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Posted to commits@aurora.apache.org by wf...@apache.org on 2016/03/04 03:43:06 UTC

svn commit: r1733548 [7/15] - in /aurora/site: ./ data/ publish/ publish/documentation/0.10.0/ publish/documentation/0.10.0/build-system/ publish/documentation/0.10.0/client-cluster-configuration/ publish/documentation/0.10.0/client-commands/ publish/d...

Added: aurora/site/publish/documentation/0.12.0/sla/index.html
URL: http://svn.apache.org/viewvc/aurora/site/publish/documentation/0.12.0/sla/index.html?rev=1733548&view=auto
==============================================================================
--- aurora/site/publish/documentation/0.12.0/sla/index.html (added)
+++ aurora/site/publish/documentation/0.12.0/sla/index.html Fri Mar  4 02:43:01 2016
@@ -0,0 +1,306 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+	<title>Apache Aurora</title>
+    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.1/css/bootstrap.min.css">
+    <link href="/assets/css/main.css" rel="stylesheet">
+	<!-- Analytics -->
+	<script type="text/javascript">
+		  var _gaq = _gaq || [];
+		  _gaq.push(['_setAccount', 'UA-45879646-1']);
+		  _gaq.push(['_setDomainName', 'apache.org']);
+		  _gaq.push(['_trackPageview']);
+
+		  (function() {
+		    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+		    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+		    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+		  })();
+	</script>
+  </head>
+  <body>
+    <div class="container-fluid section-header">
+  <div class="container">
+    <div class="nav nav-bar">
+    <a href="/"><img src="/assets/img/aurora_logo_dkbkg.svg" width="300" alt="Transparent Apache Aurora logo with dark background"/></a>
+    <ul class="nav navbar-nav navbar-right">
+      <li><a href="/documentation/latest/">Documentation</a></li>
+      <li><a href="/community/">Community</a></li>
+      <li><a href="/downloads/">Downloads</a></li>
+      <li><a href="/blog/">Blog</a></li>
+    </ul>
+    </div>
+  </div>
+</div>
+	
+    <div class="container-fluid">
+      <div class="container content">
+        <div class="col-md-12 documentation">
+<h5 class="page-header text-uppercase">Documentation
+<select onChange="window.location.href='/documentation/' + this.value + '/sla/'"
+        value="0.12.0">
+  <option value="0.12.0"
+    selected="selected">
+    0.12.0
+      (latest)
+  </option>
+  <option value="0.11.0"
+    >
+    0.11.0
+  </option>
+  <option value="0.10.0"
+    >
+    0.10.0
+  </option>
+  <option value="0.9.0"
+    >
+    0.9.0
+  </option>
+  <option value="0.8.0"
+    >
+    0.8.0
+  </option>
+  <option value="0.7.0-incubating"
+    >
+    0.7.0-incubating
+  </option>
+  <option value="0.6.0-incubating"
+    >
+    0.6.0-incubating
+  </option>
+  <option value="0.5.0-incubating"
+    >
+    0.5.0-incubating
+  </option>
+</select>
+</h5>
+<h2 id="aurora-sla-measurement">Aurora SLA Measurement</h2>
+
+<ul>
+<li><a href="#overview">Overview</a></li>
+<li><a href="#metric-details">Metric Details</a>
+
+<ul>
+<li><a href="#platform-uptime">Platform Uptime</a></li>
+<li><a href="#job-uptime">Job Uptime</a></li>
+<li><a href="#median-time-to-assigned-(mtta)">Median Time To Assigned (MTTA)</a></li>
+<li><a href="#median-time-to-running-(mttr)">Median Time To Running (MTTR)</a></li>
+</ul></li>
+<li><a href="#limitations">Limitations</a></li>
+</ul>
+
+<h2 id="overview">Overview</h2>
+
+<p>The primary goal of the feature is collection and monitoring of Aurora job SLA (Service Level
+Agreements) metrics that defining a contractual relationship between the Aurora/Mesos platform
+and hosted services.</p>
+
+<p>The Aurora SLA feature is by default only enabled for service (non-cron)
+production jobs (<code>&quot;production = True&quot;</code> in your <code>.aurora</code> config). It can be enabled for
+non-production services via the scheduler command line flag <code>-sla_non_prod_metrics</code>.</p>
+
+<p>Counters that track SLA measurements are computed periodically within the scheduler.
+The individual instance metrics are refreshed every minute (configurable via
+<code>sla_stat_refresh_interval</code>). The instance counters are subsequently aggregated by
+relevant grouping types before exporting to scheduler <code>/vars</code> endpoint (when using <code>vagrant</code>
+that would be <code>http://192.168.33.7:8081/vars</code>)</p>
+
+<h2 id="metric-details">Metric Details</h2>
+
+<h3 id="platform-uptime">Platform Uptime</h3>
+
+<p><em>Aggregate amount of time a job spends in a non-runnable state due to platform unavailability
+or scheduling delays. This metric tracks Aurora/Mesos uptime performance and reflects on any
+system-caused downtime events (tasks LOST or DRAINED). Any user-initiated task kills/restarts
+will not degrade this metric.</em></p>
+
+<p><strong>Collection scope:</strong></p>
+
+<ul>
+<li>Per job - <code>sla_&lt;job_key&gt;_platform_uptime_percent</code></li>
+<li>Per cluster - <code>sla_cluster_platform_uptime_percent</code></li>
+</ul>
+
+<p><strong>Units:</strong> percent</p>
+
+<p>A fault in the task environment may cause the Aurora/Mesos to have different views on the task state
+or lose track of the task existence. In such cases, the service task is marked as LOST and
+rescheduled by Aurora. For example, this may happen when the task stays in ASSIGNED or STARTING
+for too long or the Mesos slave becomes unhealthy (or disappears completely). The time between
+task entering LOST and its replacement reaching RUNNING state is counted towards platform downtime.</p>
+
+<p>Another example of a platform downtime event is the administrator-requested task rescheduling. This
+happens during planned Mesos slave maintenance when all slave tasks are marked as DRAINED and
+rescheduled elsewhere.</p>
+
+<p>To accurately calculate Platform Uptime, we must separate platform incurred downtime from user
+actions that put a service instance in a non-operational state. It is simpler to isolate
+user-incurred downtime and treat all other downtime as platform incurred.</p>
+
+<p>Currently, a user can cause a healthy service (task) downtime in only two ways: via <code>killTasks</code>
+or <code>restartShards</code> RPCs. For both, their affected tasks leave an audit state transition trail
+relevant to uptime calculations. By applying a special &ldquo;SLA meaning&rdquo; to exposed task state
+transition records, we can build a deterministic downtime trace for every given service instance.</p>
+
+<p>A task going through a state transition carries one of three possible SLA meanings
+(see <a href="https://github.com/apache/aurora/blob/#{git_tag}/src/main/java/org/apache/aurora/scheduler/sla/SlaAlgorithm.java">SlaAlgorithm.java</a>) for
+sla-to-task-state mapping):</p>
+
+<ul>
+<li><p>Task is UP: starts a period where the task is considered to be up and running from the Aurora
+platform standpoint.</p></li>
+<li><p>Task is DOWN: starts a period where the task cannot reach the UP state for some
+non-user-related reason. Counts towards instance downtime.</p></li>
+<li><p>Task is REMOVED from SLA: starts a period where the task is not expected to be UP due to
+user initiated action or failure. We ignore this period for the uptime calculation purposes.</p></li>
+</ul>
+
+<p>This metric is recalculated over the last sampling period (last minute) to account for
+any UP/DOWN/REMOVED events. It ignores any UP/DOWN events not immediately adjacent to the
+sampling interval as well as adjacent REMOVED events.</p>
+
+<h3 id="job-uptime">Job Uptime</h3>
+
+<p><em>Percentage of the job instances considered to be in RUNNING state for the specified duration
+relative to request time. This is a purely application side metric that is considering aggregate
+uptime of all RUNNING instances. Any user- or platform initiated restarts directly affect
+this metric.</em></p>
+
+<p><strong>Collection scope:</strong> We currently expose job uptime values at 5 pre-defined
+percentiles (50th,75th,90th,95th and 99th):</p>
+
+<ul>
+<li><code>sla_&lt;job_key&gt;_job_uptime_50_00_sec</code></li>
+<li><code>sla_&lt;job_key&gt;_job_uptime_75_00_sec</code></li>
+<li><code>sla_&lt;job_key&gt;_job_uptime_90_00_sec</code></li>
+<li><code>sla_&lt;job_key&gt;_job_uptime_95_00_sec</code></li>
+<li><code>sla_&lt;job_key&gt;_job_uptime_99_00_sec</code></li>
+</ul>
+
+<p><strong>Units:</strong> seconds
+You can also get customized real-time stats from aurora client. See <code>aurora sla -h</code> for
+more details.</p>
+
+<h3 id="median-time-to-assigned-mtta">Median Time To Assigned (MTTA)</h3>
+
+<p><em>Median time a job spends waiting for its tasks to be assigned to a host. This is a combined
+metric that helps track the dependency of scheduling performance on the requested resources
+(user scope) as well as the internal scheduler bin-packing algorithm efficiency (platform scope).</em></p>
+
+<p><strong>Collection scope:</strong></p>
+
+<ul>
+<li>Per job - <code>sla_&lt;job_key&gt;_mtta_ms</code></li>
+<li>Per cluster - <code>sla_cluster_mtta_ms</code></li>
+<li>Per instance size (small, medium, large, x-large, xx-large). Size are defined in:
+<a href="https://github.com/apache/aurora/blob/#{git_tag}/src/main/java/org/apache/aurora/scheduler/base/ResourceAggregates.java">ResourceAggregates.java</a>)
+
+<ul>
+<li>By CPU:</li>
+<li><code>sla_cpu_small_mtta_ms</code></li>
+<li><code>sla_cpu_medium_mtta_ms</code></li>
+<li><code>sla_cpu_large_mtta_ms</code></li>
+<li><code>sla_cpu_xlarge_mtta_ms</code></li>
+<li><code>sla_cpu_xxlarge_mtta_ms</code></li>
+<li>By RAM:</li>
+<li><code>sla_ram_small_mtta_ms</code></li>
+<li><code>sla_ram_medium_mtta_ms</code></li>
+<li><code>sla_ram_large_mtta_ms</code></li>
+<li><code>sla_ram_xlarge_mtta_ms</code></li>
+<li><code>sla_ram_xxlarge_mtta_ms</code></li>
+<li>By DISK:</li>
+<li><code>sla_disk_small_mtta_ms</code></li>
+<li><code>sla_disk_medium_mtta_ms</code></li>
+<li><code>sla_disk_large_mtta_ms</code></li>
+<li><code>sla_disk_xlarge_mtta_ms</code></li>
+<li><code>sla_disk_xxlarge_mtta_ms</code></li>
+</ul></li>
+</ul>
+
+<p><strong>Units:</strong> milliseconds</p>
+
+<p>MTTA only considers instances that have already reached ASSIGNED state and ignores those
+that are still PENDING. This ensures straggler instances (e.g. with unreasonable resource
+constraints) do not affect metric curves.</p>
+
+<h3 id="median-time-to-running-mttr">Median Time To Running (MTTR)</h3>
