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href="../docs/streaming-concepts.html">Streaming concepts</a></li>
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Edgent!</a></li>
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+                    <li><a 
href="../recipes/recipe_source_function.html">Writing a source function</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
+                    <li><a 
href="../recipes/recipe_value_out_of_range.html">Detecting a sensor value out 
of expected range</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
+                    <li><a 
href="../recipes/recipe_different_processing_against_stream.html">Applying 
different processing against a single stream</a></li>
+                    
+
+                    
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+                    
+                    
+                    
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+                    
+                    <li><a 
href="../recipes/recipe_combining_streams_processing_results.html">Splitting a 
stream to apply different processing and combining the results into a single 
stream</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
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+                    
+                    <li><a 
href="../recipes/recipe_external_filter_range.html">Using an external 
configuration file for filter ranges</a></li>
+                    
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+                    
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+                    <li><a 
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+                    
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+               <div class="row">
+               <div class="col-md-12">
+                       
+<!-- this handles the automatic toc. use ## for subheads to auto-generate the 
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+  // Handler for .ready() called.
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+$('#toc').toc({ minimumHeaders: 0, listType: 'ul', showSpeed: 0, headers: 
'h2,h3,h4' });
+
+/* this offset helps account for the space taken up by the floating toolbar. */
+$('#toc').on('click', 'a', function() {
+  var target = $(this.getAttribute('href'))
+    , scroll_target = target.offset().top
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+<div id="toc"></div>
+
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+       
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+            <!-- Content Column -->
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+                
+                <div class="post-header">
+   <h1 class="post-title-main">Streaming concepts</h1>
+</div>
+
+<div class="post-content">
+
+   
+
+<!-- this handles the automatic toc. use ## for subheads to auto-generate the 
on-page minitoc. if you use html tags, you must supply an ID for the heading 
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+<script>
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+  // Handler for .ready() called.
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'h2,h3,h4' });
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+$('#toc').on('click', 'a', function() {
+  var target = $(this.getAttribute('href'))
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+</script>
+
+
+<div id="toc"></div>
+
+
+    
+
+    <a target="_blank" 
href="https://github.com/apache/incubator-edgent-website/blob/master/site/docs/streaming-concepts.md";
 class="btn btn-default githubEditButton" role="button"><i class="fa fa-github 
fa-lg"></i> Edit me</a>
+    
+  <p>An Edgent application is most useful when processing some sort of data. 
This page is intended to help you understand stream processing concepts by 
visually demonstrating some of the operations that can be invoked on a stream, 
along with code snippets. For example,</p>
+
+<ul>
+<li><a 
href="http://edgent.incubator.apache.org/javadoc/latest/org/apache/edgent/topology/TStream.html#filter-org.apache.edgent.function.Predicate-";>filter</a></li>
+<li><a 
href="http://edgent.incubator.apache.org/javadoc/latest/org/apache/edgent/topology/TStream.html#split-int-org.apache.edgent.function.ToIntFunction-";>split</a></li>
+<li><a 
href="http://edgent.incubator.apache.org/javadoc/latest/org/apache/edgent/topology/TStream.html#union-org.apache.edgent.topology.TStream-";>union</a></li>
+<li><a 
href="http://edgent.incubator.apache.org/javadoc/latest/org/apache/edgent/topology/TStream.html#last-long-java.util.concurrent.TimeUnit-org.apache.edgent.function.Function-";>partitioned
 window</a></li>
+<li><a 
href="http://edgent.incubator.apache.org/javadoc/latest/org/apache/edgent/topology/TWindow.html#aggregate-org.apache.edgent.function.BiFunction-";>continuous
 aggregation</a></li>
+<li><a 
href="http://edgent.incubator.apache.org/javadoc/latest/org/apache/edgent/topology/TWindow.html#batch-org.apache.edgent.function.BiFunction-";>batch</a></li>
+</ul>
+
+<h2 id="filter">Filter</h2>
+
+<div id="filter-demo"></div>
+
+<style>
+    div#filter-demo {
+        font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+    }
+</style>
+
+<script src="http://d3js.org/d3.v3.min.js";></script>
+
+<script>
+    var filterSvgContainer = d3.select("#filter-demo").append("svg")
+        .attr("width", 550)
+        .attr("height", 200);
+
+    var filter = filterSvgContainer.append("circle")
+        .attr("cx", 300)
+        .attr("cy", 115)
+        .attr("r", 50)
+        .style("fill", "#286DA8");
+
+    var filterTxt = filterSvgContainer.append("svg:text")
+        .attr("x", 275)
+        .attr("y", 105)
