. The number of allowed jobs is calculated using the
+ following formula:
+
+ 2 + score*throttle.score.job.factor
+
+ This means a site will always be allowed at least two concurrent
+ jobs and at most 2 + 100*throttle.score.job.factor. With a default
+ of 4 this means at least 2 jobs and at most 402.
+
+ This parameter can also be set per site using the jobThrottle
+ profile key in a site catalog entry.
+
+throttle.submit
+
+ Valid values: <int>, off
+
+ Default value: 4
+
+ Limits the number of concurrent submissions for a run. This throttle
+ only limits the number of concurrent tasks (jobs) that are being
+ sent to sites, not the total number of concurrent jobs that can be
+ run. The submission stage in GRAM is one of the most CPU expensive
+ stages (due mostly to the mutual authentication and delegation).
+ Having too many concurrent submissions can overload either or both
+ the submit host CPU and the remote host/head node causing degraded
+ performance.
+
+throttle.transfers
+
+ Valid values: <int>, off
+
+ Default value: 4
+
+ Limits the total number of concurrent file transfers that can happen
+ at any given time. File transfers consume bandwidth. Too many
+ concurrent transfers can cause the network to be overloaded
+ preventing various other signaling traffic from flowing properly.
+
+ticker.disable
+
+ Valid values: true, false
+
+ Default value: false
+
+ When set to true, suppresses the output progress ticker that Swift
+ sends to the console every few seconds during a run (since Swift 0.9)
+
+wrapper.invocation.mode
+
+ Valid values: absolute, relative
+
+ Default value: absolute
+
+ Determines if Swift remote wrappers will be executed by specifying
+ an absolute path, or a path relative to the job initial working
+ directory. In most cases, execution will be successful with either
+ option. However, some execution sites ignore the specified initial
+ working directory, and so absolute must be used. Conversely on
+ some sites, job directories appear in a different place on the
+ worker node file system than on the filesystem access node, with the
+ execution system handling translation of the job initial working
+ directory. In such cases, relative mode must be used. (since Swift
+ 0.9)
+
+wrapper.parameter.mode
+
+ Controls how Swift will supply parameters to the remote wrapper
+ script. args mode will pass parameters on the command line. Some
+ execution systems do not pass commandline parameters sufficiently
+ cleanly for Swift to operate correctly. files mode will pass
+ parameters through an additional input file (since Swift 0.95). This
+ provides a cleaner communication channel for parameters, at the
+ expense of transferring an additional file for each job invocation.
+
+wrapperlog.always.transfer
+
+ Valid values: true, false
+
+ Default value: false
+
+ This property controls when output from the Swift remote wrapper is
+ transfered back to the submit site. When set to false, wrapper
+ logs are only transfered for jobs that fail. If set to true,
+ wrapper logs are transfered after every job is completed or failed.
+
+Example:
+
+[source,xml]
+sites.file=${vds.home}/etc/sites.xml
+tc.file=${vds.home}/etc/tc.data
+ip.address=192.168.0.1
+
+Profiles
+--------
+Profiles are configuration parameters than can be specified either for
+sites or for transformation catalog entries. They influence the
+behaviour of Swift towards that site (for example, by changing the load
+Swift will place on that sites) or when running a particular procedure.
+
+Profile entries for a site are specified in the site catalog. Profile
+entries for specific procedures are specified in the transformation
+catalog.
+
+
+Karajan namespace
+~~~~~~~~~~~~~~~~~
+maxSubmitRate limits the maximum rate of job submission, in jobs per
+second. For example:
+
+[source,xml]
+<profile namespace="karajan" key="maxSubmitRate">0.2</profile>
+
+will limit job submission to 0.2 jobs per second (or equivalently, one
+job every five seconds).
+
+jobThrottle allows the job throttle factor (see Swift property
+throttle.score.job.factor to be
+set per site.
+
+initialScore allows the initial score for rate limiting and site
+selection to be set to a value other than 0.
