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    <title>Magnolia - Issue tracker</title>
    <link>https://jira.magnolia-cms.com</link>
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        <build-date>19-01-2023</build-date>
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<item>
            <title>[MLEARN-11] Configuration to reduce the size of networks</title>
                <link>https://jira.magnolia-cms.com/browse/MLEARN-11</link>
                <project id="15880" key="MLEARN">Machine Learning</project>
                    <description>&lt;p&gt;Make the number of output labels configurable - currently it is hardcoded to 10&apos;000 (&lt;a href=&quot;https://git.magnolia-cms.com/projects/ENTERPRISE/repos/machine-learning/browse/periscope-result-ranker/src/main/java/info/magnolia/periscope/rank/ml/NeuralNetworkResultRanker.java#65&quot; class=&quot;external-link&quot; target=&quot;_blank&quot; rel=&quot;nofollow noopener&quot;&gt;https://git.magnolia-cms.com/projects/ENTERPRISE/repos/machine-learning/browse/periscope-result-ranker/src/main/java/info/magnolia/periscope/rank/ml/NeuralNetworkResultRanker.java#65&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;Default value: 10&apos;000&lt;/p&gt;




&lt;p&gt;&lt;b&gt;Original Ticket:&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;As a further measure to mitigate possible memory issues, we could reduce the size of networks, for example reducing the max number of output units (labels) from 10k to 1k would likely shave off ~70% of its size. Here some possible downsides&lt;/p&gt;
&lt;ul&gt;
	&lt;li&gt;&lt;b&gt;Shrink the output layer from 10k to 1k&lt;/b&gt; -&amp;gt; we would &quot;forget&quot; rankings more quickly, that is, once we&apos;ve seen 1001 different results, the first one would be forgotten. It&apos;s a bit hard to estimate how soon that would be in a typical setup, but 10k certainly feels safer.&lt;/li&gt;
	&lt;li&gt;&lt;b&gt;Ignore non-printable ascii characters and perhaps uppercase letters&lt;/b&gt; -&amp;gt; ideally no effect on accuracy since those are useless anyway. But we&apos;d only save a small percentage (maybe 10%?) and have quite a bit of implementation work.&lt;/li&gt;
	&lt;li&gt;&lt;b&gt;Shrink hidden layers&lt;/b&gt; -&amp;gt; that&apos;s a gamble, hard to predict.&lt;/li&gt;
&lt;/ul&gt;
</description>
                <environment></environment>
        <key id="72747">MLEARN-11</key>
            <summary>Configuration to reduce the size of networks</summary>
                <type id="14" iconUrl="https://jira.magnolia-cms.com/secure/viewavatar?size=xsmall&amp;avatarId=10895&amp;avatarType=issuetype">Story</type>
                                            <priority id="6" iconUrl="https://jira.magnolia-cms.com/images/icons/priorities/neutral.gif">Neutral</priority>
                        <status id="6" iconUrl="https://jira.magnolia-cms.com/images/icons/statuses/closed.png" description="The issue is considered finished, the resolution is correct. Issues which are not closed can be reopened.">Closed</status>
                    <statusCategory id="3" key="done" colorName="success"/>
                                    <resolution id="11">Done</resolution>
                                        <assignee username="fgrilli">Federico Grilli</assignee>
                                    <reporter username="fgrilli">Federico Grilli</reporter>
                        <labels>
                    </labels>
                <created>Wed, 16 Jan 2019 11:57:31 +0100</created>
                <updated>Mon, 25 Mar 2019 11:12:41 +0100</updated>
                            <resolved>Wed, 20 Mar 2019 16:20:31 +0100</resolved>
                                                    <fixVersion>1.1</fixVersion>
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                                <comments>
                            <comment id="178332" author="ahietala" created="Wed, 23 Jan 2019 08:26:20 +0100"  >&lt;p&gt;&lt;a href=&quot;https://jira.magnolia-cms.com/secure/ViewProfile.jspa?name=fgrilli&quot; class=&quot;user-hover&quot; rel=&quot;fgrilli&quot;&gt;fgrilli&lt;/a&gt; / &lt;a href=&quot;https://jira.magnolia-cms.com/secure/ViewProfile.jspa?name=creichenbach&quot; class=&quot;user-hover&quot; rel=&quot;creichenbach&quot;&gt;creichenbach&lt;/a&gt;, can you explain what shrinking the output layer (from 10k to 1k labels) would mean to a user? What does forgetting rankings mean?&lt;/p&gt;</comment>
                            <comment id="178379" author="creichenbach" created="Wed, 23 Jan 2019 13:38:56 +0100"  >&lt;p&gt;&lt;a href=&quot;https://jira.magnolia-cms.com/secure/ViewProfile.jspa?name=ahietala&quot; class=&quot;user-hover&quot; rel=&quot;ahietala&quot;&gt;ahietala&lt;/a&gt; The ranking system works in a way that it gets a list of results and applies a relevance score to each one of them based on the search query. Now, in order to improve that scoring over time, it memorizes results and learns from past selections, and the memorized result set is limited in size. For example if you often search for &quot;pa&quot; and select &quot;Pages&quot;, it will give a higher and higher score to that same result for similar searches in the future.&lt;/p&gt;