+        .attr("dx", 25)
+        .attr("dy", "1.0em")
+        .attr("text-anchor", "middle")
+        .text(function(datum) { return "≥ 5"; })
+        .attr("fill", "white");
+
+    function newIncomingFilterTuple() {
+        var newFilterTuple = filterSvgContainer.append("rect")
+            .attr("x", 30)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#CD5360");
+
+        var filterTv = Math.floor(Math.random() * 10);
+        var newFilterTxt = filterSvgContainer.append("svg:text")
+            .attr("x", 30)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return filterTv; })
+            .attr("fill", "white");
+
+        newFilterTxt.tv = filterTv;
+
+        newFilterTuple.transition().ease("linear").attr("x", 
250).duration(6000).delay(100).remove();
+        newFilterTxt.transition().ease("linear").attr("x", 
250).duration(6000).delay(100).remove().each('end',function(){ if 
(newFilterTxt.tv >= 5) { filteredTuple(newFilterTxt.tv); }});
+
+        setTimeout(function() { newIncomingFilterTuple();} ,  1200 + 
(Math.random() * 1000));
+    }
+
+    function filteredTuple(tv) {
+        var filterTuple = filterSvgContainer.append("rect")
+            .attr("x", 318)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#57BC90");
+
+        var filterTxt = filterSvgContainer.append("svg:text")
+            .attr("x", 318)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return tv; })
+            .attr("fill", "white");
+
+        filterTxt.tv = tv;
+
+        filterTuple.transition().ease("linear").attr("x", 
520).duration(5500).delay(100).remove();
+        filterTxt.transition().ease("linear").attr("x", 
520).duration(5500).delay(100).remove();
+    }
+
+    newIncomingFilterTuple();
+</script>
+
+<h3 id="edgent-code">Edgent code</h3>
+<div class="highlight"><pre><code class="language-java" data-lang="java"><span 
class="n">TStream</span><span class="o">&lt;</span><span 
class="n">Integer</span><span class="o">&gt;</span> <span 
class="n">filtered</span> <span class="o">=</span> <span 
class="n">stream</span><span class="o">.</span><span 
class="na">filter</span><span class="o">(</span><span class="n">t</span> <span 
class="o">-&gt;</span> <span class="n">t</span> <span class="o">&gt;=</span> 
<span class="mi">5</span><span class="o">);</span>
+</code></pre></div>
+<h3 id="explanation">Explanation</h3>
+
+<p><strong>Input stream</strong>: Tuples, such as sensor readings, are 
continually produced and represented as a red stream on the left.</p>
+
+<p><strong>Filtered stream</strong>: A filter operation of <code>t &gt;= 
5</code> is applied, resulting in a green output stream on the right that 
contains tuples with values greater than or equal to five.</p>
+
+<hr>
+
+<h2 id="split">Split</h2>
+
+<div id="split-demo"></div>
+
+<style>
+    div#split-demo {
+        font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+    }
+</style>
+
+<script>
+    var splitSvgContainer = d3.select("#split-demo").append("svg")
+        .attr("width", 700)
+        .attr("height", 200);
+
+    var split = splitSvgContainer.append("rect")
+        .attr("x", 250)
+        .attr("y", 65)
+        .attr("width", 100)
+        .attr("height", 100)
+        .style("fill", "#286DA8");
+
+    var splitTxt = splitSvgContainer.append("svg:text")
+        .attr("x", 275)
+        .attr("y", 105)
+        .attr("dx", 25)
+        .attr("dy", "1.0em")
+        .attr("text-anchor", "middle")
+        .text(function(datum) { return "getVal( )"; })
+        .attr("fill", "white");
+
+    var evenTxtMsg = splitSvgContainer.append("svg:text")
+        .attr("x", 375)
+        .attr("y", 50)
+        .attr("dx", 25)
+        .attr("dy", "1.0em")
+        .attr("text-anchor", "middle")
+        .text(function(datum) { return "EVEN"; })
+        .attr("fill", "#57BC90");
+
+    var oddTxtMsg = splitSvgContainer.append("svg:text")
+        .attr("x", 375)
+        .attr("y", 165)
+        .attr("dx", 25)
+        .attr("dy", "1.0em")
+        .attr("text-anchor", "middle")
+        .text(function(datum) { return "ODD"; })
+        .attr("fill", "#8066B3");
+
+    function newIncomingSplitTuple() {
+        var newSplitTuple = splitSvgContainer.append("rect")
+            .attr("x", 30)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#CD5360");
+
+        var splitTv = Math.floor(Math.random() * 10);
+        var newSplitTxt = splitSvgContainer.append("svg:text")
+            .attr("x", 30)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return splitTv; })
+            .attr("fill", "white");
+
+        newSplitTxt.tv = splitTv;
+
+        newSplitTuple.transition().ease("linear").attr("x", 
225).duration(6000).delay(100).remove();
+        newSplitTxt.transition().ease("linear").attr("x", 
225).duration(6000).delay(100).remove().each('end',function(){ if 
(newSplitTxt.tv % 2 == 0) { splittedEvenTuple(newSplitTxt.tv); } else { 
splittedOddTuple(newSplitTxt.tv); } });
+
+        setTimeout(function() { newIncomingSplitTuple();} ,  1200 + 
(Math.random() * 1000));
+    }
+
+    function splittedEvenTuple(tv) {
+        var evenTuple = splitSvgContainer.append("rect")
+            .attr("x", 425)
+            .attr("y", 45)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#57BC90");
+
+        var evenTxt = splitSvgContainer.append("svg:text")
+            .attr("x", 425)
+            .attr("y", 45)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return tv; })
+            .attr("fill", "white");
+
+        evenTxt.tv = tv;
+
+        evenTuple.transition().ease("linear").attr("x", 
670).duration(5500).delay(100).remove();
+        evenTxt.transition().ease("linear").attr("x", 
670).duration(5500).delay(100).remove();
