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-    <div class="container">
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-          <div class="col-sm-12">
-            <div class="post-header">
-  <h2>Fluo 1.0.0-beta-1 Release Notes</h2>
-  <p class="text-muted">09 Jun 2015</p>
-</div>
-
-
-  <div class="alert alert-danger" role="alert">These release notes are for a 
release of Fluo that made before Apache incubation.</div>
-
-
-<div class="post-content">
-  <p>Fluo 1.0.0-beta-1 is the second official release of Fluo.  The release 
closed <a 
href="https://github.com/fluo-io/fluo/issues?q=milestone%3A1.0.0-beta-1+is%3Aclosed";>133
 tickets</a>.  This release is not recommended for production use.</p>
-
-<h2 id="significant-features">Significant features</h2>
-
-<p>This release contains many new features that makes it easier to run, 
develop, and monitor Fluo applications.</p>
-
-<h4 
id="simplified-fluo-administration-on-a-local-machine-or-ec2-cluster">Simplified
 Fluo administration on a local machine or EC2 cluster</h4>
-
-<p>Developers can now run Fluo and its dependencies on their local machine (<a 
href="https://github.com/fluo-io/fluo/issues/92";>#92</a>) or an AWS EC2 cluster 
(<a href="https://github.com/fluo-io/fluo/issues/356";>#356</a>) using a few 
simple commands.
-This was done by creating two administration tools called <a 
href="https://github.com/fluo-io/fluo-dev";>Fluo-dev</a> and <a 
href="https://github.com/fluo-io/fluo-deploy";>Fluo-deploy</a> whose scripts and 
configuration reside in repos
-separate from the Fluo code base.  These tools allow developers to collaborate 
and share configuration for running Fluo.</p>
-
-<h4 
id="transaction-metrics-are-viewable-using-common-monitoring-tools">Transaction 
metrics are viewable using common monitoring tools</h4>
-
-<p>Fluo now publishes metrics (<a 
href="https://github.com/fluo-io/fluo/issues/20";>#20</a>) about transactions, 
collisions, and timestamps using <a 
href="https://dropwizard.github.io/metrics/3.1.0/";>Dropwizard metrics</a>.  
These metrics are by default published 
-using JMX and are viewable using JConsole or JVisualVM.  Fluo can also be 
configured to publish metrics to Graphite or Ganglia.  View the <a 
href="https://github.com/fluo-io/fluo/blob/1.0.0-beta-1/docs/metrics.md";>metrics
 documentation</a>
-for more information.</p>
-
-<h4 id="improved-processing-of-notifications-in-fluo-workers">Improved 
processing of notifications in Fluo workers</h4>
-
-<p>Fluo workers were refactored to separate the code used for finding and 
executing work.  Each worker uses a single thread for finding 
-work (<a href="https://github.com/fluo-io/fluo/issues/19";>#19</a>).  A new 
method was introduced to partition work among workers using a hash+mod of 
notifications (<a href="https://github.com/fluo-io/fluo/issues/282";>#282</a>).
-The commit message for <a 
href="https://github.com/fluo-io/fluo/commit/4100e236b8438350e30eda924a6360e2c722ae37";>4100e23</a>
 contains a good description of some of the benefits and drawback of the current
-hashing approach.</p>
-
-<h4 id="improved-the-deletion-of-observer-notifications">Improved the deletion 
of observer notifications</h4>
-
-<p>When a cell is deleted in Accumulo, a delete marker is inserted.  Delete 
markers stay around until
-all files in a tablet are compacted.  For Fluo this could cause a lot of 
notification delete markers
-to build up over time.  To avoid this buildup, the way Fluo deletes 
notifications was changed in
-(<a href="https://github.com/fluo-io/fluo/issues/457";>#457</a>).  Accumulo 
delete markers are no longer used, Fluo now uses a custom delete marker for
-notifications.  The custom deleter marker allows Fluo to do analysis when 
Accumulo flushes memory to
-disk and avoid writing many delete markers to persistent storage.</p>
-
-<h4 id="easier-management-of-fluo-from-the-command-line">Easier management of 
Fluo from the command line</h4>
-
-<p>Fluo now provides different scripts (<strong>fluo</strong>, 
<strong>mini-fluo</strong>, &amp; <strong>local-fluo</strong>) for managing 
Fluo using a YARN cluster, MiniFluo, or local processes.  Several commands
-were created for these scripts.  A <strong>scan</strong> command allows users 
to print a snapshot of a Fluo table (<a 
href="https://github.com/fluo-io/fluo/issues/319";>#319</a>).  A 
<strong>info</strong> command shows locations of containers
-when running Fluo in YARN (<a 
href="https://github.com/fluo-io/fluo/issues/297";>#297</a>).  A 
<strong>classpath</strong> command gives users a list of jars needed to execute 
Fluo client code (<a 
href="https://github.com/fluo-io/fluo/issues/436";>#436</a>).  A 
<strong>wait</strong> command will
-sleep until all notifications are processed (<a 
href="https://github.com/fluo-io/fluo/issues/434";>#434</a>).</p>
-
-<h4 
id="support-for-running-multiple-fluo-applications-on-a-single-cluster">Support 
for running multiple Fluo applications on a single cluster</h4>
-
-<p>Users can now run multiple Fluo applications using a single cluster (<a 
href="https://github.com/fluo-io/fluo/issues/454";>#454</a>).  This enables 
different Fluo users to share the same cluster.  Fluo applications
-can be started and stopped independently.  Each application has its own 
configuration.</p>
-
-<h4 id="fluo-build-improvements">Fluo build improvements</h4>
-
-<p>On each build, all Java code is automatically formatted based on Google 
Java Style (<a href="https://github.com/fluo-io/fluo/issues/479";>#479</a>).  
Also, checkstyle and findbugs will fail the build if certain
-standards are not reached (<a 
href="https://github.com/fluo-io/fluo/issues/185";>#185</a>).  The POM is also 
sorted (<a href="https://github.com/fluo-io/fluo/issues/493";>#493</a>).</p>
-
-<h4 id="organized-fluo-code-base">Organized Fluo code base</h4>
-
-<p>The Fluo stress test was moved to its own <a 
href="https://github.com/fluo-io/fluo-stress";>repo</a> and is no longer a 
sub-module (<a href="https://github.com/fluo-io/fluo/issues/385";>#385</a>).  
MiniFluo was moved from fluo-core to the fluo-mini 
-module/jar (<a href="https://github.com/fluo-io/fluo/issues/439";>#439</a>).  