+
+delayBase controls how much a site will be delayed when it performs
+poorly. With each reduction in a sites score by 1, the delay between
+execution attempts will increase by a factor of delayBase.
+
+status.mode allows the status.mode property to be set per-site instead
+of for an entire run. See the Swift configuration properties section for
+more information. (since Swift 0.8)
+
+swift namespace
+~~~~~~~~~~~~~~~
+storagesize limits the amount of space that will be used on the remote
+site for temporary files. When more than that amount of space is used,
+the remote temporary file cache will be cleared using the algorithm
+specified in the caching.algorithm property.
+
+wrapperInterpreter - The wrapper interpreter indicates the command
+(executable) to be used to run the Swift wrapper script. The default is
+"/bin/bash" on Unix sites and "cscript.exe" on Windows sites.
+
+wrapperInterpreterOptions - Allows specifying additional options to the
+executable used to run the Swift wrapper. The defaults are no options on
+Unix sites and "Nologo" on Windows sites.
+
+wrapperScript - Specifies the name of the wrapper script to be used on a
+site. The defaults are "_swiftwrap" on Unix sites and "_swiftwrap.vbs"
+on Windows sites. If you specify a custom wrapper script, it must be
+present in the "libexec" directory of the Swift installation.
+
+cleanupCommand Indicates the command to be run at the end of a Swift
+run to clean up the run directories on a remote site. Defaults are
+"/bin/rm" on Unix sites and "cmd.exe" on Windows sites
+
+cleanupCommandOptions Specifies the options to be passed to the
+cleanup command above. The options are passed in the argument list to
+the cleanup command. After the options, the last argument is the
+directory to be deleted. The default on Unix sites is "-rf". The default
+on Windows sites is ["/C", "del", "/Q"].
+
+
+Globus namespace
+~~~~~~~~~~~~~~~~
+maxwalltime specifies a walltime limit for each job, in minutes.
+
+The following formats are recognized:
+
+ * Minutes
+ * Hours:Minutes
+ * Hours:Minutes:Seconds
+
+Example:
+[source,java]
+localhost echo /bin/echo INSTALLED INTEL32::LINUX GLOBUS::maxwalltime="00:20:00"
+
+When replication is enabled (see replication), then
+walltime will also be enforced at the Swift client side: when a job has
+been active for more than twice the maxwalltime, Swift will kill the job
+and regard it as failed.
+
+When clustering is used, maxwalltime will be used to select which jobs
+will be clustered together. More information on this is available in the
+clustering section.
+
+When coasters as used, maxwalltime influences the default coaster
+worker maxwalltime, and which jobs will be sent to which workers. More
+information on this is available in the coasters section.
+
+queue is used by the PBS, GRAM2 and GRAM4 providers. This profile
+entry specifies which queue jobs will be submitted to. The valid queue
+names are site-specific.
+
+host_types specifies the types of host that are permissible for a job
+to run on. The valid values are site-specific. This profile entry is
+used by the GRAM2 and GRAM4 providers.
+
+condor_requirements allows a requirements string to be specified when
+Condor is used as an LRM behind GRAM2. Example:
+
+[source,xml]
+<profile
+namespace="globus" key="condor_requirements">Arch == "X86_64" || Arch="INTEL"</profile>
+
+slots When using coasters, this parameter specifies the
+maximum number of jobs/blocks that the coaster scheduler will have
+running at any given time. The default is 20.
+
+workersPerNode - This parameter determines how many coaster workers are
+started one each compute node. The default value is 1.
+
+nodeGranularity - When allocating a coaster worker block, this parameter
+restricts the number of nodes in a block to a multiple of this value.
+The total number of workers will then be a multiple of workersPerNode *
+nodeGranularity. The default value is 1.
+
+allocationStepSize - Each time the coaster block scheduler computes a
+schedule, it will attempt to allocate a number of slots from the number
+of available slots (limited using the above slots profile). This
+parameter specifies the maximum fraction of slots that are allocated in
+one schedule. Default is 0.1.