+    }
+
+    function splittedOddTuple(tv) {
+        var oddTuple = splitSvgContainer.append("rect")
+            .attr("x", 425)
+            .attr("y", 160)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#8066B3");
+
+        var oddTxt = splitSvgContainer.append("svg:text")
+            .attr("x", 425)
+            .attr("y", 160)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return tv; })
+            .attr("fill", "white");
+
+        oddTxt.tv = tv;
+
+        oddTuple.transition().ease("linear").attr("x", 
670).duration(5500).delay(100).remove();
+        oddTxt.transition().ease("linear").attr("x", 
670).duration(5500).delay(100).remove();
+    }
+
+    newIncomingSplitTuple();
+</script>
+
+<h3 id="edgent-code">Edgent code</h3>
+<div class="highlight"><pre><code class="language-java" data-lang="java"><span 
class="n">List</span><span class="o">&lt;</span><span 
class="n">TStream</span><span class="o">&lt;</span><span 
class="n">String</span><span class="o">&gt;&gt;</span> <span 
class="n">streams</span> <span class="o">=</span> <span 
class="n">stream</span><span class="o">.</span><span 
class="na">split</span><span class="o">(</span><span class="mi">2</span><span 
class="o">,</span> <span class="n">tuple</span> <span class="o">-&gt;</span> 
<span class="n">tuple</span><span class="o">.</span><span 
class="na">getVal</span><span class="o">());</span>
+</code></pre></div>
+<h3 id="explanation">Explanation</h3>
+
+<p><strong>Input streams</strong>: Tuples, such as sensor readings, are 
continually produced and represented as a red stream on the left.</p>
+
+<p><strong>Split streams</strong>: A split operation of <code>getVal()</code> 
is applied, resulting in two output streams on the right, one green and one 
purple. The green stream contains tuples with values that are even integers, 
while the purple stream contains tuples with values that are odd integers.</p>
+
+<hr>
+
+<h2 id="union">Union</h2>
+
+<div id="union-demo"></div>
+
+<style>
+    div#union-demo {
+        font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+    }
+</style>
+
+<script>
+    var unionSvgContainer = d3.select("#union-demo").append("svg")
+        .attr("width", 700)
+        .attr("height", 200);
+
+    var union = unionSvgContainer.append("rect")
+        .attr("x", 250)
+        .attr("y", 25)
+        .attr("width", 100)
+        .attr("height", 150)
+        .style("fill", "#286DA8");
+
+    var unionTxt = unionSvgContainer.append("svg:text")
+        .attr("x", 275)
+        .attr("y", 88)
+        .attr("dx", 25)
+        .attr("dy", "1.0em")
+        .attr("text-anchor", "middle")
+        .text(function(datum) { return "Union"; })
+        .attr("fill", "white");
+
+    function newIncomingStream1Tuple() {
+        var newstream1Tuple = unionSvgContainer.append("rect")
+            .attr("x", 30)
+            .attr("y", 35)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#CD5360");
+
+        var stream1Tv = Math.floor(Math.random() * 10);
+        var newStream1Txt = unionSvgContainer.append("svg:text")
+            .attr("x", 30)
+            .attr("y", 35)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return stream1Tv; })
+            .attr("fill", "white");
+
+        newStream1Txt.tv = stream1Tv;
+
+        newstream1Tuple.transition().ease("linear").attr("x", 
235).duration(6000).delay(100).remove();
+        newStream1Txt.transition().ease("linear").attr("x", 
235).duration(6000).delay(100).remove().each('end',function(){ 
unionedTuple(newStream1Txt.tv); });
+
+        setTimeout(function() { newIncomingStream1Tuple(); } ,  1200 + 
(Math.random() * 2000));
+    }
+
+    function newIncomingStream2Tuple() {
+        var newstream2Tuple = unionSvgContainer.append("rect")
+            .attr("x", 30)
+            .attr("y", 135)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#57BC90");
+
+        var stream2Tv = Math.floor(Math.random() * 10);
+        var newStream2Txt = unionSvgContainer.append("svg:text")
+            .attr("x", 30)
+            .attr("y", 135)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return stream2Tv; })
+            .attr("fill", "white");
+
+        newStream2Txt.tv = stream2Tv;
+
+        newstream2Tuple.transition().ease("linear").attr("x", 
235).duration(6000).delay(100).remove();
+        newStream2Txt.transition().ease("linear").attr("x", 
235).duration(6000).delay(100).remove().each('end',function(){ 
unionedTuple(newStream2Txt.tv); });
+
+        setTimeout(function() { newIncomingStream2Tuple(); } ,  2000 + 
(Math.random() * 2000));
+    }
+
+    function unionedTuple(tv) {
+        var unionTuple = unionSvgContainer.append("rect")
+            .attr("x", 328)
+            .attr("y", 85)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#8066B3");
+
+        var unionTxt = unionSvgContainer.append("svg:text")
+            .attr("x", 328)
+            .attr("y", 85)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return tv; })
+            .attr("fill", "white");
+
+        unionTxt.tv = tv;
+
+        unionTuple.transition().ease("linear").attr("x", 
670).duration(5500).delay(100).remove();
+        unionTxt.transition().ease("linear").attr("x", 
670).duration(5500).delay(100).remove();
+    }
+
+    newIncomingStream1Tuple();
+    setTimeout(function() { newIncomingStream2Tuple(); }, 1000);
+</script>
+
+<h3 id="edgent-code">Edgent code</h3>
+<div class="highlight"><pre><code class="language-java" data-lang="java"><span 
class="n">TStream</span><span class="o">&lt;</span><span 
class="n">String</span><span class="o">&gt;</span> <span 
class="n">stream</span> <span class="o">=</span> <span 