This reduced the number of dependencies in fluo-core.  However, developers will 
now need to include the fluo-mini jar in their Maven
-POM if they start MiniFluo.</p>
-
-<h4 id="fluo-testing-improvements">Fluo testing improvements</h4>
-
-<p>Integration tests can now be run from Eclipse (<a 
href="https://github.com/fluo-io/fluo/issues/322";>#322</a>).  Several new <a 
href="https://github.com/fluo-io/fluo/issues?utf8=%E2%9C%93&amp;q=milestone%3A1.0.0-beta-1+is%3Aclosed+%22unit+test%22";>unit
 tests</a> were created.</p>
-
-<h4 id="other-important-improvements-and-bug-fixes">Other important 
improvements and bug fixes</h4>
-
-<ul>
-  <li><a href="https://github.com/fluo-io/fluo/issues/470";>#470</a> - Replaced 
FluoFileOutputFormat with an Accumulo Key/Value generator</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/460";>#460</a> - Reduced 
Fluo API module dependencies</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/456";>#456</a> - Fixed 
bug with notifications being lost when processes died</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/446";>#446</a> - 
Simplified log configuration and configure rolling log files in YARN</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/442";>#442</a> - Reduced 
the number of curator clients in FluoAdmin</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/383";>#383</a> - Improved 
transaction logging to help users debug collisions. See <a 
href="https://github.com/fluo-io/fluo/blob/1.0.0-beta-1/docs/applications.md#debugging-applications";>debugging
 documentation</a>.</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/365";>#365</a> - Analyze 
Fluo code to see what non-public Accumulo APIs are used</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/362";>#362</a> - Made API 
data objects immutable</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/349";>#349</a> - Support 
application level configuration in fluo.properties</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/342";>#342</a> - Add a 
configurable retry timeout to Fluo clients</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/294";>#294</a> - Fluo now 
uses chroot suffix in its Zookeeper connection.</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/293";>#293</a> - Add 
argument checking to FluoConfiguration</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/244";>#244</a> - Make 
re-initialization easier for user</li>
-</ul>
-
-<h2 id="testing">Testing</h2>
-
-<p>A successful long stress test run was conducted using Fluo built from commit
-<a 
href="https://github.com/fluo-io/fluo/commit/fb647dd6a470e8015654f8ed99b9196f5f49582a";>fb647dd</a>.
  The test ran very well and never fell behind like a
-<a href="/blog/2014/12/30/stress-test-long-run/">previous long run</a> of 
stress did.  The test had the following
-properties.</p>
-
-<ul>
-  <li>Initialized stress test using 1 billion random integers.</li>
-  <li>Ran 150 incremental loads of 100 thousand integers.  Slept 3 minutes 
between loads.</li>
-  <li>Used 19 m3.xlarge nodes on EC2.  16 workers and 3 masters</li>
-  <li>Configuration for the test committed and tagged in git : <a 
href="https://github.com/keith-turner/fluo-deploy/tree/beta-long-test-1";>fluo-deploy
 tag</a> and <a 
href="https://github.com/keith-turner/fluo-stress/tree/beta-long-test-1";>fluo-stress
 tag</a></li>
-  <li>Opened two issues as a result of test <a 
href="https://github.com/fluo-io/fluo/issues/499";>#499</a> and <a 
href="https://github.com/fluo-io/fluo-stress/issues/30";>fluo-stress#30</a></li>
-</ul>
-
-<p>Below is the trailing output from running the test.</p>
-
-<div class="highlighter-rouge"><pre class="highlight"><code>*****Generating 
and loading incremental data set 148*****
-*****Generating and loading incremental data set 149*****
-*****Generating and loading incremental data set 150*****
-*****Calculating # of unique integers using MapReduce*****
-                UNIQUE=1014486419
-*****Wait for Fluo to finish processing*****
-05:33:40.158 [main] INFO  io.fluo.cluster.runner.AppRunner - The wait command 
will exit when all notifications are processed
-05:33:40.417 [Thread-3] INFO  io.fluo.core.oracle.OracleClient - Connected to 
oracle at worker4:9913
-05:33:41.308 [main] INFO  io.fluo.cluster.runner.AppRunner - All processing 
has finished!
-*****Printing # of unique integers calculated by Fluo*****
-Total at root : 1014486419
-Nodes Scanned : 59605
-*****Verifying Fluo &amp; MapReduce results match*****
-Success! Fluo &amp; MapReduce both calculated 1014486419 unique integers
-</code></pre>
-</div>
-
-<p>The test ran for a little over 12 hours.  Below are two plots pulled from
-graphite showing the number of notifications queued and transaction rate over
-the entire test run.  Load transactions are not included in the rate.  The rate
-is transactions per second.  The accuracy of these plots is uncertain because
-no graphite configuration changes were made.  The plots do seem within the
-ballpark.</p>
-
-<p><img src="/resources/release-notes/1.0.0-beta-1/queued.png" 
alt="Notifications Queued" title="Notifications Queued" /> <img 
src="/resources/release-notes/1.0.0-beta-1/rate.png" alt="Transaction rate" 
title="Transaction Rate" /></p>
-
-
-</div>
-
-<hr>
-
-<div>
-  <p>All Fluo release notes can be viewed in the <a 
href="/release-notes/">archive</a></p>
-</div>
-
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-            <div class="post-header">
-  <h2>Fluo 1.0.0-beta-2 Release Notes</h2>
-  <p class="text-muted">12 Jan 2016</p>
-</div>
-
-
-  <div class="alert alert-danger" role="alert">These release notes are for a 
release of Fluo that made before Apache incubation.</div>
-
-
-<div class="post-content">
-  <p>Fluo 1.0.0-beta-2 is the third official release of Fluo.  This release 
closed
-<a 
href="https://github.com/fluo-io/fluo/issues?q=milestone%3A1.0.0-beta-2+is%3Aclosed";>48
 tickets</a>.  There is no upgrade path from 1.0.0-beta-1 to
-1.0.0-beta-2.</p>
-
-<h2 id="significant-features">Significant features</h2>
-
-<p>This release contains many new features that makes it easier to run, 
develop, and monitor Fluo applications.</p>
-
-<h4 
id="improved-fluo-metrics-that-can-be-sent-to-influxdb-and-viewed-in-grafana">Improved
 Fluo metrics that can be sent to InfluxDB and viewed in Grafana</h4>
-
-<p>In <a href="https://github.com/fluo-io/fluo/issues/569";>#569</a>, <a 
href="https://github.com/fluo-io/fluo/issues/570";>#570</a>, &amp; <a 
href="https://github.com/fluo-io/fluo/issues/580";>#580</a>, Fluo metrics and 
monitoring were refactored to fix several
-bugs and allow metrics to be sent to <a 
href="https://github.com/influxdata/influxdb";>InfluxDB</a> and viewed in <a 
href="http://grafana.org/";>Grafana</a>.  Fluo metrics 
-are still instrumented using <a 
href="https://dropwizard.github.io/metrics/3.1.0/";>Dropwizard metrics</a> but 
in <a href="https://github.com/fluo-io/fluo/issues/574";>#574</a> metrics 
configuration was 
-moved from its own file and to now reside in <code 
class="highlighter-rouge">fluo.properties</code>.  While Fluo metrics can still 
be sent to 
-many different tools (i.e Graphite, Ganglia), Fluo now ships with 
configuration that can be used to configure 
-a Fluo dashboard in Grafana that queries InfluxDB.  To set up the sending of 
Fluo metrics to InfluxDB/Grafana,
-view this <a href="/docs/fluo/1.0.0-beta-2/grafana/">documentation</a> or 
consider using <a href="https://github.com/fluo-io/fluo-dev";>Fluo-dev</a> or <a 
href="https://github.com/fluo-io/zetten";>Zetten</a>
-to run Fluo as they can install InfluxDB+Grafana and setup metrics for you.</p>
-
-<h4 id="improved-fluo-administration">Improved Fluo administration</h4>
-
-<p>Several commands were added to the <code 
class="highlighter-rouge">fluo</code> script which is used to administer Fluo.  