+
+lowOverallocation - Overallocation is a function of the walltime of a
+job which determines how long (time-wise) a worker job will be. For
+example, if a number of 10s jobs are submitted to the coaster service,
+and the overallocation for 10s jobs is 10, the coaster scheduler will
+attempt to start worker jobs that have a walltime of 100s. The
+overallocation is controlled by manipulating the end-points of an
+overallocation function. The low endpoint, specified by this parameter,
+is the overallocation for a 1s job. The high endpoint is the
+overallocation for a (theoretical) job of infinite length. The
+overallocation for job sizes in the [1s, +inf) interval is determined
+using an exponential decay function: overallocation(walltime) = walltime
+* (lowOverallocation - highOverallocation) * exp(-walltime *
+overallocationDecayFactor) + highOverallocation The default value of
+lowOverallocation is 10.
+
+highOverallocation - The high overallocation endpoint (as described
+above). Default: 1
+
+overallocationDecayFactor - The decay factor for the overallocation
+curve. Default 0.001 (1e-3).
+
+spread - When a large number of jobs is submitted to the a coaster
+service, the work is divided into blocks. This parameter allows a rough
+control of the relative sizes of those blocks. A value of 0 indicates
+that all work should be divided equally between the blocks (and blocks
+will therefore have equal sizes). A value of 1 indicates the largest
+possible spread. The existence of the spread parameter is based on the
+assumption that smaller overall jobs will generally spend less time in
+the queue than larger jobs. By submitting blocks of different sizes,
+submitted jobs may be finished quicker by smaller blocks. Default: 0.9.
+
+reserve - Reserve time is a time in the allocation of a worker that sits
+at the end of the worker time and is useable only for critical
+operations. For example, a job will not be submitted to a worker if it
+overlaps its reserve time, but a job that (due to inaccurate walltime
+specification) runs into the reserve time will not be killed (note that
+once the worker exceeds its walltime, the queuing system will kill the
+job anyway). Default 10 (s).
+
+maxnodes - Determines the maximum number of nodes that can be allocated
+in one coaster block. Default: unlimited.
+
+maxtime - Indicates the maximum walltime that a coaster block can have.
+Default: unlimited.
+
+remoteMonitorEnabled - If set to "true", the client side will get a
+Swing window showing, graphically, the state of the coaster scheduler
+(blocks, jobs, etc.). Default: false
+
+env namespace
+~~~~~~~~~~~~~
+Profile keys set in the env namespace will be set in the unix
+environment of the executed job. Some environment variables influence
+the worker-side behaviour of Swift:
+
+PATHPREFIX - set in env namespace profiles. This path is prefixed onto
+the start of the PATH when jobs are executed. It can be more useful
+than setting the PATH environment variable directly, because setting
+PATH will cause the execution site's default path to be lost.
+
+SWIFT_JOBDIR_PATH - set in env namespace profiles. If set, then Swift
+will use the path specified here as a worker-node local temporary
+directory to copy input files to before running a job. If unset, Swift
+will keep input files on the site-shared filesystem. In some cases,
+copying to a worker-node local directory can be much faster than having
+applications access the site-shared filesystem directly.
+
+SWIFT_EXTRA_INFO - set in env namespace profiles. If set, then Swift
+will execute the command specified in SWIFT_EXTRA_INFO on execution
+sites immediately before each application execution, and will record the
+stdout of that command in the wrapper info log file for that job. This
+is intended to allow software version and other arbitrary information
+about the remote site to be gathered and returned to the submit side.
+(since Swift 0.9)
+
+The Site Catalog - sites.xml
+----------------------------
+The site catalog lists details of each site that Swift can use. The
+default file contains one entry for local execution, and a large number
+of commented-out example entries for other sites.
+
+By default, the site catalog is stored in etc/sites.xml. This path can
+be overridden with the sites.file configuration property, either in
+the Swift configuration file or on the command line.
+
+The sites file is formatted as XML. It consists of <pool> elements,
+one for each site that Swift will use.