+
+<p><em>Median time a job waits for its tasks to reach RUNNING state. This is a comprehensive metric
+reflecting on the overall time it takes for the Aurora/Mesos to start executing user content.</em></p>
+
+<p><strong>Collection scope:</strong></p>
+
+<ul>
+<li>Per job - <code>sla_&lt;job_key&gt;_mttr_ms</code></li>
+<li>Per cluster - <code>sla_cluster_mttr_ms</code></li>
+<li>Per instance size (small, medium, large, x-large, xx-large). Size are defined in:
+<a href="https://github.com/apache/aurora/blob/#{git_tag}/src/main/java/org/apache/aurora/scheduler/base/ResourceAggregates.java">ResourceAggregates.java</a>)
+
+<ul>
+<li>By CPU:</li>
+<li><code>sla_cpu_small_mttr_ms</code></li>
+<li><code>sla_cpu_medium_mttr_ms</code></li>
+<li><code>sla_cpu_large_mttr_ms</code></li>
+<li><code>sla_cpu_xlarge_mttr_ms</code></li>
+<li><code>sla_cpu_xxlarge_mttr_ms</code></li>
+<li>By RAM:</li>
+<li><code>sla_ram_small_mttr_ms</code></li>
+<li><code>sla_ram_medium_mttr_ms</code></li>
+<li><code>sla_ram_large_mttr_ms</code></li>
+<li><code>sla_ram_xlarge_mttr_ms</code></li>
+<li><code>sla_ram_xxlarge_mttr_ms</code></li>
+<li>By DISK:</li>
+<li><code>sla_disk_small_mttr_ms</code></li>
+<li><code>sla_disk_medium_mttr_ms</code></li>
+<li><code>sla_disk_large_mttr_ms</code></li>
+<li><code>sla_disk_xlarge_mttr_ms</code></li>
+<li><code>sla_disk_xxlarge_mttr_ms</code></li>
+</ul></li>
+</ul>
+
+<p><strong>Units:</strong> milliseconds</p>
+
+<p>MTTR only considers instances in RUNNING state. This ensures straggler instances (e.g. with
+unreasonable resource constraints) do not affect metric curves.</p>
+
+<h2 id="limitations">Limitations</h2>
+
+<ul>
+<li><p>The availability of Aurora SLA metrics is bound by the scheduler availability.</p></li>
+<li><p>All metrics are calculated at a pre-defined interval (currently set at 1 minute).
+Scheduler restarts may result in missed collections.</p></li>
+</ul>
+
+</div>
+
+      </div>
+    </div>
+  	<div class="container-fluid section-footer buffer">
+      <div class="container">
+        <div class="row">
+		  <div class="col-md-2 col-md-offset-1"><h3>Quick Links</h3>
+		  <ul>
+		    <li><a href="/downloads/">Downloads</a></li>
+            <li><a href="/community/">Mailing Lists</a></li>
+			<li><a href="http://issues.apache.org/jira/browse/AURORA">Issue Tracking</a></li>
+			<li><a href="/documentation/latest/contributing/">How To Contribute</a></li>     
+		  </ul>
+	      </div>
+		  <div class="col-md-2"><h3>The ASF</h3>
+          <ul>
+            <li><a href="http://www.apache.org/licenses/">License</a></li>
+            <li><a href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>  
+            <li><a href="http://www.apache.org/foundation/thanks.html">Thanks</a></li>
+            <li><a href="http://www.apache.org/security/">Security</a></li>
+          </ul>
+		  </div>
+		  <div class="col-md-6">
+			<p class="disclaimer">Copyright 2014 <a href="http://www.apache.org/">Apache Software Foundation</a>. Licensed under the <a href="http://www.apache.org/licenses/">Apache License v2.0</a>. The <a href="https://www.flickr.com/photos/trondk/12706051375/">Aurora Borealis IX photo</a> displayed on the homepage is available under a <a href="https://creativecommons.org/licenses/by-nc-nd/2.0/">Creative Commons BY-NC-ND 2.0 license</a>. Apache, Apache Aurora, and the Apache feather logo are trademarks of The Apache Software Foundation.</p>
+        </div>
+      </div>
+    </div>
+
+  </body>
+</html>

Added: aurora/site/publish/documentation/0.12.0/storage-config/index.html
URL: http://svn.apache.org/viewvc/aurora/site/publish/documentation/0.12.0/storage-config/index.html?rev=1733548&view=auto
==============================================================================
--- aurora/site/publish/documentation/0.12.0/storage-config/index.html (added)
+++ aurora/site/publish/documentation/0.12.0/storage-config/index.html Fri Mar  4 02:43:01 2016
@@ -0,0 +1,274 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+	<title>Apache Aurora</title>
+    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.1/css/bootstrap.min.css">
+    <link href="/assets/css/main.css" rel="stylesheet">
+	<!-- Analytics -->
+	<script type="text/javascript">
+		  var _gaq = _gaq || [];
+		  _gaq.push(['_setAccount', 'UA-45879646-1']);
+		  _gaq.push(['_setDomainName', 'apache.org']);
+		  _gaq.push(['_trackPageview']);
+
+		  (function() {
+		    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+		    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+		    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+		  })();
+	</script>
+  </head>
+  <body>
+    <div class="container-fluid section-header">
+  <div class="container">
+    <div class="nav nav-bar">
+    <a href="/"><img src="/assets/img/aurora_logo_dkbkg.svg" width="300" alt="Transparent Apache Aurora logo with dark background"/></a>
+    <ul class="nav navbar-nav navbar-right">
+      <li><a href="/documentation/latest/">Documentation</a></li>
+      <li><a href="/community/">Community</a></li>
+      <li><a href="/downloads/">Downloads</a></li>
+      <li><a href="/blog/">Blog</a></li>
+    </ul>
+    </div>
+  </div>
+</div>
+	
+    <div class="container-fluid">
+      <div class="container content">
+        <div class="col-md-12 documentation">
+<h5 class="page-header text-uppercase">Documentation
+<select onChange="window.location.href='/documentation/' + this.value + '/storage-config/'"
+        value="0.12.0">
+  <option value="0.12.0"
+    selected="selected">
+    0.12.0
+      (latest)
+  </option>
+  <option value="0.11.0"
+    >
+    0.11.0
+  </option>
+  <option value="0.10.0"
+    >
+    0.10.0
+  </option>
+  <option value="0.9.0"
+    >
+    0.9.0
+  </option>
+  <option value="0.8.0"
+    >
+    0.8.0
+  </option>
+  <option value="0.7.0-incubating"
+    >
+    0.7.0-incubating
+  </option>
+  <option value="0.6.0-incubating"
+    >
+    0.6.0-incubating
+  </option>
+  <option value="0.5.0-incubating"
+    >
+    0.5.0-incubating
+  </option>
+</select>
+</h5>
+<h1 id="storage-configuration-and-maintenance">Storage Configuration And Maintenance</h1>
+
+<ul>
+<li><a href="#overview">Overview</a></li>
+<li><a href="#scheduler-storage-configuration-flags">Scheduler storage configuration flags</a>
+
+<ul>
+<li><a href="#mesos-replicated-log-configuration-flags">Mesos replicated log configuration flags</a></li>
+<li><a href="#-native_log_quorum_size">-native<em>log</em>quorum_size</a></li>
+<li><a href="#-native_log_file_path">-native<em>log</em>file_path</a></li>
+<li><a href="#-native_log_zk_group_path">-native<em>log</em>zk<em>group</em>path</a></li>
+<li><a href="#backup-configuration-flags">Backup configuration flags</a></li>
+<li><a href="#-backup_interval">-backup_interval</a></li>
+<li><a href="#-backup_dir">-backup_dir</a></li>
+<li><a href="#-max_saved_backups">-max<em>saved</em>backups</a></li>
+</ul></li>
+<li><a href="#recovering-from-a-scheduler-backup">Recovering from a scheduler backup</a>
+
+<ul>
+<li><a href="#summary">Summary</a></li>
+<li><a href="#preparation">Preparation</a></li>
+<li><a href="#cleanup-and-re-initialize-mesos-replicated-log">Cleanup and re-initialize Mesos replicated log</a></li>
+<li><a href="#restore-from-backup">Restore from backup</a></li>
+<li><a href="#cleanup">Cleanup</a></li>
+</ul></li>
+</ul>
+
+<h2 id="overview">Overview</h2>
+
+<p>This document summarizes Aurora storage configuration and maintenance details and is
+intended for use by anyone deploying and/or maintaining Aurora.</p>
+
+<p>For a high level overview of the Aurora storage architecture refer to <a href="/documentation/0.12.0/storage/">this document</a>.</p>
+
+<h2 id="scheduler-storage-configuration-flags">Scheduler storage configuration flags</h2>
+
+<p>Below is a summary of scheduler storage configuration flags that either don&rsquo;t have default values
+or require attention before deploying in a production environment.</p>
+
+<h3 id="mesos-replicated-log-configuration-flags">Mesos replicated log configuration flags</h3>
+
+<h4 id="nativelogquorum_size">-native<em>log</em>quorum_size</h4>
+
+<p>Defines the Mesos replicated log quorum size. See
+<a href="/documentation/0.12.0/deploying-aurora-scheduler/#replicated-log-configuration">the replicated log configuration document</a>
+on how to choose the right value.</p>
+
+<h4 id="nativelogfile_path">-native<em>log</em>file_path</h4>
+
+<p>Location of the Mesos replicated log files. Consider allocating a dedicated disk (preferably SSD)
+for Mesos replicated log files to ensure optimal storage performance.</p>
+
+<h4 id="nativelogzkgrouppath">-native<em>log</em>zk<em>group</em>path</h4>
+
+<p>ZooKeeper path used for Mesos replicated log quorum discovery.</p>
+
+<p>See <a href="https://github.com/apache/aurora/blob/#{git_tag}/src/main/java/org/apache/aurora/scheduler/log/mesos/MesosLogStreamModule.java">code</a>) for
+other available Mesos replicated log configuration options and default values.</p>
+
+<h3 id="backup-configuration-flags">Backup configuration flags</h3>
+
+<p>Configuration options for the Aurora scheduler backup manager.</p>
+
+<h4 id="backup_interval">-backup_interval</h4>
+
+<p>The interval on which the scheduler writes local storage backups.  The default is every hour.</p>
+
+<h4 id="backup_dir">-backup_dir</h4>
+
+<p>Directory to write backups to.</p>
+
+<h4 id="maxsavedbackups">-max<em>saved</em>backups</h4>
+
+<p>Maximum number of backups to retain before deleting the oldest backup(s).</p>
+
+<h2 id="recovering-from-a-scheduler-backup">Recovering from a scheduler backup</h2>
+
+<ul>
+<li><a href="#overview">Overview</a></li>
+<li><a href="#preparation">Preparation</a></li>
+<li><a href="#assess-mesos-replicated-log-damage">Assess Mesos replicated log damage</a></li>
+<li><a href="#restore-from-backup">Restore from backup</a></li>
+<li><a href="#cleanup">Cleanup</a></li>
+</ul>
+
+<p><strong>Be sure to read the entire page before attempting to restore from a backup, as it may have
+unintended consequences.</strong></p>
+
+<h3 id="summary">Summary</h3>
+
+<p>The restoration procedure replaces the existing (possibly corrupted) Mesos replicated log with an
+earlier, backed up, version and requires all schedulers to be taken down temporarily while
+restoring. Once completed, the scheduler state resets to what it was when the backup was created.