class="n">stream1</span><span class="o">.</span><span 
class="na">union</span><span class="o">(</span><span 
class="n">stream2</span><span class="o">);</span>
+</code></pre></div>
+<h3 id="explanation">Explanation</h3>
+
+<p><strong>Input streams</strong>: Tuples, such as sensor readings, are 
continually produced on two different streams, represented as a red stream and 
a green stream on the left.</p>
+
+<p><strong>Unioned stream</strong>: A union operation is applied, resulting in 
a single purple output stream on the right. The stream contains tuples from 
both input streams.</p>
+
+<hr>
+
+<h2 id="window-last-5-seconds">Window (last 5 seconds)</h2>
+
+<div id="window-demo"></div>
+
+<style>
+    div#window-demo {
+        font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+    }
+</style>
+
+<script>
+    var xt = 250;
+    var xs = 30;
+
+    var windowSvgContainer = d3.select("#window-demo").append("svg")
+        .attr("width", 840)
+        .attr("height", 200);
+
+    var streamWindow = windowSvgContainer.append("rect")
+        .attr("x", 300)
+        .attr("y", 75)
+        .attr("width", 370/2+45)
+        .attr("height", 80)
+        .style("stroke", "#286DA8")
+        .style("fill", "none")
+        .style("stroke-width", "3px");
+
+    function newIncomingWindowTuple() {
+        var newWindowTuple = windowSvgContainer.append("rect")
+            .attr("x", xs)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#CD5360");
+
+        var windowTv = Math.floor(Math.random() * 10);
+        var newWindowTxt = windowSvgContainer.append("svg:text")
+            .attr("x", xs)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return windowTv; })
+            .attr("fill", "white");
+
+        newWindowTxt.tv = windowTv;
+
+        newWindowTuple.transition().ease("linear").attr("x", xs + 
xt).duration(6000).delay(100).remove();
+        newWindowTxt.transition().ease("linear").attr("x", xs + 
xt).duration(6000).delay(100).remove().each('end',function(){ 
windowedTuple(newWindowTxt.tv); });
+
+        setTimeout(function() { newIncomingWindowTuple();} ,  1200 + 
(Math.random() * 1000));
+    }
+
+    var wxs = 310;
+
+    function windowedTuple(tv) {
+        var windowTuple = windowSvgContainer.append("rect")
+            .attr("x", wxs)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#57BC90");
+
+        var windowTxt = windowSvgContainer.append("svg:text")
+            .attr("x", wxs)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return tv; })
+            .attr("fill", "white");
+
+        windowTxt.tv = tv;
+
+        windowTuple.transition().ease("linear").attr("x", wxs + 
(370/2)).duration(5000).delay(100).remove();
+        windowTxt.transition().ease("linear").attr("x", wxs + 
(370/2)).duration(5000).delay(100).remove();
+    }
+
+    newIncomingWindowTuple();
+</script>
+
+<h3 id="edgent-code">Edgent code</h3>
+<div class="highlight"><pre><code class="language-java" data-lang="java"><span 
class="n">TWindow</span><span class="o">&lt;</span><span 
class="n">Integer</span><span class="o">&gt;</span> <span 
class="n">window</span> <span class="o">=</span> <span 
class="n">stream</span><span class="o">.</span><span 
class="na">last</span><span class="o">(</span><span class="mi">5</span><span 
class="o">,</span> <span class="n">TimeUnit</span><span class="o">.</span><span 
class="na">SECONDS</span><span class="o">,</span> <span class="n">tuple</span> 
<span class="o">-&gt;</span> <span class="mi">0</span><span class="o">);</span>
+</code></pre></div>
+<h3 id="explanation">Explanation</h3>
+
+<p><strong>Input stream</strong>: Tuples, such as sensor readings, are 
continually produced and represented as a red stream on the left.</p>
+
+<p><strong>Window</strong>: A window declaration of the last five seconds of 
tuples results in the window outlined in blue containing green tuples. A tuple 
is inserted into the window when it appears on the stream and is evicted five 
seconds later, since it will have been in the window for five seconds at that 
point.</p>
+
+<hr>
+
+<h2 id="continuous-aggregate-max-last-5-seconds">Continuous aggregate (max, 
last 5 seconds)</h2>
+
+<div id="agg-demo"></div>
+
+<style>
+    div#agg-demo {
+        font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+    }
+</style>
+
+<script>
+    var xt = 250;
+    var xs = 30;
+
+    var aggSvgContainer = d3.select("div#agg-demo").append("svg")
+        .attr("width", 800)
+        .attr("height", 200);
+
+    var aggWindow = aggSvgContainer.append("rect")
+        .attr("x", 300)
+        .attr("y", 75)
+        .attr("width", 370/2+45)
+        .attr("height", 80)
+        .style("stroke", "#286DA8")
+        .style("fill", "none")
+        .style("stroke-width", "3px");
+
+    var MaxTxt = aggSvgContainer.append("svg:text")
+        .attr("x", 480)
+        .attr("y", 165)
+        .attr("dx", 25)
+        .attr("dy", "1.0em")
+        .attr("text-anchor", "middle")
+        .text(function(datum) { return "MAX"; })
+        .attr("fill", "#8066B3");
+
+    function newIncomingAggTuple() {
+        var newAggTuple = aggSvgContainer.append("rect")
+            .attr("x", xs)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#CD5360");
+
+        var aggTv = Math.floor(Math.random() * 10);
+        var newAggTxt = aggSvgContainer.append("svg:text")
+            .attr("x", xs)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return aggTv; })
+            .attr("fill", "white");
+
+        newAggTxt.tv = aggTv;
+
+        newAggTuple.transition().ease("linear").attr("x", xs + 
xt).duration(6000).delay(100).remove();
+        newAggTxt.transition().ease("linear").attr("x", xs + 