+
+
+Pool element
+~~~~~~~~~~~~
+Each pool element must have a handle attribute, giving a symbolic
+name for the site. This can be any name, but must correspond to entries
+for that site in the transformation catalog.
+
+Optionally, the gridlaunch attribute can be used to specify the path
+to kickstart on the site.
+
+Each pool must specify a file transfer method, an execution method and
+a remote working directory. Optionally, profile settings can
+be specified.
+
+
+File transfer method
+~~~~~~~~~~~~~~~~~~~~
+Transfer methods are specified with either the <gridftp> element or
+the <filesystem> element.
+
+To use gridftp or local filesystem copy, use the <gridftp> element:
+
+[source,xml]
+<gridftp url="gsiftp://evitable.ci.uchicago.edu" />
+
+The url attribute may specify a GridFTP server, using the gsiftp URI
+scheme; or it may specify that filesystem copying will be used (which
+assumes that the site has access to the same filesystem as the
+submitting machine) using the URI local://localhost.
+
+Filesystem access using scp (the SSH copy protocol) can be specified
+using the <filesystem> element:
+
+[source,xml]
+<filesystem url="www11.i2u2.org" provider="ssh"/>
+
+For additional ssh configuration information, see the ssh execution
+provider documentation below.
+
+Filesystem access using CoG coasters can be also be
+specified using the <filesystem> element. More detail about
+configuring that can be found in the CoG coasters section.
+
+Execution method
+~~~~~~~~~~~~~~~~
+Execution methods may be specified either with the <jobmanager> or
+<execution> element.
+
+The <jobmanager> element can be used to specify execution through
+GRAM2. For example,
+
+[source,xml]
+<jobmanager universe="vanilla" url="evitable.ci.uchicago.edu/jobmanager-fork" major="2" />
+
+The universe attribute should always be set to vanilla. The url
+attribute should specify the name of the GRAM2 gatekeeper host, and the
+name of the jobmanager to use. The major attribute should always be set
+to 2.
+
+The <execution> element can be used to specify execution through other
+execution providers:
+
+To use GRAM4, specify the gt4 provider. For example:
+
+[source,xml]
+<execution provider="gt4" jobmanager="PBS" url="tg-grid.uc.teragrid.org" />
+
+The url attribute should specify the GRAM4 submission site. The
+jobmanager attribute should specify which GRAM4 jobmanager will be used.
+
+For local execution, the local provider should be used, like this:
+
+[source,xml]
+<execution provider="local" url="none" />
+
+For PBS execution, the pbs provider should be used:
+
+[source,xml]
+<execution provider="pbs" url="none" />
+
+The GLOBUS::queue profile key can be used to
+specify which PBS queue jobs will be submitted to.
+
+For execution through a local Condor installation, the condor provider
+should be used. This provider can run jobs either in the default vanilla
+universe, or can use Condor-G to run jobs on remote sites.
+
+When running locally, only the <execution> element needs to be specified:
+
+[source,xml]
+<execution provider="condor" url="none" />
+
+When running with Condor-G, it is necessary to specify the Condor grid
+universe and the contact string for the remote site. For example:
+
+[source,xml]
+ <execution provider="condor" />
+ <profile namespace="globus" key="jobType">grid</profile>
+ <profile namespace="globus" key="gridResource">gt2 belhaven-1.renci.org/jobmanager-fork</profile>
+
+For execution through SSH, the ssh provider should be used:
+
+[source,xml]
+<execution url="www11.i2u2.org" provider="ssh"/>
+
+with configuration made in ~/.ssh/auth.defaults with the string
+'www11.i2u2.org' changed to the appropriate host name:
+
+[source,shell]
+www11.i2u2.org.type=key
+www11.i2u2.org.username=hategan
+www11.i2u2.org.key=/home/mike/.ssh/i2u2portal
+www11.i2u2.org.passphrase=XXXX
+
+For execution using the CoG Coaster mechanism, the coaster
+provider should be used:
+
+[source,xml]
+<execution provider="coaster" url="tg-grid.uc.teragrid.org"
+ jobmanager="gt2:gt2:pbs" />
+
+More details about configuration of coasters can be found in the section
+on coasters.