+This means any jobs/tasks created or updated after the backup are unknown to the scheduler and will
+be killed shortly after the cluster restarts. All other tasks continue operating as normal.</p>
+
+<p>Usually, it is a bad idea to restore a backup that is not extremely recent (i.e. older than a few
+hours). This is because the scheduler will expect the cluster to look exactly as the backup does,
+so any tasks that have been rescheduled since the backup was taken will be killed.</p>
+
+<h3 id="preparation">Preparation</h3>
+
+<p>Follow these steps to prepare the cluster for restoring from a backup:</p>
+
+<ul>
+<li><p>Stop all scheduler instances</p></li>
+<li><p>Consider blocking external traffic on a port defined in <code>-http_port</code> for all schedulers to
+prevent users from interacting with the scheduler during the restoration process. This will help
+troubleshooting by reducing the scheduler log noise and prevent users from making changes that will
+be erased after the backup snapshot is restored</p></li>
+<li><p>Next steps are required to put scheduler into a partially disabled state where it would still be
+able to accept storage recovery requests but unable to schedule or change task states. This may be
+accomplished by updating the following scheduler configuration options:</p>
+
+<ul>
+<li>Set <code>-mesos_master_address</code> to a non-existent zk address. This will prevent scheduler from
+registering with Mesos. E.g.: <code>-mesos_master_address=zk://localhost:2181</code></li>
+<li><code>-max_registration_delay</code> - set to sufficiently long interval to prevent registration timeout
+and as a result scheduler suicide. E.g: <code>-max_registration_delay=360mins</code></li>
+<li>Make sure <code>-reconciliation_initial_delay</code> option is set high enough (e.g.: <code>365days</code>) to
+prevent accidental task GC. This is important as scheduler will attempt to reconcile the cluster
+state and will kill all tasks when restarted with an empty Mesos replicated log.</li>
+</ul></li>
+<li><p>Restart all schedulers</p></li>
+</ul>
+
+<h3 id="cleanup-and-re-initialize-mesos-replicated-log">Cleanup and re-initialize Mesos replicated log</h3>
+
+<p>Get rid of the corrupted files and re-initialize Mesos replicate log:</p>
+
+<ul>
+<li>Stop schedulers</li>
+<li>Delete all files under <code>-native_log_file_path</code> on all schedulers</li>
+<li>Initialize Mesos replica&rsquo;s log file: <code>mesos-log initialize --path=&lt;-native_log_file_path&gt;</code></li>
+<li>Restart schedulers</li>
+</ul>
+
+<h3 id="restore-from-backup">Restore from backup</h3>
+
+<p>At this point the scheduler is ready to rehydrate from the backup:</p>
+
+<ul>
+<li><p>Identify the leading scheduler by:</p>
+
+<ul>
+<li>running <code>aurora_admin get_scheduler &lt;cluster&gt;</code> - if scheduler is responsive</li>
+<li>examining scheduler logs</li>
+<li>or examining Zookeeper registration under the path defined by <code>-zk_endpoints</code>
+and <code>-serverset_path</code></li>
+</ul></li>
+<li><p>Locate the desired backup file, copy it to the leading scheduler and stage recovery by running
+the following command on a leader
+<code>aurora_admin scheduler_stage_recovery &lt;cluster&gt; scheduler-backup-&lt;yyyy-MM-dd-HH-mm&gt;</code></p></li>
+<li><p>At this point, the recovery snapshot is staged and available for manual verification/modification
+via <code>aurora_admin scheduler_print_recovery_tasks</code> and <code>scheduler_delete_recovery_tasks</code> commands.
+See <code>aurora_admin help &lt;command&gt;</code> for usage details.</p></li>
+<li><p>Commit recovery. This instructs the scheduler to overwrite the existing Mesosreplicated log with
+the provided backup snapshot and initiate a mandatory failover
+<code>aurora_admin scheduler_commit_recovery &lt;cluster&gt;</code></p></li>
+</ul>
+
+<h3 id="cleanup">Cleanup</h3>
+
+<p>Undo any modification done during <a href="#preparation">Preparation</a> sequence.</p>
+
+</div>
+
+      </div>
+    </div>
+  	<div class="container-fluid section-footer buffer">
+      <div class="container">
+        <div class="row">
+		  <div class="col-md-2 col-md-offset-1"><h3>Quick Links</h3>
+		  <ul>
+		    <li><a href="/downloads/">Downloads</a></li>
+            <li><a href="/community/">Mailing Lists</a></li>
+			<li><a href="http://issues.apache.org/jira/browse/AURORA">Issue Tracking</a></li>
+			<li><a href="/documentation/latest/contributing/">How To Contribute</a></li>     
+		  </ul>
+	      </div>
+		  <div class="col-md-2"><h3>The ASF</h3>
+          <ul>
+            <li><a href="http://www.apache.org/licenses/">License</a></li>
+            <li><a href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>  
+            <li><a href="http://www.apache.org/foundation/thanks.html">Thanks</a></li>
+            <li><a href="http://www.apache.org/security/">Security</a></li>
+          </ul>
+		  </div>
+		  <div class="col-md-6">
+			<p class="disclaimer">Copyright 2014 <a href="http://www.apache.org/">Apache Software Foundation</a>. Licensed under the <a href="http://www.apache.org/licenses/">Apache License v2.0</a>. The <a href="https://www.flickr.com/photos/trondk/12706051375/">Aurora Borealis IX photo</a> displayed on the homepage is available under a <a href="https://creativecommons.org/licenses/by-nc-nd/2.0/">Creative Commons BY-NC-ND 2.0 license</a>. Apache, Apache Aurora, and the Apache feather logo are trademarks of The Apache Software Foundation.</p>
+        </div>
+      </div>
+    </div>
+
+  </body>
+</html>

Added: aurora/site/publish/documentation/0.12.0/storage/index.html
URL: http://svn.apache.org/viewvc/aurora/site/publish/documentation/0.12.0/storage/index.html?rev=1733548&view=auto
==============================================================================
--- aurora/site/publish/documentation/0.12.0/storage/index.html (added)
+++ aurora/site/publish/documentation/0.12.0/storage/index.html Fri Mar  4 02:43:01 2016
@@ -0,0 +1,206 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+	<title>Apache Aurora</title>
+    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.1/css/bootstrap.min.css">
+    <link href="/assets/css/main.css" rel="stylesheet">
+	<!-- Analytics -->
+	<script type="text/javascript">
+		  var _gaq = _gaq || [];
+		  _gaq.push(['_setAccount', 'UA-45879646-1']);
+		  _gaq.push(['_setDomainName', 'apache.org']);
+		  _gaq.push(['_trackPageview']);
+
+		  (function() {
+		    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+		    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+		    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+		  })();
+	</script>
+  </head>
+  <body>
+    <div class="container-fluid section-header">
+  <div class="container">
+    <div class="nav nav-bar">
+    <a href="/"><img src="/assets/img/aurora_logo_dkbkg.svg" width="300" alt="Transparent Apache Aurora logo with dark background"/></a>
+    <ul class="nav navbar-nav navbar-right">
+      <li><a href="/documentation/latest/">Documentation</a></li>
+      <li><a href="/community/">Community</a></li>
+      <li><a href="/downloads/">Downloads</a></li>
+      <li><a href="/blog/">Blog</a></li>
+    </ul>
+    </div>
+  </div>
+</div>
+	
+    <div class="container-fluid">
+      <div class="container content">
+        <div class="col-md-12 documentation">
+<h5 class="page-header text-uppercase">Documentation
+<select onChange="window.location.href='/documentation/' + this.value + '/storage/'"
+        value="0.12.0">
+  <option value="0.12.0"
+    selected="selected">
+    0.12.0
+      (latest)
+  </option>
+  <option value="0.11.0"
+    >
+    0.11.0
+  </option>
+  <option value="0.10.0"
+    >
+    0.10.0
+  </option>
+  <option value="0.9.0"
+    >
+    0.9.0
+  </option>
+  <option value="0.8.0"
+    >
+    0.8.0
+  </option>
+  <option value="0.7.0-incubating"
+    >
+    0.7.0-incubating
+  </option>
+  <option value="0.6.0-incubating"
+    >
+    0.6.0-incubating
+  </option>
+  <option value="0.5.0-incubating"
+    >
+    0.5.0-incubating
+  </option>
+</select>
+</h5>
+<h1 id="aurora-scheduler-storage">Aurora Scheduler Storage</h1>
+
+<ul>
+<li><a href="#overview">Overview</a></li>
+<li><a href="#reads-writes-modifications">Reads, writes, modifications</a>
+
+<ul>
+<li><a href="#read-lifecycle">Read lifecycle</a></li>
+<li><a href="#write-lifecycle">Write lifecycle</a></li>
+</ul></li>
+<li><a href="#atomicity-consistency-and-isolation">Atomicity, consistency and isolation</a></li>
+<li><a href="#population-on-restart">Population on restart</a></li>
+</ul>
+
+<h2 id="overview">Overview</h2>
+
+<p>Aurora scheduler maintains data that need to be persisted to survive failovers and restarts.