&lt;p&gt;If the set of memorized/trained-on results is full and new ones arrive, we drop the oldest result with its scoring to make some space. For example if our size limit is 3 and we already have &lt;span class=&quot;error&quot;&gt;&amp;#91;&amp;quot;Pages&amp;quot;, &amp;quot;Assets&amp;quot;, &amp;quot;Tours&amp;quot;&amp;#93;&lt;/span&gt;, then a new result &quot;Contacts&quot; arrives, we&apos;ll drop the oldest one and forget any past-learned ranking, so our new memorized list is &lt;span class=&quot;error&quot;&gt;&amp;#91;&amp;quot;Contacts&amp;quot;, &amp;quot;Assets&amp;quot;, &amp;quot;Tours&amp;quot;&amp;#93;&lt;/span&gt;. Of course, if now &quot;Pages&quot; turns up again in the future, the carousel keeps on turning and another result is dropped in favor of &quot;Pages&quot;, but previous rankings will be lost, meaning it&apos;s again ranked low (or randomly, to some degree).&lt;/p&gt;

&lt;p&gt;Now in our case with a limit of 10k, the first time we&apos;ll drop a result ranking will be as soon as we see the 10001st different result, if ever. &quot;Seeing&quot; in this context means anything that&apos;s ever listed in Find Bar results, which is a maximum of 100 at a time, distinguished by result title.&lt;/p&gt;

&lt;p&gt;So to give you an idea of magnitude, this would mean triggering 100 searches with completely pairwise different/unique results until the quota is reached. Or in other words, Find Bar must have listed 10k different results/things (apps, JCR nodes) to get to this point. With a 1k limit, that would mean 10 of those completely unique result sets (1k different results).&lt;/p&gt;

&lt;p&gt;To check out how many labels your local setup currently has memorized, count the number of properties on &lt;b&gt;&lt;tt&gt;/modules/periscope-result-ranker/persistence/labels&lt;/tt&gt;&lt;/b&gt; in the configuration workspace - all the labels are listed there (not in order though). The best simulation would be to have a long-living instance and count it there. I just check out my local ee-pro-demo one I&apos;ve been using for development the past few days, and it has 599 entries so far.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;I hope my explanations make sense, otherwise feel free to ask more. &lt;img class=&quot;emoticon&quot; src=&quot;https://jira.magnolia-cms.com/images/icons/emoticons/biggrin.png&quot; height=&quot;16&quot; width=&quot;16&quot; align=&quot;absmiddle&quot; alt=&quot;&quot; border=&quot;0&quot;/&gt;&lt;/em&gt;&lt;/p&gt;</comment>
                            <comment id="178477" author="fgrilli" created="Thu, 24 Jan 2019 13:46:56 +0100"  >&lt;p&gt;&lt;a href=&quot;https://jira.magnolia-cms.com/secure/ViewProfile.jspa?name=creichenbach&quot; class=&quot;user-hover&quot; rel=&quot;creichenbach&quot;&gt;creichenbach&lt;/a&gt;&#160;Would reducing the labels also reduce the size of the file (I guess that&apos;s the &quot;training dataset&quot;?) that we store in JCR and gets loaded in memory by DL4J? Cause that file seems to be the heavy weight there (~13MB in our demo), not much the labels which occupy just a few KB?&lt;/p&gt;</comment>
                            <comment id="178500" author="creichenbach" created="Thu, 24 Jan 2019 14:33:11 +0100"  >&lt;p&gt;&lt;a href=&quot;https://jira.magnolia-cms.com/secure/ViewProfile.jspa?name=fgrilli&quot; class=&quot;user-hover&quot; rel=&quot;fgrilli&quot;&gt;fgrilli&lt;/a&gt; I think so. If I&apos;m not mistaken, that file consists mostly of (trained) &quot;parameters&quot; (it&apos;s not the training dataset though), which is for the most part input weights of the network (one per &quot;edge&quot; of the graph). So the number of input weights usually dominate in-memory as well as persisted file size.&lt;/p&gt;