+
+Work directory
+~~~~~~~~~~~~~~
+The workdirectory element specifies where on the site files can be
+stored.
+
+[source,xml]
+<workdirectory>/home/benc</workdirectory>
+
+This file must be accessible through the transfer mechanism specified in
+the <gridftp> element and also mounted on all worker nodes that will
+be used for execution. A shared cluster scratch filesystem is
+appropriate for this.
+
+Profiles
+~~~~~~~~
+Profile keys can be specified using the <profile> element.
+For example:
+
+[source,xml]
+<profile namespace="globus" key="queue">fast</profile>
+
+The site catalog format is an evolution of the VDS site catalog format
+which is documented here
+<http://vds.uchicago.edu/vds/doc/userguide/html/H_SiteCatalog.html>.
+
+
+The Transformation Catalog - tc.data
+------------------------------------
+The transformation catalog lists where application executables are
+located on remote sites.
+
+By default, the site catalog is stored in etc/tc.data. This path can
+be overridden with the tc.file configuration property, either in the
+Swift configuration file or on the command line.
+
+The format is one line per executable per site, with fields separated by
+tabs. Spaces cannot be used to separate fields.
+
+Some example entries:
+[source,shell]
+localhost echo /bin/echo INSTALLED INTEL32::LINUX null
+TGUC touch /usr/bin/touch INSTALLED INTEL32::LINUX GLOBUS::maxwalltime="0:1"
+
+The fields are: site, transformation name, executable path, installation
+status, platform, and profile entrys.
+
+The site field should correspond to a site name listed in the sites catalog.
+
+The transformation name should correspond to the transformation name
+used in a SwiftScript app procedure.
+
+The executable path should specify where the particular executable is
+located on that site.
+
+The installation status and platform fields are not used. Set them to
+INSTALLED and INTEL32::LINUX respectively.
+
+The profiles field should be set to null if no profile entries are to
+be specified, or should contain the profile entries separated by
+semicolons.
+
+Build options
+-------------
+See the Swift download page
+<http://www.ci.uchicago.edu/swift/downloads/> for instructions on
+downloading and building Swift from source. When building, various build
+options can be supplied on the ant commandline. These are summarised here:
+
+with-provider-condor - build with CoG condor provider
+
+with-provider-coaster - build with CoG coaster provider (see the
+section on coasters). Since 0.8, coasters are always built,
+and this option has no effect.
+
+with-provider-deef - build with Falkon provider deef. In order for
+this option to work, it is necessary to check out the provider-deef code
+in the cog/modules directory alongside swift:
+
+[source,shell]
+$ cd cog/modules
+$ svn co https://svn.ci.uchicago.edu/svn/vdl2/provider-deef
+$ cd ../swift
+$ ant -Dwith-provider-deef=true redist
+
+with-provider-wonky - build with provider-wonky, an execution provider
+that provides delays and unreliability for the purposes of testing
+Swift's fault tolerance mechanisms. In order for this option to work, it
+is necessary to check out the provider-wonky code in the |cog/modules|
+directory alongside swift:
+
+[source,shell]
+$ cd cog/modules
+$ svn co https://svn.ci.uchicago.edu/svn/vdl2/provider-wonky
+$ cd ../swift|*
+$ ant -Dwith-provider-wonky=true redist
+
+no-supporting - produces a distribution without supporting commands
+such as grid-proxy-init. This is intended for when the Swift
+distribution will be used in an environment where those commands are
+already provided by other packages, where the Swift package should be
+providing only Swift commands, and where the presence of commands such
+as grid-proxy-init from the Swift distribution in the path will mask the
+presence of those commands from their true distribution package such as
+a Globus Toolkit package.