+For example:</p>
+
+<ul>
+<li>Task configurations and scheduled task instances</li>
+<li>Job update configurations and update progress</li>
+<li>Production resource quotas</li>
+<li>Mesos resource offer host attributes</li>
+</ul>
+
+<p>Aurora solves its persistence needs by leveraging the Mesos implementation of a Paxos replicated
+log <a href="https://ramcloud.stanford.edu/~ongaro/userstudy/paxos.pdf">[1]</a>
+<a href="http://en.wikipedia.org/wiki/State_machine_replication">[2]</a> with a key-value
+<a href="https://github.com/google/leveldb">LevelDB</a> storage as persistence media.</p>
+
+<p>Conceptually, it can be represented by the following major components:</p>
+
+<ul>
+<li>Volatile storage: in-memory cache of all available data. Implemented via in-memory
+<a href="http://www.h2database.com/html/main.html">H2 Database</a> and accessed via
+<a href="http://mybatis.github.io/mybatis-3/">MyBatis</a>.</li>
+<li>Log manager: interface between Aurora storage and Mesos replicated log. The default schema format
+is <a href="https://github.com/apache/thrift">thrift</a>. Data is stored in serialized binary form.</li>
+<li>Snapshot manager: all data is periodically persisted in Mesos replicated log in a single snapshot.
+This helps establishing periodic recovery checkpoints and speeds up volatile storage recovery on
+restart.</li>
+<li>Backup manager: as a precaution, snapshots are periodically written out into backup files.
+This solves a <a href="/documentation/0.12.0/storage-config/#recovering-from-a-scheduler-backup">disaster recovery problem</a>
+in case of a complete loss or corruption of Mesos log files.</li>
+</ul>
+
+<p><img alt="Storage hierarchy" src="../images/storage_hierarchy.png" /></p>
+
+<h2 id="reads-writes-modifications">Reads, writes, modifications</h2>
+
+<p>All services in Aurora access data via a set of predefined store interfaces (aka stores) logically
+grouped by the type of data they serve. Every interface defines a specific set of operations allowed
+on the data thus abstracting out the storage access and the actual persistence implementation. The
+latter is especially important in view of a general immutability of persisted data. With the Mesos
+replicated log as the underlying persistence solution, data can be read and written easily but not
+modified. All modifications are simulated by saving new versions of modified objects. This feature
+and general performance considerations justify the existence of the volatile in-memory store.</p>
+
+<h3 id="read-lifecycle">Read lifecycle</h3>
+
+<p>There are two types of reads available in Aurora: consistent and weakly-consistent. The difference
+is explained <a href="#atomicity-and-isolation">below</a>.</p>
+
+<p>All reads are served from the volatile storage making reads generally cheap storage operations
+from the performance standpoint. The majority of the volatile stores are represented by the
+in-memory H2 database. This allows for rich schema definitions, queries and relationships that
+key-value storage is unable to match.</p>
+
+<h3 id="write-lifecycle">Write lifecycle</h3>
+
+<p>Writes are more involved operations since in addition to updating the volatile store data has to be
+appended to the replicated log. Data is not available for reads until fully ack-ed by both
+replicated log and volatile storage.</p>
+
+<h2 id="atomicity-consistency-and-isolation">Atomicity, consistency and isolation</h2>
+
+<p>Aurora uses <a href="http://en.wikipedia.org/wiki/Write-ahead_logging">write-ahead logging</a> to ensure
+consistency between replicated and volatile storage. In Aurora, data is first written into the
+replicated log and only then updated in the volatile store.</p>
+
+<p>Aurora storage uses read-write locks to serialize data mutations and provide consistent view of the
+available data. The available <code>Storage</code> interface exposes 3 major types of operations:
+* <code>consistentRead</code> - access is locked using reader&rsquo;s lock and provides consistent view on read
+* <code>weaklyConsistentRead</code> - access is lock-less. Delivers best contention performance but may result
+in stale reads
+* <code>write</code> - access is fully serialized by using writer&rsquo;s lock. Operation success requires both
+volatile and replicated writes to succeed.</p>
+
+<p>The consistency of the volatile store is enforced via H2 transactional isolation.</p>
+
+<h2 id="population-on-restart">Population on restart</h2>
+
+<p>Any time a scheduler restarts, it restores its volatile state from the most recent position recorded
+in the replicated log by restoring the snapshot and replaying individual log entries on top to fully
+recover the state up to the last write.</p>
+
+</div>
+
+      </div>
+    </div>
+  	<div class="container-fluid section-footer buffer">
+      <div class="container">
+        <div class="row">
+		  <div class="col-md-2 col-md-offset-1"><h3>Quick Links</h3>
+		  <ul>
+		    <li><a href="/downloads/">Downloads</a></li>
+            <li><a href="/community/">Mailing Lists</a></li>
+			<li><a href="http://issues.apache.org/jira/browse/AURORA">Issue Tracking</a></li>
+			<li><a href="/documentation/latest/contributing/">How To Contribute</a></li>     
+		  </ul>
+	      </div>
+		  <div class="col-md-2"><h3>The ASF</h3>
+          <ul>
+            <li><a href="http://www.apache.org/licenses/">License</a></li>
+            <li><a href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>  
+            <li><a href="http://www.apache.org/foundation/thanks.html">Thanks</a></li>
+            <li><a href="http://www.apache.org/security/">Security</a></li>
+          </ul>
+		  </div>
+		  <div class="col-md-6">
+			<p class="disclaimer">Copyright 2014 <a href="http://www.apache.org/">Apache Software Foundation</a>. Licensed under the <a href="http://www.apache.org/licenses/">Apache License v2.0</a>. The <a href="https://www.flickr.com/photos/trondk/12706051375/">Aurora Borealis IX photo</a> displayed on the homepage is available under a <a href="https://creativecommons.org/licenses/by-nc-nd/2.0/">Creative Commons BY-NC-ND 2.0 license</a>. Apache, Apache Aurora, and the Apache feather logo are trademarks of The Apache Software Foundation.</p>
+        </div>
+      </div>
+    </div>
+
+  </body>
+</html>

Added: aurora/site/publish/documentation/0.12.0/test-resource-generation/index.html
URL: http://svn.apache.org/viewvc/aurora/site/publish/documentation/0.12.0/test-resource-generation/index.html?rev=1733548&view=auto
==============================================================================
--- aurora/site/publish/documentation/0.12.0/test-resource-generation/index.html (added)
+++ aurora/site/publish/documentation/0.12.0/test-resource-generation/index.html Fri Mar  4 02:43:01 2016
@@ -0,0 +1,136 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+	<title>Apache Aurora</title>
+    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.1/css/bootstrap.min.css">
+    <link href="/assets/css/main.css" rel="stylesheet">
+	<!-- Analytics -->
+	<script type="text/javascript">
+		  var _gaq = _gaq || [];
+		  _gaq.push(['_setAccount', 'UA-45879646-1']);
+		  _gaq.push(['_setDomainName', 'apache.org']);
+		  _gaq.push(['_trackPageview']);
+
+		  (function() {
+		    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+		    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+		    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+		  })();
+	</script>
+  </head>
+  <body>
+    <div class="container-fluid section-header">
+  <div class="container">
+    <div class="nav nav-bar">
+    <a href="/"><img src="/assets/img/aurora_logo_dkbkg.svg" width="300" alt="Transparent Apache Aurora logo with dark background"/></a>
+    <ul class="nav navbar-nav navbar-right">
+      <li><a href="/documentation/latest/">Documentation</a></li>
+      <li><a href="/community/">Community</a></li>
+      <li><a href="/downloads/">Downloads</a></li>
+      <li><a href="/blog/">Blog</a></li>
+    </ul>
+    </div>
+  </div>
+</div>
+	
+    <div class="container-fluid">
+      <div class="container content">
+        <div class="col-md-12 documentation">
+<h5 class="page-header text-uppercase">Documentation
+<select onChange="window.location.href='/documentation/' + this.value + '/test-resource-generation/'"
+        value="0.12.0">
+  <option value="0.12.0"
+    selected="selected">
+    0.12.0
+      (latest)
+  </option>
+  <option value="0.11.0"
+    >
+    0.11.0
+  </option>
+  <option value="0.10.0"
+    >
+    0.10.0
+  </option>
+  <option value="0.9.0"
+    >
+    0.9.0
+  </option>
+  <option value="0.8.0"
+    >