&lt;p&gt;FWIW, this illustration outlines the configuration of our neural network, &lt;b&gt;n&lt;/b&gt; is the number of units/nodes we&apos;d change, in the last layer: &lt;a href=&quot;https://wiki.magnolia-cms.com/display/DEV/Result+Ranking+Neural+Network?preview=/173016662/173016844/Deep%20Search%20-%20illustrations%20for%20NN%20documentation(10).png#ResultRankingNeuralNetwork-Neuralnetworkarchitectureoverview&quot; class=&quot;external-link&quot; target=&quot;_blank&quot; rel=&quot;nofollow noopener&quot;&gt;Result Ranker Neural Network (Illustration)&lt;/a&gt;&lt;/p&gt;</comment>
                            <comment id="178503" author="slutz" created="Thu, 24 Jan 2019 14:40:11 +0100"  >&lt;p&gt;After discussion with &lt;a href=&quot;https://jira.magnolia-cms.com/secure/ViewProfile.jspa?name=creichenbach&quot; class=&quot;user-hover&quot; rel=&quot;creichenbach&quot;&gt;creichenbach&lt;/a&gt;, an option would be to remove results by a LRU policy (last recently used) rather than FIFO. With this we would still keep the most often used ones even when we&apos;d reduce the labels.&lt;/p&gt;</comment>
                            <comment id="183067" author="hieu.nguyen" created="Mon, 25 Mar 2019 11:12:41 +0100"  >&lt;p&gt;&lt;a href=&quot;https://jira.magnolia-cms.com/browse/MLEARN-13&quot; title=&quot;The number of labels stays unchanged upon subsequent searches&quot; class=&quot;issue-link&quot; data-issue-key=&quot;MLEARN-13&quot;&gt;&lt;del&gt;MLEARN-13&lt;/del&gt;&lt;/a&gt; found while doing QA.&lt;/p&gt;</comment>
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                                        <div style="cursor: default; text-align: left; flex-grow: 1; padding-right: 3px; margin-top: 2px;">
                                                
                                                
                                                <span >
                                                        <span>Doc/release notes changes? Comment present?</span>

                        </span>
                    </div>
                                                                    <span style="padding-right: 1px; white-space: nowrap;">
                                                        
                                                        
                                                                                </span>
                                    </div>
                                                <div style="display: flex; align-items: flex-start; padding: 0; margin-left: 12px; float: none; font-size: 14px;">
                                                                <span style="padding-right: 5px; align-self: flex-start;">
                                <svg width="22" height="22" viewBox="0 0 22 22" fill="none" xmlns="http://www.w3.org/2000/svg" class="unchecked"><path d="M0.441406 6.94141C0.441406 5.28455 1.78455 3.94141 3.44141 3.94141H15.4414C17.0983 3.94141 18.4414 5.28455 18.4414 6.94141V18.9414C18.4414 20.5983 17.0983 21.9414 15.4414 21.9414H3.44141C1.78455 21.9414 0.441406 20.5983 0.441406 18.9414V6.94141Z" fill="#EFF4FB" /><path fill-rule="evenodd" clip-rule="evenodd" d="M12.4414 3.94141H3.44141C1.78455 3.94141 0.441406 5.28455 0.441406 6.94141V18.9414C0.441406 20.5983 1.78455 21.9414 3.44141 21.9414H15.4414C17.0983 21.9414 18.4414 20.5983 18.4414 18.9414V9.94141H17.4414V18.9414C17.4414 20.046 16.546 20.9414 15.4414 20.9414H3.44141C2.33684 20.9414 1.44141 20.046 1.44141 18.9414V6.94141C1.44141 5.83684 2.33684 4.94141 3.44141 4.94141H12.4414V3.94141Z" fill="#ADBBD0" /><path d="M21.5306 5.91574L19.3486 4.58101L21.5306 3.24628C21.5681 3.22328 21.595 3.18633 21.6053 3.14348C21.6156 3.10063 21.6084 3.05545 21.5855 3.01792L20.9444 1.96985C20.8966 1.89162 20.7942 1.86696 20.716 1.91479L18.6331 3.18898V0.747138C18.6331 0.65546 18.5587 0.581055 18.4671 0.581055H17.2386C17.1469 0.581055 17.0725 0.65546 17.0725 0.747138V3.18898L14.9896 1.91487C14.9112 1.86704 14.8091 1.89162 14.7612 1.96993L14.1201 3.018C14.0972 3.05554 14.09 3.10071 14.1003 3.14356C14.1106 3.18641 14.1375 3.22336 14.175 3.24637L16.3571 4.58101L14.175 5.91574C14.1375 5.93866 14.1106 5.9757 14.1003 6.01847C14.09 6.0614 14.0972 6.10657 14.1201 6.14411L14.7612 7.1921C14.8091 7.27032 14.9112 7.29507 14.9896 7.24724L17.0725 5.97304V8.41489C17.0725 8.50657 17.1469 8.58097 17.2386 8.58097H18.4671C18.5587 8.58097 18.6331 8.50657 18.6331 8.41489V5.97313L20.7161 7.24715C20.7943 7.29499 20.8967 7.27032 20.9444 7.19218L21.5856 6.14411C21.6085 6.10657 21.6157 6.0614 21.6054 6.01855C21.5952 5.97562 21.5682 5.93875 21.5306 5.91574Z" fill="#de350b" /></svg>
                        </span>
                                        <div style="cursor: default; text-align: left; flex-grow: 1; padding-right: 3px; margin-top: 2px;">
                                                