xt).duration(6000).delay(100).remove().each('end',function() { 
windowedAggTuple(newAggTxt.tv); });
+
+        setTimeout(function() { newIncomingAggTuple();} ,  1200 + 
(Math.random() * 1000));
+    }
+
+    var aggWin = [];
+
+    function addToAggWindow(v) {
+        aggWin.push(v);
+        aggregate();
+    }
+
+    function evictFromAggWindow() {
+        aggWin.shift();
+        aggregate();
+    }
+
+    var wxs = 310;
+
+    function windowedAggTuple(tv) {
+        addToAggWindow(tv);
+
+        var windowAggTuple = aggSvgContainer.append("rect")
+            .attr("x", wxs)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#57BC90");
+
+        var windowAggTxt = aggSvgContainer.append("svg:text")
+            .attr("x", wxs)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return tv; })
+            .attr("fill", "white");
+
+        windowAggTxt.tv = tv;
+
+        windowAggTuple.transition().ease("linear").attr("x", wxs + 
(370/2)).duration(5000).delay(100).remove();
+        windowAggTxt.transition().ease("linear").attr("x", wxs + 
(370/2)).duration(5000).delay(100).remove().each('end', function() 
{evictFromAggWindow()});
+    }
+
+    function aggregate() {
+        var maxW = Math.max.apply(Math, aggWin);
+
+        var aggTuple = aggSvgContainer.append("rect")
+            .attr("x", 530)
+            .attr("y", 160)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#8066B3");
+
+        var txtMax = aggSvgContainer.append("svg:text")
+            .attr("x", 530)
+            .attr("y", 160)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return maxW; })
+            .attr("fill", "white");
+
+        aggTuple.transition().ease("linear").attr("x", 
770).duration(5000).delay(100).remove();
+        txtMax.transition().ease("linear").attr("x", 
770).duration(5000).delay(100).remove();
+    }
+
+    newIncomingAggTuple();
+</script>
+
+<h3 id="edgent-code">Edgent code</h3>
+<div class="highlight"><pre><code class="language-java" data-lang="java"><span 
class="n">TWindow</span><span class="o">&lt;</span><span 
class="n">Integer</span><span class="o">&gt;</span> <span 
class="n">window</span> <span class="o">=</span> <span 
class="n">stream</span><span class="o">.</span><span 
class="na">last</span><span class="o">(</span><span class="mi">5</span><span 
class="o">,</span> <span class="n">TimeUnit</span><span class="o">.</span><span 
class="na">SECONDS</span><span class="o">,</span> <span class="n">tuple</span> 
<span class="o">-&gt;</span> <span class="mi">0</span><span class="o">);</span>
+<span class="n">TStream</span><span class="o">&lt;</span><span 
class="n">Integer</span><span class="o">&gt;</span> <span class="n">max</span> 
<span class="o">=</span> <span class="n">window</span><span 
class="o">.</span><span class="na">aggregate</span><span 
class="o">((</span><span class="n">tuples</span><span class="o">,</span> <span 
class="n">key</span><span class="o">)</span> <span class="o">-&gt;</span> <span 
class="o">{</span>
+    <span class="k">return</span> <span class="n">Collections</span><span 
class="o">.</span><span class="na">max</span><span class="o">(</span><span 
class="n">tuples</span><span class="o">);</span>
+<span class="o">});</span>
+</code></pre></div>
+<h3 id="explanation">Explanation</h3>
+
+<p><strong>Input stream</strong>: Tuples, such as sensor readings, are 
continually produced and represented as a red stream on the left.</p>
+
+<p><strong>Window</strong>: A window declaration of the last five seconds of 
tuples results in the window outlined in blue containing green tuples. A tuple 
is inserted into the window when it appears on the stream and is evicted five 
seconds later, since it will have been in the window for five seconds at that 
point.</p>
+
+<p><strong>Aggregation</strong>: The window is <em>continuously</em> 
aggregated to find the maximum value in the window. <em>Continuously 
aggregated</em> means that every time the window contents changes, the 
aggregate is calculated and a tuple is produced on the purple output stream. 
The window changes every time a tuple is inserted or evicted, where time-based 
window insertions and evictions are independent events.</p>
+
+<hr>
+
+<h2 id="batch-size-last-5-seconds">Batch (size, last 5 seconds)</h2>
+
+<div id="batch-demo"></div>
+
+<style>
+    div#agg-demo {
+        font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+    }
+</style>
+
+<script>
+    var xt = 250;
+    var xs = 30;
+
+    var batchSvgContainer = d3.select("div#batch-demo").append("svg")
+        .attr("width", 800)
+        .attr("height", 200);
+
+    var batchWindow = batchSvgContainer.append("rect")
+        .attr("x", 300)
+        .attr("y", 75)
+        .attr("width", 370/2+45)
+        .attr("height", 80)
+        .style("stroke", "#286DA8")
+        .style("fill", "none")
+        .style("stroke-width", "3px");
+
+    var SizeTxt = batchSvgContainer.append("svg:text")
+        .attr("x", 480)
+        .attr("y", 165)
+        .attr("dx", 25)
+        .attr("dy", "1.0em")
+        .attr("text-anchor", "middle")
+        .text(function(datum) { return "SIZE"; })
+        .attr("fill", "#8066B3");
+
+    function newIncomingBatchTuple() {
+        var newBatchTuple = batchSvgContainer.append("rect")
+            .attr("x", xs)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#CD5360");
+
+        var batchTv = Math.floor(Math.random() * 10);
+        var newBatchTxt = batchSvgContainer.append("svg:text")
+            .attr("x", xs)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return batchTv; })
+            .attr("fill", "white");
+
+        newBatchTxt.tv = batchTv;
+
+        newBatchTuple.transition().ease("linear").attr("x", xs + 