A <code class="highlighter-rouge">fluo exec</code> command
-(<a href="https://github.com/fluo-io/fluo/pull/581";>#581</a>) was created to 
provide an easy way to execute application code using Fluo classes and 
dependencies.
-A <code class="highlighter-rouge">fluo list</code> command (<a 
href="https://github.com/fluo-io/fluo/issues/523";>#523</a>) was created to let 
users list all Fluo applications within a Fluo instance.
-The <code class="highlighter-rouge">fluo scan</code> command now has a <code 
class="highlighter-rouge">--raw</code> option (<a 
href="https://github.com/fluo-io/fluo/issues/597";>#597</a>) that prints Fluo 
data as stored in Accumulo. This
-was accomplished by moving the Fluo formatter from Accumulo shell to the scan 
command.  The scan command can now
-format non-ascii characters as hex (<a 
href="https://github.com/fluo-io/fluo/issues/568";>#568</a>).  The <code 
class="highlighter-rouge">fluo new</code> command was improved to prevent users 
from
-setting invalid Fluo application names (<a 
href="https://github.com/fluo-io/fluo/issues/510";>#510</a>).  A bug was fixed 
in the <code class="highlighter-rouge">fluo start</code> command that was 
causing
-time outs when starting applications (<a 
href="https://github.com/fluo-io/fluo/issues/562";>#562</a>).  Finally, the 
<code class="highlighter-rouge">fluo</code> command can now be run without the 
<code class="highlighter-rouge">apps/</code>
-directory configured for an application for most commands (<a 
href="https://github.com/fluo-io/fluo/issues/524";>#524</a>). Only the <code 
class="highlighter-rouge">init</code> and <code 
class="highlighter-rouge">start</code> commands need
-this directory configured.  All other commands only require the default 
properties file to be configured at 
-<code class="highlighter-rouge">conf/fluo.properties</code>.</p>
-
-<h4 id="made-fluo-work-better-with-spark">Made Fluo work better with Spark</h4>
-
-<p>Several changes were made to Fluo to allow it work better with Apache 
Spark.  All Fluo data types now implement
-<code class="highlighter-rouge">Serializable</code> and can be use in Spark 
RDDs (<a href="https://github.com/fluo-io/fluo/issues/539";>#539</a>).  Fluo 
data types also now implement <code class="highlighter-rouge">Comparable</code> 
which
-allows RDDs of Fluo data types to be sorted (<a 
href="https://github.com/fluo-io/fluo/issues/544";>#544</a>).  Also, a no args 
constructor was created for the
-MutableBytes data type to enable Kryo serialization in Spark (<a 
href="https://github.com/fluo-io/fluo/pull/549";>#549</a>).  Finally, a new 
InputFormat called
-<code class="highlighter-rouge">FluoEntryInputFormat</code> was created that 
returns key/value entries and the existing <code 
class="highlighter-rouge">FluoInputFormat</code> that returns
-rows was renamed <code class="highlighter-rouge">FluoRowInputFormat</code> (<a 
href="https://github.com/fluo-io/fluo/issues/538";>#538</a>,<a 
href="https://github.com/fluo-io/fluo/issues/540";>#540</a>).</p>
-
-<h4 id="performance-improvements">Performance improvements</h4>
-
-<p>A good bit of time was spent analyzing Fluo while it was running to 
determine
-where time is spent when executing transactions.   Based on this analysis, it
-was found that a good bit of time was spent committing transactions.  Changes
-were made in Fluo and Accumulo in order to decrease commit time.  For Fluo, the
-following changes were made :</p>
-
-<ul>
-  <li><a href="https://github.com/fluo-io/fluo/issues/591";>#591</a> - Shared 
batch writer increases transaction history</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/590";>#590</a> - Increased 
batch writer threads and made configurable</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/589";>#589</a> - Added 2nd 
conditional writer and logging of commit times</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/584";>#584</a> - Adjust 
number of conditional writer threads based on cluster size</li>
-</ul>
-
-<p>For Accumulo, changes are being made in <a 
href="https://issues.apache.org/jira/browse/ACCUMULO-4066";>ACCUMULO-4066</a> to 
decrease the time it
-takes to process conditional mutations.  Conditional mutations are used when
-Fluo commits a transaction.</p>
-
-<p>These changes resulted in nice improvements over beta-1 in testing.  