+    0.8.0
+  </option>
+  <option value="0.7.0-incubating"
+    >
+    0.7.0-incubating
+  </option>
+  <option value="0.6.0-incubating"
+    >
+    0.6.0-incubating
+  </option>
+  <option value="0.5.0-incubating"
+    >
+    0.5.0-incubating
+  </option>
+</select>
+</h5>
+<h1 id="generating-test-resources">Generating test resources</h1>
+
+<h2 id="background">Background</h2>
+
+<p>The Aurora source repository and distributions contain several
+<a href="https://github.com/apache/aurora/blob/#{git_tag}/src/test/resources/org/apache/thermos/root/checkpoints">binary files</a>) to
+qualify the backwards-compatibility of thermos with checkpoint data. Since
+thermos persists state to disk, to be read by the thermos observer), it is important that we have
+tests that prevent regressions affecting the ability to parse previously-written data.</p>
+
+<h2 id="generating-test-files">Generating test files</h2>
+
+<p>The files included represent persisted checkpoints that exercise different
+features of thermos. The existing files should not be modified unless
+we are accepting backwards incompatibility, such as with a major release.</p>
+
+<p>It is not practical to write source code to generate these files on the fly,
+as source would be vulnerable to drift (e.g. due to refactoring) in ways
+that would undermine the goal of ensuring backwards compatibility.</p>
+
+<p>The most common reason to add a new checkpoint file would be to provide
+coverage for new thermos features that alter the data format. This is
+accomplished by writing and running a
+<a href="/documentation/0.12.0/configuration-reference/">job configuration</a> that exercises the feature, and
+copying the checkpoint file from the sandbox directory, by default this is
+<code>/var/run/thermos/checkpoints/&lt;aurora task id&gt;</code>.</p>
+
+</div>
+
+      </div>
+    </div>
+  	<div class="container-fluid section-footer buffer">
+      <div class="container">
+        <div class="row">
+		  <div class="col-md-2 col-md-offset-1"><h3>Quick Links</h3>
+		  <ul>
+		    <li><a href="/downloads/">Downloads</a></li>
+            <li><a href="/community/">Mailing Lists</a></li>
+			<li><a href="http://issues.apache.org/jira/browse/AURORA">Issue Tracking</a></li>
+			<li><a href="/documentation/latest/contributing/">How To Contribute</a></li>     
+		  </ul>
+	      </div>
+		  <div class="col-md-2"><h3>The ASF</h3>
+          <ul>
+            <li><a href="http://www.apache.org/licenses/">License</a></li>
+            <li><a href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>  
+            <li><a href="http://www.apache.org/foundation/thanks.html">Thanks</a></li>
+            <li><a href="http://www.apache.org/security/">Security</a></li>
+          </ul>
+		  </div>
+		  <div class="col-md-6">
+			<p class="disclaimer">Copyright 2014 <a href="http://www.apache.org/">Apache Software Foundation</a>. Licensed under the <a href="http://www.apache.org/licenses/">Apache License v2.0</a>. The <a href="https://www.flickr.com/photos/trondk/12706051375/">Aurora Borealis IX photo</a> displayed on the homepage is available under a <a href="https://creativecommons.org/licenses/by-nc-nd/2.0/">Creative Commons BY-NC-ND 2.0 license</a>. Apache, Apache Aurora, and the Apache feather logo are trademarks of The Apache Software Foundation.</p>
+        </div>
+      </div>
+    </div>
+
+  </body>
+</html>

Added: aurora/site/publish/documentation/0.12.0/thrift-deprecation/index.html
URL: http://svn.apache.org/viewvc/aurora/site/publish/documentation/0.12.0/thrift-deprecation/index.html?rev=1733548&view=auto
==============================================================================
--- aurora/site/publish/documentation/0.12.0/thrift-deprecation/index.html (added)
+++ aurora/site/publish/documentation/0.12.0/thrift-deprecation/index.html Fri Mar  4 02:43:01 2016
@@ -0,0 +1,165 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+	<title>Apache Aurora</title>
+    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.1/css/bootstrap.min.css">
+    <link href="/assets/css/main.css" rel="stylesheet">
+	<!-- Analytics -->
+	<script type="text/javascript">
+		  var _gaq = _gaq || [];
+		  _gaq.push(['_setAccount', 'UA-45879646-1']);
+		  _gaq.push(['_setDomainName', 'apache.org']);
+		  _gaq.push(['_trackPageview']);
+
+		  (function() {
+		    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+		    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+		    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+		  })();
+	</script>
+  </head>
+  <body>
+    <div class="container-fluid section-header">
+  <div class="container">
+    <div class="nav nav-bar">
+    <a href="/"><img src="/assets/img/aurora_logo_dkbkg.svg" width="300" alt="Transparent Apache Aurora logo with dark background"/></a>
+    <ul class="nav navbar-nav navbar-right">
+      <li><a href="/documentation/latest/">Documentation</a></li>
+      <li><a href="/community/">Community</a></li>
+      <li><a href="/downloads/">Downloads</a></li>
+      <li><a href="/blog/">Blog</a></li>
+    </ul>
+    </div>
+  </div>
+</div>
+	
+    <div class="container-fluid">
+      <div class="container content">
+        <div class="col-md-12 documentation">
+<h5 class="page-header text-uppercase">Documentation
+<select onChange="window.location.href='/documentation/' + this.value + '/thrift-deprecation/'"
+        value="0.12.0">
+  <option value="0.12.0"
+    selected="selected">
+    0.12.0
+      (latest)
+  </option>
+  <option value="0.11.0"
+    >
+    0.11.0
+  </option>
+  <option value="0.10.0"
+    >
+    0.10.0
+  </option>
+  <option value="0.9.0"
+    >
+    0.9.0
+  </option>
+  <option value="0.8.0"
+    >
+    0.8.0
+  </option>
+  <option value="0.7.0-incubating"
+    >
+    0.7.0-incubating
+  </option>
+  <option value="0.6.0-incubating"
+    >
+    0.6.0-incubating
+  </option>
+  <option value="0.5.0-incubating"
+    >
+    0.5.0-incubating
+  </option>
+</select>
+</h5>
+<h1 id="thrift-api-changes">Thrift API Changes</h1>
+
+<h2 id="overview">Overview</h2>
+
+<p>Aurora uses <a href="https://thrift.apache.org/">Apache Thrift</a> for representing structured data in
+client/server RPC protocol as well as for internal data storage. While Thrift is capable of
+correctly handling additions and renames of the existing members, field removals must be done
+carefully to ensure backwards compatibility and provide predictable deprecation cycle. This
+document describes general guidelines for making Thrift schema changes to the existing fields in
+<a href="https://github.com/apache/aurora/blob/#{git_tag}/api/src/main/thrift/org/apache/aurora/gen/api.thrift">api.thrift</a>).</p>
+
+<p>It is highly recommended to go through the
+<a href="http://diwakergupta.github.io/thrift-missing-guide/">Thrift: The Missing Guide</a> first to refresh on
+basic Thrift schema concepts.</p>
+
+<h2 id="checklist">Checklist</h2>
+
+<p>Every existing Thrift schema modification is unique in its requirements and must be analyzed
+carefully to identify its scope and expected consequences. The following checklist may help in that
+analysis:
+* Is this a new field/struct? If yes, go ahead
+* Is this a pure field/struct rename without any type/structure change? If yes, go ahead and rename
+* Anything else, read further to make sure your change is properly planned</p>
+
+<h2 id="deprecation-cycle">Deprecation cycle</h2>
+
+<p>Any time a breaking change (e.g.: field replacement or removal) is required, the following cycle
+must be followed:</p>
+
+<h3 id="vcurrent">vCurrent</h3>
+
+<p>Change is applied in a way that does not break scheduler/client with this version to
+communicate with scheduler/client from vCurrent-1.
+* Do not remove or rename the old field
+* Add a new field as an eventual replacement of the old one and implement a dual read/write
+anywhere the old field is used
+* Check <a href="https://github.com/apache/aurora/blob/#{git_tag}/api/src/main/thrift/org/apache/aurora/gen/storage.thrift">storage.thrift</a>) to see if the
+affected struct is stored in Aurora scheduler storage. If so, you most likely need to backfill
+existing data to ensure both fields are populated eagerly on startup
+See <a href="https://github.com/apache/aurora/blob/#{git_tag}/src/main/java/org/apache/aurora/scheduler/storage/StorageBackfill.java">StorageBackfill.java</a>)
+* Add a deprecation jira ticket into the vCurrent+1 release candidate
+* Add a TODO for the deprecated field mentioning the jira ticket</p>
+
+<h3 id="vcurrent-1">vCurrent+1</h3>
+
+<p>Finalize the change by removing the deprecated fields from the Thrift schema.