+
+[source,shell]
+$ ant -Dno-supporting=true redist
+
+Kickstart
+---------
+Kickstart is a tool that can be used to gather various information about
+the remote execution environment for each job that Swift tries to run.
+
+For each job, Kickstart generates an XML invocation record. By default
+this record is staged back to the submit host if the job fails.
+
+Before it can be used it must be installed on the remote site and the
+sites file must be configured to point to kickstart.
+
+Kickstart can be downloaded as part of the Pegasus 'worker package'
+available from the worker packages section of the Pegasus download page
+<http://pegasus.isi.edu/code.php>.
+
+Untar the relevant worker package somewhere where it is visible to all
+of the worker nodes on the remote execution machine (such as in a shared
+application filesystem).
+
+Now configure the gridlaunch attribute of the sites catalog to point to
+that path, by adding a gridlaunch attribute to the pool element in
+the site catalog:
+
+[source,xml]
+<pool handle="example" gridlaunch="/usr/local/bin/kickstart" sysinfo="INTEL32::LINUX">
+...
+</pool>
+
+There are various kickstat.* properties, which have sensible default
+values. These are documented in the properties section.
+
+Reliability mechanisms
+----------------------
+This section details reliabilty mechanisms in Swift: retries, restarts
+and replication.
+
+Retries
+~~~~~~~
+If an application procedure execution fails, Swift will attempt that
+execution again repeatedly until it succeeds, up until the limit defined
+in the execution.retries configuration property.
+
+Site selection will occur for retried jobs in the same way that it
+happens for new jobs. Retried jobs may run on the same site or may run
+on a different site.
+
+If the retry limit execution.retries is reached for an application
+procedure, then that application procedure will fail. This will cause
+the entire run to fail - either immediately (if the lazy.errors
+property is false) or after all other possible work has been attempted
+(if the lazy.errors property is true).
+
+Restarts
+~~~~~~~~
+If a run fails, Swift can resume the program from the point of failure.
+When a run fails, a restart log file will be left behind in a file named
+using the unique job ID and a .rlog extension. This restart log can
+then be passed to a subsequent Swift invocation using the -resume
+parameter. Swift will resume execution, avoiding execution of
+invocations that have previously completed successfully. The SwiftScript
+source file and input data files should not be modified between runs.
+
+Every run creates a restart log file with a named composed of the file
+name of the workflow being executed, an invocation ID, a numeric ID, and
+the .rlog extension. For example, example.swift, when executed,
+could produce the following restart log file:
+example-ht0adgi315l61.0.rlog. Normally, if the run completes
+successfully, the restart log file is deleted. If however the workflow
+fails, swift can use the restart log file to continue execution from a
+point before the failure occurred. In order to restart from a restart
+log file, the -resume logfile argument can be used after the
+SwiftScript program file name. Example:
+
+[source,shell]
+$ swift -resume example-ht0adgi315l61.0.rlog example.swift.
+
+Replication
+~~~~~~~~~~~
+When an execution job has been waiting in a site queue for a certain
+period of time, Swift can resubmit replicas of that job (up to the limit
+defined in the replication.limit configuration property). When any of
+those jobs moves from queued to active state, all of the other replicas
+will be cancelled.
+
+This is intended to deal with situations where some sites have a
+substantially longer (sometimes effectively infinite) queue time than
+other sites. Selecting those slower sites can cause a very large delay
+in overall run time.
+
+Replication can be enabled by setting the replication.enabled
+configuration property to true. The maximum number of replicas that
+will be submitted for a job is controlled by the replication.limit
+configuration property.
+
+When replication is enabled, Swift will also enforce the maxwalltime
+profile setting for jobs as documented in the profiles section.
+
+Clustering
+----------
+Swift can group a number of short job submissions into a single larger
+job submission to minimize overhead involved in launching jobs (for
+example, caused by security negotiation and queuing delay). In general,
+CoG coasters should be used in preference to the clustering
+mechanism documented in this section.
+
+By default, clustering is disabled. It can be activated by setting the
+clustering.enabled property to true.