However there
-is probably still room for improvement.  More analysis is needed.</p>
-
-<h4 id="api-changes">API Changes</h4>
-
-<p>Once Fluo 1.0.0 is released, all releases after that will follow
-<a href="http://semver.org/";>semver</a>.  For now some small API changes are 
still being
-made.  The following API changes happened between beta-1 and beta-2.</p>
-
-<ul>
-  <li><a href="https://github.com/fluo-io/fluo/pull/566";>#566</a> - Added 
RowColumnValue and made Accumulo init code use it</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/551";>#551</a> - Added 
method to get start timestamp of transaction</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/550";>#550</a> - Changed 
setObservers() to addObservers()</li>
-</ul>
-
-<h4 id="other-important-improvements-and-bug-fixes">Other important 
improvements and bug fixes</h4>
-
-<ul>
-  <li><a href="https://github.com/fluo-io/fluo/pull/598";>#598</a> - Upgraded 
Hadoop to 2.6.3 and Accumulo to 1.6.4</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/587";>#587</a> - Specified 
datasource for all graphs in fluo’s Grafana dashboard</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/586";>#586</a> - Added 
efficient and easy way to build Bytes objects</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/578";>#578</a> - Plot 
nothing in Grafana when no data exists</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/573";>#573</a> - Fixed 
issues building against Accumulo 1.8.0-SNAPSHOT</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/561";>#561</a> - Stopped 
checkstyle mvn plugin from running at validate</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/559";>#559</a> - 
Eventually drop deleted data</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/558";>#558</a> - Added 
arguments to deploy command to skip findbugs, checkstyle, and 
auto-formatting</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/556";>#556</a> - Make 
TravisCI deploy snapshot jars after successful builds</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/552";>#552</a> - Made 
eclipse stop complaining about unknown plugins</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/547";>#547</a> - Provide 
better documentation for LoaderExecutor</li>
-  <li><a href="https://github.com/fluo-io/fluo/pull/535";>#535</a> - Upgraded 
Twill to 0.6.0-incubating</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/520";>#520</a> - 
Consolidate all implementation properties into FluoConfigurationImpl</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/518";>#518</a> - Make 
Oracle run on a random port</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/513";>#513</a> - Unable 
to pass spaces to scan command</li>
-  <li><a href="https://github.com/fluo-io/fluo/issues/495";>#495</a> - Add 
support for notifications to Fluo formatter</li>
-</ul>
-
-<h2 id="testing">Testing</h2>
-
-<p>For this release, a long run of the <a 
href="https://github.com/fluo-io/webindex";>Webindex</a> application was 
performed and is documented in
-<a href="/blog/2016/01/11/webindex-long-run/">a blog post</a>.  A long run of 
<a href="https://github.com/fluo-io/fluo-stress";>Fluo stress</a> was run and 
documented in 
-<a href="/blog/2015/12/22/beta-2-pre-release-stress-test/">another blog 
post</a>.</p>
-
-
-</div>
-
-<hr>
-
-<div>
-  <p>All Fluo release notes can be viewed in the <a 
href="/release-notes/">archive</a></p>
-</div>
-
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+            <div class="post-header">
+  <h2>Fluo 1.0.0-alpha-1 Release Notes</h2>
+  <p class="text-muted">02 Oct 2014</p>
+</div>
+
+
+  <div class="alert alert-danger" role="alert">These release notes are for a 
release of Fluo that made before Apache incubation.</div>
+
+
+<div class="post-content">
+  <p>Fluo 1.0.0-alpha-1 is the first official release of Fluo. It contains 83 
initial tickets marked for this first milestone. The roadmap for this release 
included a working initial implementation, completing an initial pass at the 
client API (which will be finalized in 1.0.0), and writing a stress test 
application.  This release has not been tested much at scale.  More scale and 
peformance testing will be done for the beta release.</p>
+
+<h2 id="significant-features">Significant features</h2>
+
+<p>This alpha release contained a lot of initial features to help establish 
the basic implementation and client API. All of these features will be expected 
to become more robust over time.</p>
+
+<h4 id="minifluo">MiniFluo</h4>
+
+<p>MiniAccumulo and MiniFluo make it easy to start a local Fluo instance for 
integration testing. MiniFluo also makes it easy for developers to experiment 
with Fluo locally without installing it on an Accumulo cluster.</p>
+
+<h4 id="garbage-collection">Garbage Collection</h4>
+
+<p>Without garbage collection, the columnns in a Fluo table would grow without 
bound as updates are applied over time. Because of this, it’s important to 
clean up old fully-processed (and no longer being read) transaction data. The 
initial implementation of garbage collection kept N versions of columns. <a 
href="https://github.com/fluo-io/fluo/issues/8";>Fluo-8</a> added the ability to 
garbage collect all column versions that are no longer being read by 
transactions anywhere else in the cluster.</p>
+
+<h4 id="mapreduce-inputformat">MapReduce InputFormat</h4>
+
+<p>The FluoInputFormat allows a specific snapshot to be read into a mapreduce 
job. It was established in <a 
href="https://github.com/fluo-io/fluo/issues/7";>Fluo-7</a>.</p>
+
+<h4 id="fluofileoutputformat-and-fluooutputformat">FluoFileOutputFormat and 
FluoOutputFormat</h4>
+
+<p>The FluoFileOuputFormat enables the bulk ingest of a Fluo table using 
mapreduce by creating the Accumulo r-files in HDFS. The FluoOutputFormat pushes 
keys directly into the Accumulo tablet servers through the client API. <a 
href="https://github.com/fluo-io/fluo/issues/35";>Fluo-35</a> added this 
feature.</p>
+
+<h4 id="fluo-workers-and-oracle-running-in-yarn">Fluo Workers and Oracle 
running in Yarn</h4>
+
+<p>Fluo can use Yarn to manage fault tolerance and guarantee multiple worker 
processes and some number of Oracle processes are kept running across the 
cluster. <a href="http://twill.incubator.apache.org/";>Apache Twill</a> was used 
for the Yarn integration. <a 
href="https://github.com/fluo-io/fluo/issues/11";>Fluo-11</a> added an 
application that will deploy Fluo to a Yarn cluster.</p>
+
+<h4 id="fluo-api">Fluo API</h4>
+
+<p>Fluo provides a fluent-builder API for creating transactions to read and 
mutate data of various different data types in the Fluo table. This API was 
finalized in <a href="https://github.com/fluo-io/fluo/issues/23";>Fluo-23</a> 
and <a href="https://github.com/fluo-io/fluo/issues/98";>Fluo-98</a> when it was 
moved into its own module.  It includes a type layer (finished in <a 
href="https://github.com/fluo-io/fluo/issues/153";>Fluo-153</a>) that makes it 
easier to work with different types, default values, null return types, and 
row/column maps.</p>
+
+<h4 id="stress-test">Stress test</h4>
+
+<p>A <a 
href="https://github.com/fluo-io/fluo/blob/1.0.0-alpha-1/modules/stress/README.md";>stress
 test</a> was created that uses a tree to force collisions on transactions 
trying to mutate multiple columns at the same time. This was established in <a 
href="https://github.com/fluo-io/fluo/issues/24";>Fluo-24</a>.</p>
+
+<p>Other important improvements and features:</p>
+
+<ul>
+  <li><a href="https://github.com/fluo-io/fluo/issues/1";>Fluo-1</a>     - 
Create scripts for starting/stopping services</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/3";>Fluo-3</a>     - use 
Curator for leader election and leader discovery</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/13";>Fluo-13</a>   - 
Register clients that perform transactions in Zookeeper</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/15";>Fluo-15</a>   - 
Leader election for the Oracle Server</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/16";>Fluo-16</a>   - 
Allow observer notification to be configured in AbstractObserver class</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/89";>Fluo-89</a>   - 