xt).duration(6000).delay(100).remove();
+        newBatchTxt.transition().ease("linear").attr("x", xs + 
xt).duration(6000).delay(100).remove().each('end',function() { 
windowedBatchTuple(newBatchTxt.tv); });
+
+        setTimeout(function() { newIncomingBatchTuple();} ,  1200 + 
(Math.random() * 1000));
+    }
+
+    var batchWin = [];
+
+    // timer
+    var initialStart = 0;
+    var timer = 0;
+    function run() {
+        timer++;
+        if (timer == 5) {
+            console.log("5 seconds elapsed");
+            timer = 0;
+            batch();
+        }
+    }
+
+    function addToBatchWindow(v) {
+        batchWin.push(v);
+
+        if (initialStart == 0) {
+            initialStart = 1;
+            setInterval(run, 1000);
+        }
+    }
+
+    function evictFromBatchWindow() {
+        batchWin.shift();
+    }
+
+    var wxs = 310;
+
+    function windowedBatchTuple(tv) {
+        addToBatchWindow(tv);
+
+        var windowBatchTuple = batchSvgContainer.append("rect")
+            .attr("x", wxs)
+            .attr("y", 100)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#57BC90");
+
+        var windowBatchTxt = batchSvgContainer.append("svg:text")
+            .attr("x", wxs)
+            .attr("y", 100)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return tv; })
+            .attr("fill", "white");
+
+        windowBatchTxt.tv = tv;
+
+        windowBatchTuple.transition().ease("linear").attr("x", wxs + 
(370/2)).duration(5000).delay(100).remove();
+        windowBatchTxt.transition().ease("linear").attr("x", wxs + 
(370/2)).duration(5000).delay(100).remove().each('end', function() 
{evictFromBatchWindow()});
+    }
+
+    function batch() {
+        var sizeW = batchWin.length;
+        console.log("window size: " + sizeW);
+        var sizeTuple = batchSvgContainer.append("rect")
+            .attr("x", 530)
+            .attr("y", 160)
+            .attr("width", 30)
+            .attr("height", 30)
+            .style("fill", "#8066B3");
+
+        var txtSize = batchSvgContainer.append("svg:text")
+            .attr("x", 530)
+            .attr("y", 160)
+            .attr("dx", 15.5)
+            .attr("dy", 20)
+            .attr("text-anchor", "middle")
+            .text(function(datum) { return sizeW; })
+            .attr("fill", "white");
+
+        sizeTuple.transition().ease("linear").attr("x", 
770).duration(5000).delay(100).remove();
+        txtSize.transition().ease("linear").attr("x", 
770).duration(5000).delay(100).remove();
+    }
+
+    newIncomingBatchTuple();
+</script>
+
+<h3 id="edgent-code">Edgent code</h3>
+<div class="highlight"><pre><code class="language-java" data-lang="java"><span 
class="n">TWindow</span><span class="o">&lt;</span><span 
class="n">Integer</span><span class="o">&gt;</span> <span 
class="n">window</span> <span class="o">=</span> <span 
class="n">stream</span><span class="o">.</span><span 
class="na">last</span><span class="o">(</span><span class="mi">5</span><span 
class="o">,</span> <span class="n">TimeUnit</span><span class="o">.</span><span 
class="na">SECONDS</span><span class="o">,</span> <span class="n">tuple</span> 
<span class="o">-&gt;</span> <span class="mi">0</span><span class="o">);</span>
+<span class="n">TStream</span><span class="o">&lt;</span><span 
class="n">Integer</span><span class="o">&gt;</span> <span class="n">size</span> 
<span class="o">=</span> <span class="n">window</span><span 
class="o">.</span><span class="na">batch</span><span class="o">((</span><span 
class="n">tuples</span><span class="o">,</span> <span class="n">key</span><span 
class="o">)</span> <span class="o">-&gt;</span> <span class="o">{</span>
+    <span class="k">return</span> <span class="n">tuples</span><span 
class="o">.</span><span class="na">size</span><span class="o">();</span>
+<span class="o">});</span>
+</code></pre></div>
+<h3 id="explanation">Explanation</h3>
+
+<p><strong>Input stream</strong>: Tuples, such as sensor readings, are 
continually produced and represented as a red stream on the left.</p>
+
+<p><strong>Window</strong>: A window declaration of the last five seconds of 
tuples results in the window outlined in blue containing green tuples. A tuple 
is inserted into the window when it appears on the stream and is evicted five 
seconds later, since it will have been in the window for five seconds at that 
point.</p>
+
+<p><strong>Batch</strong>: The window is batched to find the number of tuples 
in the window. A <em>batch</em> means that every 5 seconds, the size of the 
window is calculated and a tuple is produced on the purple output stream.</p>
+
+
+<div class="tags">
+    
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+            <p class="small">Apache Edgent is an effort undergoing Incubation 
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+                    <li><a href="../docs/streaming-concepts.html">Streaming 
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+                    <li><a href="../docs/streaming-concepts.html">Streaming 
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+                    <li><a href="../docs/streaming-concepts.html">Streaming 
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http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/recipes/recipe_external_filter_range.html
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diff --git a/content/recipes/recipe_external_filter_range.html 
b/content/recipes/recipe_external_filter_range.html
index 685c227..b49eab6 100644
--- a/content/recipes/recipe_external_filter_range.html
+++ b/content/recipes/recipe_external_filter_range.html
@@ -308,6 +308,16 @@ window.location.href = uri;
                     