                                                
                                                <span >
                                                        <span>Downstream builds green?</span>

                        </span>
                    </div>
                                                                    <span style="padding-right: 1px; white-space: nowrap;">
                                                        
                                                        
                                                                                </span>
                                    </div>
                                                <div style="display: flex; align-items: flex-start; padding: 0; margin-left: 12px; float: none; font-size: 14px;">
                                                                <span style="padding-right: 5px; align-self: flex-start;">
                                <svg width="22" height="22" viewBox="0 0 22 22" fill="none" xmlns="http://www.w3.org/2000/svg" class="unchecked"><path d="M0.441406 6.94141C0.441406 5.28455 1.78455 3.94141 3.44141 3.94141H15.4414C17.0983 3.94141 18.4414 5.28455 18.4414 6.94141V18.9414C18.4414 20.5983 17.0983 21.9414 15.4414 21.9414H3.44141C1.78455 21.9414 0.441406 20.5983 0.441406 18.9414V6.94141Z" fill="#EFF4FB" /><path fill-rule="evenodd" clip-rule="evenodd" d="M12.4414 3.94141H3.44141C1.78455 3.94141 0.441406 5.28455 0.441406 6.94141V18.9414C0.441406 20.5983 1.78455 21.9414 3.44141 21.9414H15.4414C17.0983 21.9414 18.4414 20.5983 18.4414 18.9414V9.94141H17.4414V18.9414C17.4414 20.046 16.546 20.9414 15.4414 20.9414H3.44141C2.33684 20.9414 1.44141 20.046 1.44141 18.9414V6.94141C1.44141 5.83684 2.33684 4.94141 3.44141 4.94141H12.4414V3.94141Z" fill="#ADBBD0" /><path d="M21.5306 5.91574L19.3486 4.58101L21.5306 3.24628C21.5681 3.22328 21.595 3.18633 21.6053 3.14348C21.6156 3.10063 21.6084 3.05545 21.5855 3.01792L20.9444 1.96985C20.8966 1.89162 20.7942 1.86696 20.716 1.91479L18.6331 3.18898V0.747138C18.6331 0.65546 18.5587 0.581055 18.4671 0.581055H17.2386C17.1469 0.581055 17.0725 0.65546 17.0725 0.747138V3.18898L14.9896 1.91487C14.9112 1.86704 14.8091 1.89162 14.7612 1.96993L14.1201 3.018C14.0972 3.05554 14.09 3.10071 14.1003 3.14356C14.1106 3.18641 14.1375 3.22336 14.175 3.24637L16.3571 4.58101L14.175 5.91574C14.1375 5.93866 14.1106 5.9757 14.1003 6.01847C14.09 6.0614 14.0972 6.10657 14.1201 6.14411L14.7612 7.1921C14.8091 7.27032 14.9112 7.29507 14.9896 7.24724L17.0725 5.97304V8.41489C17.0725 8.50657 17.1469 8.58097 17.2386 8.58097H18.4671C18.5587 8.58097 18.6331 8.50657 18.6331 8.41489V5.97313L20.7161 7.24715C20.7943 7.29499 20.8967 7.27032 20.9444 7.19218L21.5856 6.14411C21.6085 6.10657 21.6157 6.0614 21.6054 6.01855C21.5952 5.97562 21.5682 5.93875 21.5306 5.91574Z" fill="#de350b" /></svg>
                        </span>
                                        <div style="cursor: default; text-align: left; flex-grow: 1; padding-right: 3px; margin-top: 2px;">
                                                