OracleApp should allow configurable number of instances</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/98";>Fluo-98</a>   - 
Create a Range class for Fluo</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/123";>Fluo-123</a> - Hide 
implementation of Bytes in the API</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/130";>Fluo-130</a> - 
Expose MiniFluo in public API</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/131";>Fluo-131</a> - Make 
LoaderExector implement closeable</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/147";>Fluo-147</a> - 
Create fluo-accumulo module for Accumulo iterators and formatter</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/175";>Fluo-175</a> - Add 
newTransaction() method to FluoClient</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/186";>Fluo-186</a> - Add 
Exceptions to API</li>
+</ul>
+
+<h2 id="testing">Testing</h2>
+
+<p>All unit and integration tests passed.  Two <a 
href="https://github.com/fluo-io/fluo/blob/1.0.0-alpha-1/modules/stress/README.md";>stress
 tests</a> were run successfully on a 20-node cluster with one test generating 
2000 integers and another generating 5000 integers.  The 5000 integer test took 
about 10 minutes to run after the MapReduce load of integers was complete.</p>
+
+<h2 id="current-status-of-percolator-implementation">Current Status of 
Percolator Implementation</h2>
+
+<p>The following tables identify the features necessary for a full 
implementation of Percolator and the current state of Fluo with regards to the 
implementation. For alpha, a test to excercise some of these features at scale 
was created, however, it was not run at scale for long periods. One of the 
goals for beta is to have at least a 24hr run of the scale test, on at least 20 
nodes, succeed.</p>
+
+<h3 id="necessary-features">Necessary features:</h3>
+
+<table>
+  <thead>
+    <tr>
+      <th>Percolator Feature</th>
+      <th>Details</th>
+      <th>Testing</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>ACID-compliant cross-row transactions</td>
+      <td>Provides distributed transactions with ACID guarantees that work 
across Accumulo rows. Rows are distributed across tablet servers.</td>
+      <td>IT,CST,<a 
href="https://github.com/fluo-io/fluo/issues/240";>#240</a><sup>1</sup></td>
+    </tr>
+    <tr>
+      <td>Observers</td>
+      <td>Perform transactions by sending read/write RPCs to Accumulo tablet 
servers, which in turn send read/write RPCs to HDFS.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Worker Process</td>
+      <td>Scans Accumulo for changed columns and invokes necessary observers 
as function calls on the worker.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Timestamp Oracle</td>
+      <td>Provides strictly increasing timestamps; a property required for 
correct operation of the snapshot isolation protocol.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Oracle Failover</td>
+      <td>When an active Oracle process dies, timestamps should be served from 
a different Oracle. They should never go backwards.</td>
+      <td>IT,<a href="https://github.com/fluo-io/fluo/issues/37";>#37</a>,<a 
href="https://github.com/fluo-io/fluo/issues/241";>#241</a><sup>1</sup></td>
+    </tr>
+    <tr>
+      <td>Lightweight Lock Service</td>
+      <td>Makes searches for dirty notifications more efficient. Zookeeper is 
used in this case. Should be low-latency, replicated, balanced, and persist to 
a backing store.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Multithreaded Transasctions</td>
+      <td>Allows highly parallel execution of transactions and synchronization 
only during get() and commit() upon which transactions actually collide.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Snapshot Isolation</td>
+      <td>Non-serializable isolation mostly implemented through MVCC provided 
through Accumulo’s timestamp portion of the key.</td>
+      <td>IT,CST,<a 
href="https://github.com/fluo-io/fluo/issues/240";>#240</a><sup>1</sup></td>
+    </tr>
+    <tr>
+      <td>Roll-back / Roll-forward semantics</td>
+      <td>Failures during the first phase of commit cause transactions to be 
rolled back while failures during the second phase can cause them to be rolled 
forward.</td>
+      <td>IT,<a 
href="https://github.com/fluo-io/fluo/issues/240";>#240</a><sup>1</sup></td>
+    </tr>
+  </tbody>
+</table>
+
+<p><sup>1</sup> This feature has been at least partially tested.</p>
+
+<h3 id="performance-enhancements">Performance enhancements:</h3>
+
+<table>
+  <thead>
+    <tr>
+      <th>Enhancement</th>
+      <th>Details</th>
+      <th>Testing</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Locality Group for NOTIFY column</td>
+      <td>Add an extra index in the underlying r-files for the notify column 
where it can be scanned faster by workers.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Worker scan conflict resolution</td>
+      <td>Workers register random tablets they choose to scan. When two 
workers generate the same tablet, one of them re-generates a new random 
tablet.</td>
+      <td><a href="https://github.com/fluo-io/fluo/issues/5";>#5</a></td>
+    </tr>
+    <tr>
+      <td>Worker advertisement</td>
+      <td>Workers advertise through the lock service so that the system can 
know if they failed and any transactions upon which they are working can be 
rolled back or rolled forward</td>
+      <td>IT</td>
+    </tr>
+    <tr>
+      <td>Oracle batching</td>
+      <td>Timestamps get allocated in batch to workers. Each worker should 
share one connection to Oracle to limit RPCs across threads</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Weak Notifications</td>
+      <td>Allows notification of a cell without the possibility of 
transactional conflict through a special type of column that can be notified 
but not written to</td>
+      <td>IT</td>
+    </tr>
+    <tr>
+      <td>Conditional Mutations</td>
+      <td>Allows READ-MODIFY-WRITE of a mutation in a single RPC.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Conditional Mutation batching</td>
+      <td>Delay sending of conditional mutations destined for same tablet 
server so they can be batched. Lowers number of RPCs, adds latency but provides 
better parallelism.</td>
+      <td>IT,CST</td>
+    </tr>
+    <tr>
+      <td>Read batching</td>
+      <td>Delaying of read operations on tablet server for batching</td>
+      <td><a href="https://github.com/fluo-io/fluo/issues/138";>#138</a></td>
+    </tr>
+    <tr>
+      <td>Prefetching &amp; read-ahead caching</td>
+      <td>Prediction made each time a column is read, which other columns will 
be read in the same transaction based on previous behavior.</td>
+      <td><a href="https://github.com/fluo-io/fluo/issues/12";>#12</a></td>
+    </tr>
+  </tbody>
+</table>
+
+<ul>
+  <li>IT = Integration tests, CST = Cluster stress tests</li>
+  <li>Testing columns providing a ticket number have not yet been 
implemented.</li>
+</ul>
+
+
+</div>
+
+<hr>
+
+<div>
+  <p>All Fluo release notes can be viewed in the <a 
href="/release-notes/">archive</a></p>
+</div>
+
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+            <div class="post-header">
+  <h2>Fluo 1.0.0-beta-1 Release Notes</h2>
+  <p class="text-muted">09 Jun 2015</p>
+</div>
+
+
+  <div class="alert alert-danger" role="alert">These release notes are for a 
release of Fluo that made before Apache incubation.</div>
+
+
+<div class="post-content">
+  <p>Fluo 1.0.0-beta-1 is the second official release of Fluo.  The release 
closed <a 
href="https://github.com/fluo-io/fluo/issues?q=milestone%3A1.0.0-beta-1+is%3Aclosed";>133
 tickets</a>.  This release is not recommended for production use.</p>
+
+<h2 id="significant-features">Significant features</h2>
+
+<p>This release contains many new features that makes it easier to run, 
develop, and monitor Fluo applications.</p>
+
+<h4 
id="simplified-fluo-administration-on-a-local-machine-or-ec2-cluster">Simplified
 Fluo administration on a local machine or EC2 cluster</h4>
+
+<p>Developers can now run Fluo and its dependencies on their local machine (<a 
href="https://github.com/fluo-io/fluo/issues/92";>#92</a>) or an AWS EC2 cluster 
(<a href="https://github.com/fluo-io/fluo/issues/356";>#356</a>) using a few 
simple commands.