+* Drop any dual read/write routines added in the previous version
+* Remove the deprecated Thrift field</p>
+
+<h2 id="testing">Testing</h2>
+
+<p>It&rsquo;s always advisable to test your changes in the local vagrant environment to build more
+confidence that you change is backwards compatible. It&rsquo;s easy to simulate different
+client/scheduler versions by playing with <code>aurorabuild</code> command. See <a href="/documentation/0.12.0/vagrant/">this document</a>
+for more.</p>
+
+</div>
+
+      </div>
+    </div>
+  	<div class="container-fluid section-footer buffer">
+      <div class="container">
+        <div class="row">
+		  <div class="col-md-2 col-md-offset-1"><h3>Quick Links</h3>
+		  <ul>
+		    <li><a href="/downloads/">Downloads</a></li>
+            <li><a href="/community/">Mailing Lists</a></li>
+			<li><a href="http://issues.apache.org/jira/browse/AURORA">Issue Tracking</a></li>
+			<li><a href="/documentation/latest/contributing/">How To Contribute</a></li>     
+		  </ul>
+	      </div>
+		  <div class="col-md-2"><h3>The ASF</h3>
+          <ul>
+            <li><a href="http://www.apache.org/licenses/">License</a></li>
+            <li><a href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>  
+            <li><a href="http://www.apache.org/foundation/thanks.html">Thanks</a></li>
+            <li><a href="http://www.apache.org/security/">Security</a></li>
+          </ul>
+		  </div>
+		  <div class="col-md-6">
+			<p class="disclaimer">Copyright 2014 <a href="http://www.apache.org/">Apache Software Foundation</a>. Licensed under the <a href="http://www.apache.org/licenses/">Apache License v2.0</a>. The <a href="https://www.flickr.com/photos/trondk/12706051375/">Aurora Borealis IX photo</a> displayed on the homepage is available under a <a href="https://creativecommons.org/licenses/by-nc-nd/2.0/">Creative Commons BY-NC-ND 2.0 license</a>. Apache, Apache Aurora, and the Apache feather logo are trademarks of The Apache Software Foundation.</p>
+        </div>
+      </div>
+    </div>
+
+  </body>
+</html>

Added: aurora/site/publish/documentation/0.12.0/tools/index.html
URL: http://svn.apache.org/viewvc/aurora/site/publish/documentation/0.12.0/tools/index.html?rev=1733548&view=auto
==============================================================================
--- aurora/site/publish/documentation/0.12.0/tools/index.html (added)
+++ aurora/site/publish/documentation/0.12.0/tools/index.html Fri Mar  4 02:43:01 2016
@@ -0,0 +1,135 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+	<title>Apache Aurora</title>
+    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.1/css/bootstrap.min.css">
+    <link href="/assets/css/main.css" rel="stylesheet">
+	<!-- Analytics -->
+	<script type="text/javascript">
+		  var _gaq = _gaq || [];
+		  _gaq.push(['_setAccount', 'UA-45879646-1']);
+		  _gaq.push(['_setDomainName', 'apache.org']);
+		  _gaq.push(['_trackPageview']);
+
+		  (function() {
+		    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+		    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+		    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+		  })();
+	</script>
+  </head>
+  <body>
+    <div class="container-fluid section-header">
+  <div class="container">
+    <div class="nav nav-bar">
+    <a href="/"><img src="/assets/img/aurora_logo_dkbkg.svg" width="300" alt="Transparent Apache Aurora logo with dark background"/></a>
+    <ul class="nav navbar-nav navbar-right">
+      <li><a href="/documentation/latest/">Documentation</a></li>
+      <li><a href="/community/">Community</a></li>
+      <li><a href="/downloads/">Downloads</a></li>
+      <li><a href="/blog/">Blog</a></li>
+    </ul>
+    </div>
+  </div>
+</div>
+	
+    <div class="container-fluid">
+      <div class="container content">
+        <div class="col-md-12 documentation">
+<h5 class="page-header text-uppercase">Documentation
+<select onChange="window.location.href='/documentation/' + this.value + '/tools/'"
+        value="0.12.0">
+  <option value="0.12.0"
+    selected="selected">
+    0.12.0
+      (latest)
+  </option>
+  <option value="0.11.0"
+    >
+    0.11.0
+  </option>
+  <option value="0.10.0"
+    >
+    0.10.0
+  </option>
+  <option value="0.9.0"
+    >
+    0.9.0
+  </option>
+  <option value="0.8.0"
+    >
+    0.8.0
+  </option>
+  <option value="0.7.0-incubating"
+    >
+    0.7.0-incubating
+  </option>
+  <option value="0.6.0-incubating"
+    >
+    0.6.0-incubating
+  </option>
+  <option value="0.5.0-incubating"
+    >
+    0.5.0-incubating
+  </option>
+</select>
+</h5>
+<h1 id="tools">Tools</h1>
+
+<p>Various tools integrate with Aurora. Is there a tool missing? Let us know, or submit a patch to add it!</p>
+
+<ul>
+<li><p>Load-balacing technology used to direct traffic to services running on Aurora</p>
+
+<ul>
+<li><a href="https://github.com/airbnb/synapse">synapse</a> based on HAProxy</li>
+<li><a href="https://github.com/tellapart/aurproxy">aurproxy</a> based on nginx</li>
+<li><a href="https://github.com/benley/aurora-jobhopper">jobhopper</a> performing HTTP redirects for easy developers and administor access</li>
+</ul></li>
+<li><p>Monitoring</p>
+
+<ul>
+<li><a href="https://github.com/zircote/collectd-aurora">collectd-aurora</a> for cluster monitoring using collectd</li>
+<li><a href="https://github.com/tommyulfsparre/aurora_exporter">Prometheus Aurora exporter</a> for cluster monitoring using Prometheus</li>
+<li><a href="http://prometheus.io/docs/operating/configuration/#zookeeper-serverset-sd-configurations-serverset_sd_config">Prometheus service discovery integration</a> for discovering and monitoring services running on Aurora</li>
+</ul></li>
+<li><p>Packaging and deployment</p>
+
+<ul>
+<li><a href="https://github.com/apache/aurora-packaging">aurora-packaging</a>, the source of the official Aurora packaes</li>
+</ul></li>
+</ul>
+
+</div>
+
+      </div>
+    </div>
+  	<div class="container-fluid section-footer buffer">
+      <div class="container">
+        <div class="row">
+		  <div class="col-md-2 col-md-offset-1"><h3>Quick Links</h3>
+		  <ul>
+		    <li><a href="/downloads/">Downloads</a></li>
+            <li><a href="/community/">Mailing Lists</a></li>
+			<li><a href="http://issues.apache.org/jira/browse/AURORA">Issue Tracking</a></li>
+			<li><a href="/documentation/latest/contributing/">How To Contribute</a></li>     
+		  </ul>
+	      </div>
+		  <div class="col-md-2"><h3>The ASF</h3>
+          <ul>
+            <li><a href="http://www.apache.org/licenses/">License</a></li>
+            <li><a href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>  
+            <li><a href="http://www.apache.org/foundation/thanks.html">Thanks</a></li>
+            <li><a href="http://www.apache.org/security/">Security</a></li>
+          </ul>
+		  </div>
+		  <div class="col-md-6">
+			<p class="disclaimer">Copyright 2014 <a href="http://www.apache.org/">Apache Software Foundation</a>. Licensed under the <a href="http://www.apache.org/licenses/">Apache License v2.0</a>. The <a href="https://www.flickr.com/photos/trondk/12706051375/">Aurora Borealis IX photo</a> displayed on the homepage is available under a <a href="https://creativecommons.org/licenses/by-nc-nd/2.0/">Creative Commons BY-NC-ND 2.0 license</a>. Apache, Apache Aurora, and the Apache feather logo are trademarks of The Apache Software Foundation.</p>
+        </div>
+      </div>
+    </div>
+
+  </body>
+</html>

Added: aurora/site/publish/documentation/0.12.0/tutorial/index.html
URL: http://svn.apache.org/viewvc/aurora/site/publish/documentation/0.12.0/tutorial/index.html?rev=1733548&view=auto
==============================================================================
--- aurora/site/publish/documentation/0.12.0/tutorial/index.html (added)
+++ aurora/site/publish/documentation/0.12.0/tutorial/index.html Fri Mar  4 02:43:01 2016
@@ -0,0 +1,369 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+	<title>Apache Aurora</title>
+    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.1/css/bootstrap.min.css">
+    <link href="/assets/css/main.css" rel="stylesheet">
+	<!-- Analytics -->
+	<script type="text/javascript">
+		  var _gaq = _gaq || [];
+		  _gaq.push(['_setAccount', 'UA-45879646-1']);
+		  _gaq.push(['_setDomainName', 'apache.org']);
+		  _gaq.push(['_trackPageview']);
+
+		  (function() {
+		    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+		    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+		    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+		  })();
+	</script>
+  </head>
+  <body>
+    <div class="container-fluid section-header">
+  <div class="container">
+    <div class="nav nav-bar">
+    <a href="/"><img src="/assets/img/aurora_logo_dkbkg.svg" width="300" alt="Transparent Apache Aurora logo with dark background"/></a>
+    <ul class="nav navbar-nav navbar-right">
+      <li><a href="/documentation/latest/">Documentation</a></li>
+      <li><a href="/community/">Community</a></li>
+      <li><a href="/downloads/">Downloads</a></li>
+      <li><a href="/blog/">Blog</a></li>
+    </ul>
+    </div>
+  </div>
+</div>
+	
+    <div class="container-fluid">
+      <div class="container content">
+        <div class="col-md-12 documentation">
+<h5 class="page-header text-uppercase">Documentation
+<select onChange="window.location.href='/documentation/' + this.value + '/tutorial/'"
+        value="0.12.0">
+  <option value="0.12.0"
+    selected="selected">
+    0.12.0
+      (latest)
+  </option>
+  <option value="0.11.0"
+    >
+    0.11.0
+  </option>
+  <option value="0.10.0"
+    >
+    0.10.0
+  </option>
+  <option value="0.9.0"
+    >
+    0.9.0
+  </option>
+  <option value="0.8.0"
+    >
+    0.8.0
+  </option>
+  <option value="0.7.0-incubating"
+    >
+    0.7.0-incubating
+  </option>
+  <option value="0.6.0-incubating"
+    >
+    0.6.0-incubating
+  </option>
+  <option value="0.5.0-incubating"
+    >
+    0.5.0-incubating
+  </option>
+</select>
+</h5>
+<h1 id="aurora-tutorial">Aurora Tutorial</h1>
+
+<p>This tutorial shows how to use the Aurora scheduler to run (and &ldquo;<code>printf-debug</code>&rdquo;)
+a hello world program on Mesos. This is the recommended document for new Aurora users
+to start getting up to speed on the system.</p>
+
+<ul>
+<li><a href="#setup-install-aurora">Prerequisite</a></li>
+<li><a href="#the-script">The Script</a></li>
+<li><a href="#aurora-configuration">Aurora Configuration</a></li>
+<li><a href="#creating-the-job">Creating the Job</a></li>
+<li><a href="#watching-the-job-run">Watching the Job Run</a></li>
+<li><a href="#cleanup">Cleanup</a></li>
+<li><a href="#next-steps">Next Steps</a></li>
+</ul>
+
+<h2 id="prerequisite">Prerequisite</h2>
+
+<p>This tutorial assumes you are running <a href="/documentation/0.12.0/vagrant/">Aurora locally using Vagrant</a>.