                                                
                                                <span >
                                                        <span>Solution information and context easily available?</span>

                        </span>
                    </div>
                                                                    <span style="padding-right: 1px; white-space: nowrap;">
                                                        
                                                        
                                                                                </span>
                                    </div>
                                                <div style="display: flex; align-items: flex-start; padding: 0; margin-left: 12px; float: none; font-size: 14px;">
                                                                <span style="padding-right: 5px; align-self: flex-start;">
                                <svg width="22" height="22" viewBox="0 0 22 22" fill="none" xmlns="http://www.w3.org/2000/svg" class="unchecked"><path d="M0.441406 6.94141C0.441406 5.28455 1.78455 3.94141 3.44141 3.94141H15.4414C17.0983 3.94141 18.4414 5.28455 18.4414 6.94141V18.9414C18.4414 20.5983 17.0983 21.9414 15.4414 21.9414H3.44141C1.78455 21.9414 0.441406 20.5983 0.441406 18.9414V6.94141Z" fill="#EFF4FB" /><path fill-rule="evenodd" clip-rule="evenodd" d="M12.4414 3.94141H3.44141C1.78455 3.94141 0.441406 5.28455 0.441406 6.94141V18.9414C0.441406 20.5983 1.78455 21.9414 3.44141 21.9414H15.4414C17.0983 21.9414 18.4414 20.5983 18.4414 18.9414V9.94141H17.4414V18.9414C17.4414 20.046 16.546 20.9414 15.4414 20.9414H3.44141C2.33684 20.9414 1.44141 20.046 1.44141 18.9414V6.94141C1.44141 5.83684 2.33684 4.94141 3.44141 4.94141H12.4414V3.94141Z" fill="#ADBBD0" /><path d="M21.5306 5.91574L19.3486 4.58101L21.5306 3.24628C21.5681 3.22328 21.595 3.18633 21.6053 3.14348C21.6156 3.10063 21.6084 3.05545 21.5855 3.01792L20.9444 1.96985C20.8966 1.89162 20.7942 1.86696 20.716 1.91479L18.6331 3.18898V0.747138C18.6331 0.65546 18.5587 0.581055 18.4671 0.581055H17.2386C17.1469 0.581055 17.0725 0.65546 17.0725 0.747138V3.18898L14.9896 1.91487C14.9112 1.86704 14.8091 1.89162 14.7612 1.96993L14.1201 3.018C14.0972 3.05554 14.09 3.10071 14.1003 3.14356C14.1106 3.18641 14.1375 3.22336 14.175 3.24637L16.3571 4.58101L14.175 5.91574C14.1375 5.93866 14.1106 5.9757 14.1003 6.01847C14.09 6.0614 14.0972 6.10657 14.1201 6.14411L14.7612 7.1921C14.8091 7.27032 14.9112 7.29507 14.9896 7.24724L17.0725 5.97304V8.41489C17.0725 8.50657 17.1469 8.58097 17.2386 8.58097H18.4671C18.5587 8.58097 18.6331 8.50657 18.6331 8.41489V5.97313L20.7161 7.24715C20.7943 7.29499 20.8967 7.27032 20.9444 7.19218L21.5856 6.14411C21.6085 6.10657 21.6157 6.0614 21.6054 6.01855C21.5952 5.97562 21.5682 5.93875 21.5306 5.91574Z" fill="#de350b" /></svg>
                        </span>
                                        <div style="cursor: default; text-align: left; flex-grow: 1; padding-right: 3px; margin-top: 2px;">
                                                
                                                
                                                <span >
                                                        <span><strong>Tests</strong></span>

                        </span>
                    </div>
                                                                    <span style="padding-right: 1px; white-space: nowrap;">
                                                        