+
+A job is eligible for clustering if the GLOBUS::maxwalltime profile
+is specified in the tc.data entry for that job, and its value is
+less than the value of the clustering.min.time property.
+
+Two or more jobs are considered compatible if they share the same site
+and do not have conflicting profiles (e.g. different values for the same
+environment variable).
+
+When a submitted job is eligible for clustering, it will be put in a
+clustering queue rather than being submitted to a remote site. The
+clustering queue is processed at intervals specified by the
+clustering.queue.delay property. The
+processing of the clustering queue consists of selecting compatible jobs
+and grouping them into clusters whose maximum wall time does not exceed
+twice the value of the clustering.min.time property.
+
+Coasters
+--------
+Coasters were introduced in Swift v0.6 as an experimental feature.
+
+In many applications, Swift performance can be greatly enhanced by the
+use of CoG coasters. CoG coasters provide a low-overhead job submission
+and file transfer mechanism suited for the execution of short jobs (on
+the order of a few seconds) and the transfer of small files (on the
+order of a few kilobytes) for which other grid protocols such as GRAM
+and GridFTP are poorly suited.
+
+The coaster mechanism submits a head job using some other execution
+mechanism such as GRAM, and for each worker node that will be used in a
+remote cluster, it submits a worker job, again using some other
+execution mechanism such as GRAM. Details on the design of the coaster
+mechanism can be found here. <http://wiki.cogkit.org/wiki/Coasters>
+
+The head job manages file transfers and the dispatch of execution jobs
+to workers. Much of the overhead associated with other grid protocols
+(such as authentication and authorization, and allocation of worker
+nodes by the site's local resource manager) is reduced, because that
+overhead is associated with the allocation of a coaster head or coaster
+worker, rather than with every Swift-level procedure invocation;
+potentially hundreds or thousands of Swift-level procedure invocations
+can be run through a single worker.
+
+Coasters can be configured for use in two situations: job execution and
+file transfer.
+
+To use for job execution, specify a sites.xml execution element like this:
+
+[source,xml]
+<execution provider="coaster" jobmanager="gt2:gt2:pbs" url="grid.myhost.org">
+
+The jobmanager string contains more detail than with other providers. It
+contains either two or three colon separated fields: 1:the provider to
+be use to execute the coaster head job - this provider will submit from
+the Swift client side environment. Commonly this will be one of the GRAM
+providers; 2: the provider to be used to execute coaster worker jobs.
+This provider will be used to submit from the coaster head job
+environment, so a local scheduler provider can sometimes be used instead
+of GRAM. 3: optionally, the jobmanager to be used when submitting worker
+job using the provider specified in field 2.
+
+To use for file transfer, specify a sites.xml filesystem element like this:
+
+[source,xml]
+<filesystem provider="coaster" url="gt2://grid.myhost.org" />
+
+The url parameter should be a pseudo-URI formed with the URI scheme
+being the name of the provider to use to submit the coaster head job,
+and the hostname portion being the hostname to be used to execute the
+coaster head job. Note that this provider and hostname will be used for
+execution of a coaster head job, not for file transfer; so for example,
+a GRAM endpoint should be specified here rather than a GridFTP endpoint.
+
+Coasters are affected by the following profile settings, which are
+documented in the Globus namespace profile section:
+
+[options="header"]
+|=================
+|Profile key|Brief description
+|slots|How many maximum LRM jobs/worker blocks are allowed
+|workersPerNode|How many coaster workers to run per execution node
+|nodeGranularity|Each worker block uses a number of nodes that is a
+multiple of this number
+|lowOverallocation|How many times larger than the job walltime should a
+block's walltime be if all jobs are 1s long
+|highOverallocation|How many times larger than the job walltime should a
+block's walltime be if all jobs are infinitely long
+|overallocationDecayFactor|How quickly should the overallocation curve
+tend towards the highOverallocation as job walltimes get larger
+|spread|By how much should worker blocks vary in worker size
+|workersPerNode|How many coaster workers to run per execution node
+|reserve|How many seconds to reserve in a block's walltime for
+starting/shutdown operations
+|maxnodes|The maximum number of nodes allowed in a block
+|maxtime|The maximum number of walltime allowed for a block
+|remoteMonitorEnabled|If true, show a graphical display of the status of
+the coaster service
+|==================
+
+How-To Tips for Specific User Communities
+-----------------------------------------
+
+Saving Logs - for UChicago CI Users
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+If you have a UChicago Computation Institute account, run this command
+in your submit directory after each run. It will copy all your logs and
+kickstart records into a directory at the CI for reporting, usage
+tracking, support and debugging.