+However, in general the instructions are also applicable to any other
+<a href="/documentation/0.12.0/installing/">Aurora installation</a>.</p>
+
+<p>Unless otherwise stated, all commands are to be run from the root of the aurora
+repository clone.</p>
+
+<h2 id="the-script">The Script</h2>
+
+<p>Our &ldquo;hello world&rdquo; application is a simple Python script that loops
+forever, displaying the time every few seconds. Copy the code below and
+put it in a file named <code>hello_world.py</code> in the root of your Aurora repository clone
+(Note: this directory is the same as <code>/vagrant</code> inside the Vagrant VMs).</p>
+
+<p>The script has an intentional bug, which we will explain later on.</p>
+
+<!-- NOTE: If you are changing this file, be sure to also update examples/vagrant/test_tutorial.sh.
+-->
+<pre class="highlight python"><code><span style="color: #000000;font-weight: bold">import</span> <span style="color: #555555">time</span>
+
+<span style="color: #000000;font-weight: bold">def</span> <span style="color: #990000;font-weight: bold">main</span><span style="background-color: #f8f8f8">():</span>
+  <span style="background-color: #f8f8f8">SLEEP_DELAY</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #009999">10</span>
+  <span style="color: #999988;font-style: italic"># Python ninjas - ignore this blatant bug.</span>
+  <span style="color: #000000;font-weight: bold">for</span> <span style="background-color: #f8f8f8">i</span> <span style="color: #000000;font-weight: bold">in</span> <span style="background-color: #f8f8f8">xrang</span><span style="background-color: #f8f8f8">(</span><span style="color: #009999">100</span><span style="background-color: #f8f8f8">):</span>
+    <span style="color: #000000;font-weight: bold">print</span><span style="background-color: #f8f8f8">(</span><span style="color: #d14">"Hello world! The time is now: </span><span style="color: #d14">%</span><span style="color: #d14">s. Sleeping for </span><span style="color: #d14">%</span><span style="color: #d14">d secs"</span> <span style="color: #000000;font-weight: bold">%</span> <span style="background-color: #f8f8f8">(</span>
+      <span style="background-color: #f8f8f8">time</span><span style="color: #000000;font-weight: bold">.</span><span style="background-color: #f8f8f8">asctime</span><span style="background-color: #f8f8f8">(),</span> <span style="background-color: #f8f8f8">SLEEP_DELAY</span><span style="background-color: #f8f8f8">))</span>
+    <span style="background-color: #f8f8f8">time</span><span style="color: #000000;font-weight: bold">.</span><span style="background-color: #f8f8f8">sleep</span><span style="background-color: #f8f8f8">(</span><span style="background-color: #f8f8f8">SLEEP_DELAY</span><span style="background-color: #f8f8f8">)</span>
+
+<span style="color: #000000;font-weight: bold">if</span> <span style="background-color: #f8f8f8">__name__</span> <span style="color: #000000;font-weight: bold">==</span> <span style="color: #d14">"__main__"</span><span style="background-color: #f8f8f8">:</span>
+  <span style="background-color: #f8f8f8">main</span><span style="background-color: #f8f8f8">()</span>
+</code></pre>
+
+<h2 id="aurora-configuration">Aurora Configuration</h2>
+
+<p>Once we have our script/program, we need to create a <em>configuration
+file</em> that tells Aurora how to manage and launch our Job. Save the below
+code in the file <code>hello_world.aurora</code>.</p>
+
+<!-- NOTE: If you are changing this file, be sure to also update examples/vagrant/test_tutorial.sh.
+-->
+<pre class="highlight python"><code><span style="background-color: #f8f8f8">pkg_path</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'/vagrant/hello_world.py'</span>
+
+<span style="color: #999988;font-style: italic"># we use a trick here to make the configuration change with</span>
+<span style="color: #999988;font-style: italic"># the contents of the file, for simplicity.  in a normal setting, packages would be</span>
+<span style="color: #999988;font-style: italic"># versioned, and the version number would be changed in the configuration.</span>
+<span style="color: #000000;font-weight: bold">import</span> <span style="color: #555555">hashlib</span>
+<span style="color: #000000;font-weight: bold">with</span> <span style="color: #0086B3">open</span><span style="background-color: #f8f8f8">(</span><span style="background-color: #f8f8f8">pkg_path</span><span style="background-color: #f8f8f8">,</span> <span style="color: #d14">'rb'</span><span style="background-color: #f8f8f8">)</span> <span style="color: #000000;font-weight: bold">as</span> <span style="background-color: #f8f8f8">f</span><span style="background-color: #f8f8f8">:</span>
+  <span style="background-color: #f8f8f8">pkg_checksum</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">hashlib</span><span style="color: #000000;font-weight: bold">.</span><span style="background-color: #f8f8f8">md5</span><span style="background-color: #f8f8f8">(</span><span style="background-color: #f8f8f8">f</span><span style="color: #000000;font-weight: bold">.</span><span style="background-color: #f8f8f8">read</span><span style="background-color: #f8f8f8">())</span><span style="color: #000000;font-weight: bold">.</span><span style="background-color: #f8f8f8">hexdigest</span><span style="background-color: #f8f8f8">()</span>
+
+<span style="color: #999988;font-style: italic"># copy hello_world.py into the local sandbox</span>
+<span style="background-color: #f8f8f8">install</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">Process</span><span style="background-color: #f8f8f8">(</span>
+  <span style="background-color: #f8f8f8">name</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'fetch_package'</span><span style="background-color: #f8f8f8">,</span>
+  <span style="background-color: #f8f8f8">cmdline</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'cp </span><span style="color: #d14">%</span><span style="color: #d14">s . &amp;&amp; echo </span><span style="color: #d14">%</span><span style="color: #d14">s &amp;&amp; chmod +x hello_world.py'</span> <span style="color: #000000;font-weight: bold">%</span> <span style="background-color: #f8f8f8">(</span><span style="background-color: #f8f8f8">pkg_path</span><span style="background-color: #f8f8f8">,</span> <span style="background-color: #f8f8f8">pkg_checksum</span><span style="background-color: #f8f8f8">))</span>
+
+<span style="color: #999988;font-style: italic"># run the script</span>
+<span style="background-color: #f8f8f8">hello_world</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">Process</span><span style="background-color: #f8f8f8">(</span>
+  <span style="background-color: #f8f8f8">name</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'hello_world'</span><span style="background-color: #f8f8f8">,</span>
+  <span style="background-color: #f8f8f8">cmdline</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'python -u hello_world.py'</span><span style="background-color: #f8f8f8">)</span>
+
+<span style="color: #999988;font-style: italic"># describe the task</span>
+<span style="background-color: #f8f8f8">hello_world_task</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">SequentialTask</span><span style="background-color: #f8f8f8">(</span>
+  <span style="background-color: #f8f8f8">processes</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">[</span><span style="background-color: #f8f8f8">install</span><span style="background-color: #f8f8f8">,</span> <span style="background-color: #f8f8f8">hello_world</span><span style="background-color: #f8f8f8">],</span>
+  <span style="background-color: #f8f8f8">resources</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">Resources</span><span style="background-color: #f8f8f8">(</span><span style="background-color: #f8f8f8">cpu</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #009999">1</span><span style="background-color: #f8f8f8">,</span> <span style="background-color: #f8f8f8">ram</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #009999">1</span><span style="color: #000000;font-weight: bold">*</span><span style="background-color: #f8f8f8">MB</span><span style="background-color: #f8f8f8">,</span> <span style="background-color: #f8f8f8">disk</span><span style="color: #000000;font-weight: bold">=</span><span style="color: #009999">8</span><span style="color: #000000;font-weight: bold">*</span><span style="background-color: #f8f8f8">MB</span><span style="background-color: #f8f8f8">)
 )</span>
+
+<span style="background-color: #f8f8f8">jobs</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">[</span>
+  <span style="background-color: #f8f8f8">Service</span><span style="background-color: #f8f8f8">(</span><span style="background-color: #f8f8f8">cluster</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'devcluster'</span><span style="background-color: #f8f8f8">,</span>
+          <span style="background-color: #f8f8f8">environment</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'devel'</span><span style="background-color: #f8f8f8">,</span>
+          <span style="background-color: #f8f8f8">role</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'www-data'</span><span style="background-color: #f8f8f8">,</span>
+          <span style="background-color: #f8f8f8">name</span> <span style="color: #000000;font-weight: bold">=</span> <span style="color: #d14">'hello_world'</span><span style="background-color: #f8f8f8">,</span>
+          <span style="background-color: #f8f8f8">task</span> <span style="color: #000000;font-weight: bold">=</span> <span style="background-color: #f8f8f8">hello_world_task</span><span style="background-color: #f8f8f8">)</span>
+<span style="background-color: #f8f8f8">]</span>
+</code></pre>
+
+<p>There is a lot going on in that configuration file:</p>
+
+<ol>
+<li><p>From a &ldquo;big picture&rdquo; viewpoint, it first defines two
+Processes. Then it defines a Task that runs the two Processes in the
+order specified in the Task definition, as well as specifying what
+computational and memory resources are available for them.  Finally,
+it defines a Job that will schedule the Task on available and suitable
+machines. This Job is the sole member of a list of Jobs; you can
+specify more than one Job in a config file.</p></li>
+<li><p>At the Process level, it specifies how to get your code into the
+local sandbox in which it will run. It then specifies how the code is
+actually run once the second Process starts.</p></li>
+</ol>
+
+<p>For more about Aurora configuration files, see the <a href="/documentation/0.12.0/configuration-tutorial/">Configuration
+Tutorial</a> and the <a href="/documentation/0.12.0/configuration-reference/">Aurora + Thermos
+Reference</a> (preferably after finishing this
+tutorial).</p>
+
+<h2 id="creating-the-job">Creating the Job</h2>
+
+<p>We&rsquo;re ready to launch our job! To do so, we use the Aurora Client to
+issue a Job creation request to the Aurora scheduler.</p>
+
+<p>Many Aurora Client commands take a <em>job key</em> argument, which uniquely
+identifies a Job. A job key consists of four parts, each separated by a
+&ldquo;/&rdquo;. The four parts are  <code>&lt;cluster&gt;/&lt;role&gt;/&lt;environment&gt;/&lt;jobname&gt;</code>
+in that order:</p>
+
+<ul>
+<li>Cluster refers to the name of a particular Aurora installation.</li>
+<li>Role names are user accounts existing on the slave machines. If you
+don&rsquo;t know what accounts are available, contact your sysadmin.</li>
+<li>Environment names are namespaces; you can count on <code>test</code>, <code>devel</code>,
+<code>staging</code> and <code>prod</code> existing.</li>
+<li>Jobname is the custom name of your job.</li>
+</ul>
+
+<p>When comparing two job keys, if any of the four parts is different from
+its counterpart in the other key, then the two job keys identify two separate
+jobs. If all four values are identical, the job keys identify the same job.</p>
+
+<p>The <code>clusters.json</code> <a href="/documentation/0.12.0/client-cluster-configuration/">client configuration</a>
+for the Aurora scheduler defines the available cluster names.