                     
                     
+                    <li><a href="../docs/streaming-concepts.html">Streaming 
concepts</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
                     <li><a href="../docs/common-edgent-operations.html">Common 
operations</a></li>
                     
 
@@ -734,7 +744,7 @@ optimalTempRange=[77.0..91.0]
         <div class="col-lg-12 footer">
 
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+            generated: Sep 8, 2016 <br/>
 
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http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/recipes/recipe_hello_edgent.html
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diff --git a/content/recipes/recipe_hello_edgent.html 
b/content/recipes/recipe_hello_edgent.html
index 0e75d56..89fd65b 100644
--- a/content/recipes/recipe_hello_edgent.html
+++ b/content/recipes/recipe_hello_edgent.html
@@ -308,6 +308,16 @@ window.location.href = uri;
                     
                     
                     
+                    <li><a href="../docs/streaming-concepts.html">Streaming 
concepts</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
                     <li><a href="../docs/common-edgent-operations.html">Common 
operations</a></li>
                     
 
@@ -688,7 +698,7 @@ Edgent!
         <div class="col-lg-12 footer">
 
              Site last
-            generated: Sep 6, 2016 <br/>
+            generated: Sep 8, 2016 <br/>
 
         </div>
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http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/recipes/recipe_parallel_analytics.html
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diff --git a/content/recipes/recipe_parallel_analytics.html 
b/content/recipes/recipe_parallel_analytics.html
index ec95746..8000e6b 100644
--- a/content/recipes/recipe_parallel_analytics.html
+++ b/content/recipes/recipe_parallel_analytics.html
@@ -308,6 +308,16 @@ window.location.href = uri;
                     
                     
                     
+                    <li><a href="../docs/streaming-concepts.html">Streaming 
concepts</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
                     <li><a href="../docs/common-edgent-operations.html">Common 
operations</a></li>
                     
 
@@ -787,7 +797,7 @@ stream -&gt; split(width,splitter) -&gt; |-&gt; isolate(10) 
-&gt; pipeline-ch1 -
         <div class="col-lg-12 footer">
 
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+            generated: Sep 8, 2016 <br/>
 
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http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/recipes/recipe_source_function.html
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diff --git a/content/recipes/recipe_source_function.html 
b/content/recipes/recipe_source_function.html
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--- a/content/recipes/recipe_source_function.html
+++ b/content/recipes/recipe_source_function.html
@@ -308,6 +308,16 @@ window.location.href = uri;
                     