+This was done by creating two administration tools called <a 
href="https://github.com/fluo-io/fluo-dev";>Fluo-dev</a> and <a 
href="https://github.com/fluo-io/fluo-deploy";>Fluo-deploy</a> whose scripts and 
configuration reside in repos
+separate from the Fluo code base.  These tools allow developers to collaborate 
and share configuration for running Fluo.</p>
+
+<h4 
id="transaction-metrics-are-viewable-using-common-monitoring-tools">Transaction 
metrics are viewable using common monitoring tools</h4>
+
+<p>Fluo now publishes metrics (<a 
href="https://github.com/fluo-io/fluo/issues/20";>#20</a>) about transactions, 
collisions, and timestamps using <a 
href="https://dropwizard.github.io/metrics/3.1.0/";>Dropwizard metrics</a>.  
These metrics are by default published 
+using JMX and are viewable using JConsole or JVisualVM.  Fluo can also be 
configured to publish metrics to Graphite or Ganglia.  View the <a 
href="https://github.com/fluo-io/fluo/blob/1.0.0-beta-1/docs/metrics.md";>metrics
 documentation</a>
+for more information.</p>
+
+<h4 id="improved-processing-of-notifications-in-fluo-workers">Improved 
processing of notifications in Fluo workers</h4>
+
+<p>Fluo workers were refactored to separate the code used for finding and 
executing work.  Each worker uses a single thread for finding 
+work (<a href="https://github.com/fluo-io/fluo/issues/19";>#19</a>).  A new 
method was introduced to partition work among workers using a hash+mod of 
notifications (<a href="https://github.com/fluo-io/fluo/issues/282";>#282</a>).
+The commit message for <a 
href="https://github.com/fluo-io/fluo/commit/4100e236b8438350e30eda924a6360e2c722ae37";>4100e23</a>
 contains a good description of some of the benefits and drawback of the current
+hashing approach.</p>
+
+<h4 id="improved-the-deletion-of-observer-notifications">Improved the deletion 
of observer notifications</h4>
+
+<p>When a cell is deleted in Accumulo, a delete marker is inserted.  Delete 
markers stay around until
+all files in a tablet are compacted.  For Fluo this could cause a lot of 
notification delete markers
+to build up over time.  To avoid this buildup, the way Fluo deletes 
notifications was changed in
+(<a href="https://github.com/fluo-io/fluo/issues/457";>#457</a>).  Accumulo 
delete markers are no longer used, Fluo now uses a custom delete marker for
+notifications.  The custom deleter marker allows Fluo to do analysis when 
Accumulo flushes memory to
+disk and avoid writing many delete markers to persistent storage.</p>
+
+<h4 id="easier-management-of-fluo-from-the-command-line">Easier management of 
Fluo from the command line</h4>
+
+<p>Fluo now provides different scripts (<strong>fluo</strong>, 
<strong>mini-fluo</strong>, &amp; <strong>local-fluo</strong>) for managing 
Fluo using a YARN cluster, MiniFluo, or local processes.  Several commands
+were created for these scripts.  A <strong>scan</strong> command allows users 
to print a snapshot of a Fluo table (<a 
href="https://github.com/fluo-io/fluo/issues/319";>#319</a>).  A 
<strong>info</strong> command shows locations of containers
+when running Fluo in YARN (<a 
href="https://github.com/fluo-io/fluo/issues/297";>#297</a>).  A 
<strong>classpath</strong> command gives users a list of jars needed to execute 
Fluo client code (<a 
href="https://github.com/fluo-io/fluo/issues/436";>#436</a>).  A 
<strong>wait</strong> command will
+sleep until all notifications are processed (<a 
href="https://github.com/fluo-io/fluo/issues/434";>#434</a>).</p>
+
+<h4 
id="support-for-running-multiple-fluo-applications-on-a-single-cluster">Support 
for running multiple Fluo applications on a single cluster</h4>
+
+<p>Users can now run multiple Fluo applications using a single cluster (<a 
href="https://github.com/fluo-io/fluo/issues/454";>#454</a>).  This enables 
different Fluo users to share the same cluster.  Fluo applications
+can be started and stopped independently.  Each application has its own 
configuration.</p>
+
+<h4 id="fluo-build-improvements">Fluo build improvements</h4>
+
+<p>On each build, all Java code is automatically formatted based on Google 
Java Style (<a href="https://github.com/fluo-io/fluo/issues/479";>#479</a>).  
Also, checkstyle and findbugs will fail the build if certain
+standards are not reached (<a 
href="https://github.com/fluo-io/fluo/issues/185";>#185</a>).  The POM is also 
sorted (<a href="https://github.com/fluo-io/fluo/issues/493";>#493</a>).</p>
+
+<h4 id="organized-fluo-code-base">Organized Fluo code base</h4>
+
+<p>The Fluo stress test was moved to its own <a 
href="https://github.com/fluo-io/fluo-stress";>repo</a> and is no longer a 
sub-module (<a href="https://github.com/fluo-io/fluo/issues/385";>#385</a>).  
MiniFluo was moved from fluo-core to the fluo-mini 
+module/jar (<a href="https://github.com/fluo-io/fluo/issues/439";>#439</a>).  
This reduced the number of dependencies in fluo-core.  However, developers will 
now need to include the fluo-mini jar in their Maven
+POM if they start MiniFluo.</p>
+
+<h4 id="fluo-testing-improvements">Fluo testing improvements</h4>
+
+<p>Integration tests can now be run from Eclipse (<a 
href="https://github.com/fluo-io/fluo/issues/322";>#322</a>).  Several new <a 
href="https://github.com/fluo-io/fluo/issues?utf8=%E2%9C%93&amp;q=milestone%3A1.0.0-beta-1+is%3Aclosed+%22unit+test%22";>unit
 tests</a> were created.</p>
+
+<h4 id="other-important-improvements-and-bug-fixes">Other important 
improvements and bug fixes</h4>
+
+<ul>
+  <li><a href="https://github.com/fluo-io/fluo/issues/470";>#470</a> - Replaced 
FluoFileOutputFormat with an Accumulo Key/Value generator</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/460";>#460</a> - Reduced 
Fluo API module dependencies</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/456";>#456</a> - Fixed 
bug with notifications being lost when processes died</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/446";>#446</a> - 
Simplified log configuration and configure rolling log files in YARN</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/442";>#442</a> - Reduced 
the number of curator clients in FluoAdmin</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/383";>#383</a> - Improved 
transaction logging to help users debug collisions. See <a 
href="https://github.com/fluo-io/fluo/blob/1.0.0-beta-1/docs/applications.md#debugging-applications";>debugging
 documentation</a>.</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/365";>#365</a> - Analyze 
Fluo code to see what non-public Accumulo APIs are used</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/362";>#362</a> - Made API 
data objects immutable</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/349";>#349</a> - Support 
application level configuration in fluo.properties</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/342";>#342</a> - Add a 
configurable retry timeout to Fluo clients</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/294";>#294</a> - Fluo now 
uses chroot suffix in its Zookeeper connection.</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/293";>#293</a> - Add 
argument checking to FluoConfiguration</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/244";>#244</a> - Make 
re-initialization easier for user</li>
+</ul>
+
+<h2 id="testing">Testing</h2>
+
+<p>A successful long stress test run was conducted using Fluo built from commit
+<a 
href="https://github.com/fluo-io/fluo/commit/fb647dd6a470e8015654f8ed99b9196f5f49582a";>fb647dd</a>.