                                                        
                                                                                </span>
                                    </div>
                                                <div style="display: flex; align-items: flex-start; padding: 0; margin-left: 12px; float: none; font-size: 14px;">
                                                                <span style="padding-right: 5px; align-self: flex-start;">
                                <svg width="22" height="22" viewBox="0 0 22 22" fill="none" xmlns="http://www.w3.org/2000/svg" class="unchecked"><path d="M0.441406 6.94141C0.441406 5.28455 1.78455 3.94141 3.44141 3.94141H15.4414C17.0983 3.94141 18.4414 5.28455 18.4414 6.94141V18.9414C18.4414 20.5983 17.0983 21.9414 15.4414 21.9414H3.44141C1.78455 21.9414 0.441406 20.5983 0.441406 18.9414V6.94141Z" fill="#EFF4FB" /><path fill-rule="evenodd" clip-rule="evenodd" d="M12.4414 3.94141H3.44141C1.78455 3.94141 0.441406 5.28455 0.441406 6.94141V18.9414C0.441406 20.5983 1.78455 21.9414 3.44141 21.9414H15.4414C17.0983 21.9414 18.4414 20.5983 18.4414 18.9414V9.94141H17.4414V18.9414C17.4414 20.046 16.546 20.9414 15.4414 20.9414H3.44141C2.33684 20.9414 1.44141 20.046 1.44141 18.9414V6.94141C1.44141 5.83684 2.33684 4.94141 3.44141 4.94141H12.4414V3.94141Z" fill="#ADBBD0" /><path d="M21.5306 5.91574L19.3486 4.58101L21.5306 3.24628C21.5681 3.22328 21.595 3.18633 21.6053 3.14348C21.6156 3.10063 21.6084 3.05545 21.5855 3.01792L20.9444 1.96985C20.8966 1.89162 20.7942 1.86696 20.716 1.91479L18.6331 3.18898V0.747138C18.6331 0.65546 18.5587 0.581055 18.4671 0.581055H17.2386C17.1469 0.581055 17.0725 0.65546 17.0725 0.747138V3.18898L14.9896 1.91487C14.9112 1.86704 14.8091 1.89162 14.7612 1.96993L14.1201 3.018C14.0972 3.05554 14.09 3.10071 14.1003 3.14356C14.1106 3.18641 14.1375 3.22336 14.175 3.24637L16.3571 4.58101L14.175 5.91574C14.1375 5.93866 14.1106 5.9757 14.1003 6.01847C14.09 6.0614 14.0972 6.10657 14.1201 6.14411L14.7612 7.1921C14.8091 7.27032 14.9112 7.29507 14.9896 7.24724L17.0725 5.97304V8.41489C17.0725 8.50657 17.1469 8.58097 17.2386 8.58097H18.4671C18.5587 8.58097 18.6331 8.50657 18.6331 8.41489V5.97313L20.7161 7.24715C20.7943 7.29499 20.8967 7.27032 20.9444 7.19218L21.5856 6.14411C21.6085 6.10657 21.6157 6.0614 21.6054 6.01855C21.5952 5.97562 21.5682 5.93875 21.5306 5.91574Z" fill="#de350b" /></svg>
                        </span>
                                        <div style="cursor: default; text-align: left; flex-grow: 1; padding-right: 3px; margin-top: 2px;">
                                                
                                                
                                                <span >
                                                        <span><strong>FixVersion</strong> filled and not yet released</span>

                        </span>
                    </div>
                                                                    <span style="padding-right: 1px; white-space: nowrap;">
                                                        
                                                        
                                                                                </span>
                                    </div>
                                                <div style="display: flex; align-items: flex-start; padding: 0; margin-left: 12px; float: none; font-size: 14px;">
                                                                <span style="padding-right: 5px; align-self: flex-start;">
                                <svg width="22" height="22" viewBox="0 0 22 22" fill="none" xmlns="http://www.w3.org/2000/svg" class="unchecked"><rect fill="#EFF4FB" height="17.5" rx="2.5" stroke="#ADBBD0" width="18" x="0.44141" y="3.94141"/></svg>
                        </span>
                                        <div style="cursor: default; text-align: left; flex-grow: 1; padding-right: 3px; margin-top: 2px;">
                                                
                                                
                                                <span >
                                                        <span>Architecture Decision Record (<strong>ADR</strong>)</span>

                        </span>
                    </div>
                                                                    <span style="padding-right: 1px; white-space: nowrap;">
                                                        
                                                        
                                                                                </span>
                                    </div>
                                            ]]>
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