                     
                     
+                    <li><a href="../docs/streaming-concepts.html">Streaming 
concepts</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
                     <li><a href="../docs/common-edgent-operations.html">Common 
operations</a></li>
                     
 
@@ -701,7 +711,7 @@ $('#toc').on('click', 'a', function() {
         <div class="col-lg-12 footer">
 
              Site last
-            generated: Sep 6, 2016 <br/>
+            generated: Sep 8, 2016 <br/>
 
         </div>
     </div>

http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/recipes/recipe_value_out_of_range.html
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diff --git a/content/recipes/recipe_value_out_of_range.html 
b/content/recipes/recipe_value_out_of_range.html
index fae3320..f00762c 100644
--- a/content/recipes/recipe_value_out_of_range.html
+++ b/content/recipes/recipe_value_out_of_range.html
@@ -308,6 +308,16 @@ window.location.href = uri;
                     
                     
                     
+                    <li><a href="../docs/streaming-concepts.html">Streaming 
concepts</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
                     <li><a href="../docs/common-edgent-operations.html">Common 
operations</a></li>
                     
 
@@ -816,7 +826,7 @@ Temperature may not be optimal! It is 77.5°F!
         <div class="col-lg-12 footer">
 
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+            generated: Sep 8, 2016 <br/>
 
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http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/search.json
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diff --git a/content/search.json b/content/search.json
index f18c770..7e5ecbf 100644
--- a/content/search.json
+++ b/content/search.json
@@ -280,6 +280,17 @@
 
 
 
+{
+"title": "Streaming concepts",
+"tags": "",
+"keywords": "",
+"url": "../docs/streaming-concepts",
+"summary": ""
+},
+
+
+
+
 
 
 

http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/title-checker.html
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diff --git a/content/title-checker.html b/content/title-checker.html
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 </body>
 </html>
\ No newline at end of file

http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/titlepage.html
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diff --git a/content/titlepage.html b/content/titlepage.html
index 3ebeb94..60e58a1 100644
--- a/content/titlepage.html
+++ b/content/titlepage.html
@@ -308,6 +308,16 @@ window.location.href = uri;
                     
                     
                     
+                    <li><a href="../docs/streaming-concepts.html">Streaming 
concepts</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
                     <li><a href="../docs/common-edgent-operations.html">Common 
operations</a></li>
                     
 
@@ -602,7 +612,7 @@ $('#toc').on('click', 'a', function() {
       <div class="printTitleArea">
         <div class="printTitle"></div>
         <div class="printSubtitle"></div>
-        <div class="lastGeneratedDate">Last generated: September 06, 2016</div>
+        <div class="lastGeneratedDate">Last generated: September 08, 2016</div>
         <hr />
 
         <div class="printTitleImage">
@@ -649,7 +659,7 @@ $('#toc').on('click', 'a', function() {
         <div class="col-lg-12 footer">
 
              Site last
-            generated: Sep 6, 2016 <br/>
+            generated: Sep 8, 2016 <br/>
 
         </div>
     </div>

http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/tocpage.html
----------------------------------------------------------------------
diff --git a/content/tocpage.html b/content/tocpage.html
index 9eaeda4..1841f79 100644
--- a/content/tocpage.html
+++ b/content/tocpage.html
@@ -308,6 +308,16 @@ window.location.href = uri;
                     
                     
                     
+                    <li><a href="../docs/streaming-concepts.html">Streaming 
concepts</a></li>
+                    
+
+                    
+
+                    
+                    
+                    
+                    
+                    
                     <li><a href="../docs/common-edgent-operations.html">Common 
operations</a></li>
                     
 
@@ -648,6 +658,12 @@ $('#toc').on('click', 'a', function() {
         
         
                 
+                <li><a href="/docs/streaming-concepts.html">Streaming 
concepts</a>
+                    
+        </li>
+        
+        
+                
                 <li><a href="/docs/common-edgent-operations.html">Common 
operations</a>
                     
         </li>
@@ -825,7 +841,7 @@ $('#toc').on('click', 'a', function() {
         <div class="col-lg-12 footer">
 
              Site last
-            generated: Sep 6, 2016 <br/>
+            generated: Sep 8, 2016 <br/>
 
         </div>
     </div>

http://git-wip-us.apache.org/repos/asf/incubator-edgent-website/blob/99f8415f/content/urls_mydoc.txt
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diff --git a/content/urls_mydoc.txt b/content/urls_mydoc.txt
index 987ada9..9dbd383 100644
--- a/content/urls_mydoc.txt
+++ b/content/urls_mydoc.txt
@@ -41,6 +41,13 @@
 
 
  
+/docs/streaming-concepts:
+  title: "Streaming concepts"
+  url: "../docs/streaming-concepts.html"
+  link: "<a href='../docs/streaming-concepts.html'>Streaming concepts</a>"
+
+
+ 
 /docs/common-edgent-operations:
   title: "Common operations"
   url: "../docs/common-edgent-operations.html"

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