  The test ran very well and never fell behind like a
+<a href="/blog/2014/12/30/stress-test-long-run/">previous long run</a> of 
stress did.  The test had the following
+properties.</p>
+
+<ul>
+  <li>Initialized stress test using 1 billion random integers.</li>
+  <li>Ran 150 incremental loads of 100 thousand integers.  Slept 3 minutes 
between loads.</li>
+  <li>Used 19 m3.xlarge nodes on EC2.  16 workers and 3 masters</li>
+  <li>Configuration for the test committed and tagged in git : <a 
href="https://github.com/keith-turner/fluo-deploy/tree/beta-long-test-1";>fluo-deploy
 tag</a> and <a 
href="https://github.com/keith-turner/fluo-stress/tree/beta-long-test-1";>fluo-stress
 tag</a></li>
+  <li>Opened two issues as a result of test <a 
href="https://github.com/fluo-io/fluo/issues/499";>#499</a> and <a 
href="https://github.com/fluo-io/fluo-stress/issues/30";>fluo-stress#30</a></li>
+</ul>
+
+<p>Below is the trailing output from running the test.</p>
+
+<div class="highlighter-rouge"><pre class="highlight"><code>*****Generating 
and loading incremental data set 148*****
+*****Generating and loading incremental data set 149*****
+*****Generating and loading incremental data set 150*****
+*****Calculating # of unique integers using MapReduce*****
+                UNIQUE=1014486419
+*****Wait for Fluo to finish processing*****
+05:33:40.158 [main] INFO  io.fluo.cluster.runner.AppRunner - The wait command 
will exit when all notifications are processed
+05:33:40.417 [Thread-3] INFO  io.fluo.core.oracle.OracleClient - Connected to 
oracle at worker4:9913
+05:33:41.308 [main] INFO  io.fluo.cluster.runner.AppRunner - All processing 
has finished!
+*****Printing # of unique integers calculated by Fluo*****
+Total at root : 1014486419
+Nodes Scanned : 59605
+*****Verifying Fluo &amp; MapReduce results match*****
+Success! Fluo &amp; MapReduce both calculated 1014486419 unique integers
+</code></pre>
+</div>
+
+<p>The test ran for a little over 12 hours.  Below are two plots pulled from
+graphite showing the number of notifications queued and transaction rate over
+the entire test run.  Load transactions are not included in the rate.  The rate
+is transactions per second.  The accuracy of these plots is uncertain because
+no graphite configuration changes were made.  The plots do seem within the
+ballpark.</p>
+
+<p><img src="/resources/release-notes/1.0.0-beta-1/queued.png" 
alt="Notifications Queued" title="Notifications Queued" /> <img 
src="/resources/release-notes/1.0.0-beta-1/rate.png" alt="Transaction rate" 
title="Transaction Rate" /></p>
+
+
+</div>
+
+<hr>
+
+<div>
+  <p>All Fluo release notes can be viewed in the <a 
href="/release-notes/">archive</a></p>
+</div>
+
+          </div>
+      </div>
+      <hr>
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+          Copyright &copy; 2016 The Apache Software Foundation. Licensed under 
the <a 
href="https://www.apache.org/licenses/LICENSE-2.0";>Apache&nbsp;License,&nbsp;Version&nbsp;2.0</a>
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+            <div class="post-header">
+  <h2>Fluo 1.0.0-beta-2 Release Notes</h2>
+  <p class="text-muted">12 Jan 2016</p>
+</div>
+
+
+  <div class="alert alert-danger" role="alert">These release notes are for a 
release of Fluo that made before Apache incubation.</div>
+
+
+<div class="post-content">
+  <p>Fluo 1.0.0-beta-2 is the third official release of Fluo.  This release 
closed
+<a 
href="https://github.com/fluo-io/fluo/issues?q=milestone%3A1.0.0-beta-2+is%3Aclosed";>48
 tickets</a>.  There is no upgrade path from 1.0.0-beta-1 to
+1.0.0-beta-2.</p>
+
+<h2 id="significant-features">Significant features</h2>
+
+<p>This release contains many new features that makes it easier to run, 
develop, and monitor Fluo applications.</p>
+
+<h4 
id="improved-fluo-metrics-that-can-be-sent-to-influxdb-and-viewed-in-grafana">Improved
 Fluo metrics that can be sent to InfluxDB and viewed in Grafana</h4>
+
+<p>In <a href="https://github.com/fluo-io/fluo/issues/569";>#569</a>, <a 
href="https://github.com/fluo-io/fluo/issues/570";>#570</a>, &amp; <a 
href="https://github.com/fluo-io/fluo/issues/580";>#580</a>, Fluo metrics and 
monitoring were refactored to fix several
+bugs and allow metrics to be sent to <a 
href="https://github.com/influxdata/influxdb";>InfluxDB</a> and viewed in <a 
href="http://grafana.org/";>Grafana</a>.  Fluo metrics 
+are still instrumented using <a 
href="https://dropwizard.github.io/metrics/3.1.0/";>Dropwizard metrics</a> but 
in <a href="https://github.com/fluo-io/fluo/issues/574";>#574</a> metrics 
configuration was 
+moved from its own file and to now reside in <code 
class="highlighter-rouge">fluo.properties</code>.  While Fluo metrics can still 
be sent to 
+many different tools (i.e Graphite, Ganglia), Fluo now ships with 
configuration that can be used to configure 
+a Fluo dashboard in Grafana that queries InfluxDB.  To set up the sending of 
Fluo metrics to InfluxDB/Grafana,
+view this <a href="/docs/fluo/1.0.0-beta-2/grafana/">documentation</a> or 
consider using <a href="https://github.com/fluo-io/fluo-dev";>Fluo-dev</a> or <a 
href="https://github.com/fluo-io/zetten";>Zetten</a>
+to run Fluo as they can install InfluxDB+Grafana and setup metrics for you.</p>
+
+<h4 id="improved-fluo-administration">Improved Fluo administration</h4>
+
+<p>Several commands were added to the <code 
class="highlighter-rouge">fluo</code> script which is used to administer Fluo.  
A <code class="highlighter-rouge">fluo exec</code> command
+(<a href="https://github.com/fluo-io/fluo/pull/581";>#581</a>) was created to 
provide an easy way to execute application code using Fluo classes and 
dependencies.
+A <code class="highlighter-rouge">fluo list</code> command (<a 
href="https://github.com/fluo-io/fluo/issues/523";>#523</a>) was created to let 
users list all Fluo applications within a Fluo instance.