+For Vagrant, from the top-level of your Aurora repository clone, do:</p>
+<pre class="highlight plaintext"><code>$ vagrant ssh
+</code></pre>
+
+<p>Followed by:</p>
+<pre class="highlight plaintext"><code>vagrant@aurora:~$ cat /etc/aurora/clusters.json
+</code></pre>
+
+<p>You&rsquo;ll see something like the following. The <code>name</code> value shown here, corresponds to a job key&rsquo;s cluster value.</p>
+<pre class="highlight javascript"><code><span style="background-color: #f8f8f8">[{</span>
+  <span style="color: #d14">"name"</span><span style="background-color: #f8f8f8">:</span> <span style="color: #d14">"devcluster"</span><span style="background-color: #f8f8f8">,</span>
+  <span style="color: #d14">"zk"</span><span style="background-color: #f8f8f8">:</span> <span style="color: #d14">"192.168.33.7"</span><span style="background-color: #f8f8f8">,</span>
+  <span style="color: #d14">"scheduler_zk_path"</span><span style="background-color: #f8f8f8">:</span> <span style="color: #d14">"/aurora/scheduler"</span><span style="background-color: #f8f8f8">,</span>
+  <span style="color: #d14">"auth_mechanism"</span><span style="background-color: #f8f8f8">:</span> <span style="color: #d14">"UNAUTHENTICATED"</span><span style="background-color: #f8f8f8">,</span>
+  <span style="color: #d14">"slave_run_directory"</span><span style="background-color: #f8f8f8">:</span> <span style="color: #d14">"latest"</span><span style="background-color: #f8f8f8">,</span>
+  <span style="color: #d14">"slave_root"</span><span style="background-color: #f8f8f8">:</span> <span style="color: #d14">"/var/lib/mesos"</span>
+<span style="background-color: #f8f8f8">}]</span>
+</code></pre>
+
+<p>The Aurora Client command that actually runs our Job is <code>aurora job create</code>. It creates a Job as
+specified by its job key and configuration file arguments and runs it.</p>
+<pre class="highlight plaintext"><code>aurora job create &lt;cluster&gt;/&lt;role&gt;/&lt;environment&gt;/&lt;jobname&gt; &lt;config_file&gt;
+</code></pre>
+
+<p>Or for our example:</p>
+<pre class="highlight plaintext"><code>aurora job create devcluster/www-data/devel/hello_world /vagrant/hello_world.aurora
+</code></pre>
+
+<p>After entering our virtual machine using <code>vagrant ssh</code>, this returns:</p>
+<pre class="highlight plaintext"><code>vagrant@aurora:~$ aurora job create devcluster/www-data/devel/hello_world /vagrant/hello_world.aurora
+ INFO] Creating job hello_world
+ INFO] Checking status of devcluster/www-data/devel/hello_world
+Job create succeeded: job url=http://aurora.local:8081/scheduler/www-data/devel/hello_world
+</code></pre>
+
+<h2 id="watching-the-job-run">Watching the Job Run</h2>
+
+<p>Now that our job is running, let&rsquo;s see what it&rsquo;s doing. Access the
+scheduler web interface at <code>http://$scheduler_hostname:$scheduler_port/scheduler</code>
+Or when using <code>vagrant</code>, <code>http://192.168.33.7:8081/scheduler</code>
+First we see what Jobs are scheduled:</p>
+
+<p><img alt="Scheduled Jobs" src="../images/ScheduledJobs.png" /></p>
+
+<p>Click on your user name, which in this case was <code>www-data</code>, and we see the Jobs associated
+with that role:</p>
+
+<p><img alt="Role Jobs" src="../images/RoleJobs.png" /></p>
+
+<p>If you click on your <code>hello_world</code> Job, you&rsquo;ll see:</p>
+
+<p><img alt="hello_world Job" src="../images/HelloWorldJob.png" /></p>
+
+<p>Oops, looks like our first job didn&rsquo;t quite work! The task is temporarily throttled for
+having failed on every attempt of the Aurora scheduler to run it. We have to figure out
+what is going wrong.</p>
+
+<p>On the Completed tasks tab, we see all past attempts of the Aurora scheduler to run our job.</p>
+
+<p><img alt="Completed tasks tab" src="../images/CompletedTasks.png" /></p>
+
+<p>We can navigate to the Task page of a failed run by clicking on the host link.</p>
+
+<p><img alt="Task page" src="../images/TaskBreakdown.png" /></p>
+
+<p>Once there, we see that the <code>hello_world</code> process failed. The Task page
+captures the standard error and standard output streams and makes them available.
+Clicking through to <code>stderr</code> on the failed <code>hello_world</code> process, we see what happened.</p>
+
+<p><img alt="stderr page" src="../images/stderr.png" /></p>
+
+<p>It looks like we made a typo in our Python script. We wanted <code>xrange</code>,
+not <code>xrang</code>. Edit the <code>hello_world.py</code> script to use the correct function
+and save it as <code>hello_world_v2.py</code>. Then update the <code>hello_world.aurora</code>
+configuration to the newest version.</p>
+
+<p>In order to try again, we can now instruct the scheduler to update our job:</p>
+<pre class="highlight plaintext"><code>vagrant@aurora:~$ aurora update start devcluster/www-data/devel/hello_world /vagrant/hello_world.aurora
+ INFO] Starting update for: hello_world
+Job update has started. View your update progress at http://aurora.local:8081/scheduler/www-data/devel/hello_world/update/8ef38017-e60f-400d-a2f2-b5a8b724e95b
+</code></pre>
+
+<p>This time, the task comes up.</p>
+
+<p><img alt="Running Job" src="../images/RunningJob.png" /></p>
+
+<p>By again clicking on the host, we inspect the Task page, and see that the
+<code>hello_world</code> process is running.</p>
+
+<p><img alt="Running Task page" src="../images/runningtask.png" /></p>
+
+<p>We then inspect the output by clicking on <code>stdout</code> and see our process&rsquo;
+output:</p>
+
+<p><img alt="stdout page" src="../images/stdout.png" /></p>
+
+<h2 id="cleanup">Cleanup</h2>
+
+<p>Now that we&rsquo;re done, we kill the job using the Aurora client:</p>
+<pre class="highlight plaintext"><code>vagrant@aurora:~$ aurora job killall devcluster/www-data/devel/hello_world
+ INFO] Killing tasks for job: devcluster/www-data/devel/hello_world
+ INFO] Instances to be killed: [0]
+Successfully killed instances [0]
+Job killall succeeded
+</code></pre>
+
+<p>The job page now shows the <code>hello_world</code> tasks as completed.</p>
+
+<p><img alt="Killed Task page" src="../images/killedtask.png" /></p>
+
+<h2 id="next-steps">Next Steps</h2>
+
+<p>Now that you&rsquo;ve finished this Tutorial, you should read or do the following:</p>
+
+<ul>
+<li><a href="/documentation/0.12.0/configuration-tutorial/">The Aurora Configuration Tutorial</a>, which provides more examples
+and best practices for writing Aurora configurations. You should also look at
+the <a href="/documentation/0.12.0/configuration-reference/">Aurora + Thermos Configuration Reference</a>.</li>
+<li>The <a href="/documentation/0.12.0/user-guide/">Aurora User Guide</a> provides an overview of how Aurora, Mesos, and
+Thermos work &ldquo;under the hood&rdquo;.</li>
+<li>Explore the Aurora Client - use <code>aurora -h</code>, and read the
+<a href="/documentation/0.12.0/client-commands/">Aurora Client Commands</a> document.</li>
+</ul>
+
+</div>
+
+      </div>
+    </div>
+  	<div class="container-fluid section-footer buffer">
+      <div class="container">
+        <div class="row">
+		  <div class="col-md-2 col-md-offset-1"><h3>Quick Links</h3>
+		  <ul>
+		    <li><a href="/downloads/">Downloads</a></li>
+            <li><a href="/community/">Mailing Lists</a></li>
+			<li><a href="http://issues.apache.org/jira/browse/AURORA">Issue Tracking</a></li>
+			<li><a href="/documentation/latest/contributing/">How To Contribute</a></li>     
+		  </ul>
+	      </div>
+		  <div class="col-md-2"><h3>The ASF</h3>
+          <ul>
+            <li><a href="http://www.apache.org/licenses/">License</a></li>
+            <li><a href="http://www.apache.org/foundation/sponsorship.html">Sponsorship</a></li>  
+            <li><a href="http://www.apache.org/foundation/thanks.html">Thanks</a></li>
+            <li><a href="http://www.apache.org/security/">Security</a></li>
+          </ul>
+		  </div>
+		  <div class="col-md-6">
+			<p class="disclaimer">Copyright 2014 <a href="http://www.apache.org/">Apache Software Foundation</a>. Licensed under the <a href="http://www.apache.org/licenses/">Apache License v2.0</a>. The <a href="https://www.flickr.com/photos/trondk/12706051375/">Aurora Borealis IX photo</a> displayed on the homepage is available under a <a href="https://creativecommons.org/licenses/by-nc-nd/2.0/">Creative Commons BY-NC-ND 2.0 license</a>. Apache, Apache Aurora, and the Apache feather logo are trademarks of The Apache Software Foundation.</p>
+        </div>
+      </div>
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+
+  </body>
+</html>