+
+[source,shell]
+rsync --ignore-existing *.log *.d login.ci.uchicago.edu:/disks/ci-gpfs/swift/swift-logs/ --verbose
+
+Specifying TeraGrid allocations
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+TeraGrid users with no default project or with several project
+allocations can specify a project allocation using a profile key in the
+site catalog entry for a TeraGrid site:
+
+[source,xml]
+<profile namespace="globus" key="project">TG-CCR080002N</profile>
+
+More information on the TeraGrid allocations process can be found here
+<http://www.teragrid.org/userinfo/access/allocations.php>.
+
+Launching MPI jobs from Swift
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+Here is an example of running a simple MPI program.
+
+In SwiftScript, we make an invocation that does not look any different
+from any other invocation. In the below code, we do not have any input
+files, and have two output files on stdout and stderr:
+
+[java]
+source~~~~
+type file;
+
+(file o, file e) p() {
+ app {
+ mpi stdout=@filename(o) stderr=@filename(e);
+ }
+}
+
+file mpiout <"mpi.out">;
+file mpierr <"mpi.err">;
+
+(mpiout, mpierr) = p();
+source~~~~
+
+Now we define how 'mpi' will run in tc.data:
+[source,shell]
+tguc mpi /home/benc/mpi/mpi.sh INSTALLED INTEL32::LINUX GLOBUS::host_xcount=3
+
+mpi.sh is a wrapper script that launches the MPI program. It must be
+installed on the remote site:
+
+[source,shell]
+#!/bin/bash
+mpirun -np 3 -machinefile $PBS_NODEFILE /home/benc/mpi/a.out
+
+Because of the way that Swift runs its server side code,
+provider-specific MPI modes (such as GRAM jobType=mpi) should not be
+used. Instead, the mpirun command should be explicitly invoked.
+
+Running on Windows
+~~~~~~~~~~~~~~~~~~
+Since 10/11/09, the development version of Swift has the ability to run
+on a Windows machine, as well as the ability to submit jobs to a Windows
+site (provided that an appropriate provider is used).
+
+In order to launch Swift on Windows, use the provided batch file
+(swift.bat). In certain cases, when a large number of jar libraries are
+present in the Swift lib directory and depending on the exact location
+of the Swift installation, the classpath environment variable that the
+Swift batch launcher tries to create may be larger than what Windows can
+handle. In such a case, either install Swift in a directory closer to
+the root of the disk (say, c:\swift) or remove non-essential jar files
+from the Swift lib directory.
+
+Due to the large differences between Windows and Unix environments,
+Swift must use environment specific tools to achieve some of its goals.
+In particular, each Swift executable is launched using a wrapper script.
+This script is a Bourne Shell script. On Windows machines, which have no
+Bourne Shell interpreter installed by default, the Windows Scripting
+Host is used instead, and the wrapper script is written in VBScript.
+Similarly, when cleaning up after a run, the "/bin/rm" command available
+in typical Unix environments must be replaced by the "del" shell command.
+
+It is important to note that in order to select the proper set of tools
+to use, Swift must know when a site runs under Windows. To inform Swift
+of this, specify the "sysinfo" attribute for the "pool" element in the
+site catalog. For example:
+
+[source,xml]
+<pool handle="localhost" sysinfo="INTEL32::WINDOWS">
+...
+</pool>
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