+The <code class="highlighter-rouge">fluo scan</code> command now has a <code 
class="highlighter-rouge">--raw</code> option (<a 
href="https://github.com/fluo-io/fluo/issues/597";>#597</a>) that prints Fluo 
data as stored in Accumulo. This
+was accomplished by moving the Fluo formatter from Accumulo shell to the scan 
command.  The scan command can now
+format non-ascii characters as hex (<a 
href="https://github.com/fluo-io/fluo/issues/568";>#568</a>).  The <code 
class="highlighter-rouge">fluo new</code> command was improved to prevent users 
from
+setting invalid Fluo application names (<a 
href="https://github.com/fluo-io/fluo/issues/510";>#510</a>).  A bug was fixed 
in the <code class="highlighter-rouge">fluo start</code> command that was 
causing
+time outs when starting applications (<a 
href="https://github.com/fluo-io/fluo/issues/562";>#562</a>).  Finally, the 
<code class="highlighter-rouge">fluo</code> command can now be run without the 
<code class="highlighter-rouge">apps/</code>
+directory configured for an application for most commands (<a 
href="https://github.com/fluo-io/fluo/issues/524";>#524</a>). Only the <code 
class="highlighter-rouge">init</code> and <code 
class="highlighter-rouge">start</code> commands need
+this directory configured.  All other commands only require the default 
properties file to be configured at 
+<code class="highlighter-rouge">conf/fluo.properties</code>.</p>
+
+<h4 id="made-fluo-work-better-with-spark">Made Fluo work better with Spark</h4>
+
+<p>Several changes were made to Fluo to allow it work better with Apache 
Spark.  All Fluo data types now implement
+<code class="highlighter-rouge">Serializable</code> and can be use in Spark 
RDDs (<a href="https://github.com/fluo-io/fluo/issues/539";>#539</a>).  Fluo 
data types also now implement <code class="highlighter-rouge">Comparable</code> 
which
+allows RDDs of Fluo data types to be sorted (<a 
href="https://github.com/fluo-io/fluo/issues/544";>#544</a>).  Also, a no args 
constructor was created for the
+MutableBytes data type to enable Kryo serialization in Spark (<a 
href="https://github.com/fluo-io/fluo/pull/549";>#549</a>).  Finally, a new 
InputFormat called
+<code class="highlighter-rouge">FluoEntryInputFormat</code> was created that 
returns key/value entries and the existing <code 
class="highlighter-rouge">FluoInputFormat</code> that returns
+rows was renamed <code class="highlighter-rouge">FluoRowInputFormat</code> (<a 
href="https://github.com/fluo-io/fluo/issues/538";>#538</a>,<a 
href="https://github.com/fluo-io/fluo/issues/540";>#540</a>).</p>
+
+<h4 id="performance-improvements">Performance improvements</h4>
+
+<p>A good bit of time was spent analyzing Fluo while it was running to 
determine
+where time is spent when executing transactions.   Based on this analysis, it
+was found that a good bit of time was spent committing transactions.  Changes
+were made in Fluo and Accumulo in order to decrease commit time.  For Fluo, the
+following changes were made :</p>
+
+<ul>
+  <li><a href="https://github.com/fluo-io/fluo/issues/591";>#591</a> - Shared 
batch writer increases transaction history</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/590";>#590</a> - Increased 
batch writer threads and made configurable</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/589";>#589</a> - Added 2nd 
conditional writer and logging of commit times</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/584";>#584</a> - Adjust 
number of conditional writer threads based on cluster size</li>
+</ul>
+
+<p>For Accumulo, changes are being made in <a 
href="https://issues.apache.org/jira/browse/ACCUMULO-4066";>ACCUMULO-4066</a> to 
decrease the time it
+takes to process conditional mutations.  Conditional mutations are used when
+Fluo commits a transaction.</p>
+
+<p>These changes resulted in nice improvements over beta-1 in testing.  
However there
+is probably still room for improvement.  More analysis is needed.</p>
+
+<h4 id="api-changes">API Changes</h4>
+
+<p>Once Fluo 1.0.0 is released, all releases after that will follow
+<a href="http://semver.org/";>semver</a>.  For now some small API changes are 
still being
+made.  The following API changes happened between beta-1 and beta-2.</p>
+
+<ul>
+  <li><a href="https://github.com/fluo-io/fluo/pull/566";>#566</a> - Added 
RowColumnValue and made Accumulo init code use it</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/551";>#551</a> - Added 
method to get start timestamp of transaction</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/550";>#550</a> - Changed 
setObservers() to addObservers()</li>
+</ul>
+
+<h4 id="other-important-improvements-and-bug-fixes">Other important 
improvements and bug fixes</h4>
+
+<ul>
+  <li><a href="https://github.com/fluo-io/fluo/pull/598";>#598</a> - Upgraded 
Hadoop to 2.6.3 and Accumulo to 1.6.4</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/587";>#587</a> - Specified 
datasource for all graphs in fluo’s Grafana dashboard</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/586";>#586</a> - Added 
efficient and easy way to build Bytes objects</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/578";>#578</a> - Plot 
nothing in Grafana when no data exists</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/573";>#573</a> - Fixed 
issues building against Accumulo 1.8.0-SNAPSHOT</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/561";>#561</a> - Stopped 
checkstyle mvn plugin from running at validate</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/559";>#559</a> - 
Eventually drop deleted data</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/558";>#558</a> - Added 
arguments to deploy command to skip findbugs, checkstyle, and 
auto-formatting</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/556";>#556</a> - Make 
TravisCI deploy snapshot jars after successful builds</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/552";>#552</a> - Made 
eclipse stop complaining about unknown plugins</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/547";>#547</a> - Provide 
better documentation for LoaderExecutor</li>
+  <li><a href="https://github.com/fluo-io/fluo/pull/535";>#535</a> - Upgraded 
Twill to 0.6.0-incubating</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/520";>#520</a> - 
Consolidate all implementation properties into FluoConfigurationImpl</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/518";>#518</a> - Make 
Oracle run on a random port</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/513";>#513</a> - Unable 
to pass spaces to scan command</li>
+  <li><a href="https://github.com/fluo-io/fluo/issues/495";>#495</a> - Add 
support for notifications to Fluo formatter</li>
+</ul>
+
+<h2 id="testing">Testing</h2>
+
+<p>For this release, a long run of the <a 
href="https://github.com/fluo-io/webindex";>Webindex</a> application was 
performed and is documented in
+<a href="/blog/2016/01/11/webindex-long-run/">a blog post</a>.  A long run of 
<a href="https://github.com/fluo-io/fluo-stress";>Fluo stress</a> was run and 
documented in 
+<a href="/blog/2015/12/22/beta-2-pre-release-stress-test/">another blog 
post</a>.</p>
+
+
+</div>
+
+<hr>
+
+<div>
+  <p>All Fluo release notes can be viewed in the <a 
href="/release-notes/">archive</a></p>
+</div>
+
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