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    <title>Magnolia - Issue tracker</title>
    <link>https://jira.magnolia-cms.com</link>
    <description>This file is an XML representation of an issue</description>
    <language>en-uk</language>    <build-info>
        <version>9.4.2</version>
        <build-number>940002</build-number>
        <build-date>19-01-2023</build-date>
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<item>
            <title>[MGNLPER-7] Research how to store a network model (trained user preferences)</title>
                <link>https://jira.magnolia-cms.com/browse/MGNLPER-7</link>
                <project id="14882" key="MGNLPER">Periscope</project>
                    <description>&lt;p&gt;Currently, we have no way to store trained neural network within magnolia or file system. However, it is essentially to store it somewhere to that users&apos; preferences will not be lost when instance has restarted.&lt;/p&gt;

&lt;p&gt;User story:&lt;/p&gt;
&lt;blockquote&gt;&lt;p&gt;As a user, I want Magnolia to provide increasingly relevant search results to me. I typically search for the same things. Remember what I searched in the past. Remember it across sessions.&lt;/p&gt;&lt;/blockquote&gt;
&lt;p&gt;Acceptance criteria:&lt;/p&gt;
&lt;ul&gt;
	&lt;li&gt;Search results improve over time.&lt;/li&gt;
	&lt;li&gt;Search results are user specific.&lt;/li&gt;
	&lt;li&gt;Search results are persistent.&lt;/li&gt;
	&lt;li&gt;Decide where to store the trained model per user.&lt;/li&gt;
	&lt;li&gt;Decide how to store the trained model.&lt;/li&gt;
	&lt;li&gt;Performance criteria: the user should not notice that we load the model. Find a convenient time to load the model so the user doesn&apos;t perceive slowness when they try to search.&lt;/li&gt;
&lt;/ul&gt;
</description>
                <environment></environment>
        <key id="64445">MGNLPER-7</key>
            <summary>Research how to store a network model (trained user preferences)</summary>
                <type id="2" iconUrl="https://jira.magnolia-cms.com/secure/viewavatar?size=xsmall&amp;avatarId=10891&amp;avatarType=issuetype">New Feature</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="creichenbach">Cedric Reichenbach</assignee>
                                    <reporter username="ilgun">Ilgun Ilgun</reporter>
                        <labels>
                    </labels>
                <created>Mon, 19 Feb 2018 15:02:56 +0100</created>
                <updated>Fri, 6 Jul 2018 15:38:38 +0200</updated>
                            <resolved>Fri, 6 Jul 2018 15:34:01 +0200</resolved>
                                                    <fixVersion>1.0</fixVersion>
                                        <due></due>
                            <votes>0</votes>
                                    <watches>2</watches>
                                                                                                                <comments>
                            <comment id="164306" author="creichenbach" created="Fri, 6 Jul 2018 15:24:08 +0200"  >&lt;p&gt;&lt;b&gt;Solution:&lt;/b&gt;&lt;br/&gt;
 Use&#160;&lt;a href=&quot;https://deeplearning4j.org/doc/org/deeplearning4j/util/ModelSerializer.html#writeModel-org.deeplearning4j.nn.api.Model-java.io.OutputStream-boolean-&quot; class=&quot;external-link&quot; target=&quot;_blank&quot; rel=&quot;nofollow noopener&quot;&gt;&lt;tt&gt;ModelSerializer#writeModel&lt;/tt&gt;&lt;/a&gt; to serialize our network to an OutputStream, then pipe data into binary JCR node (using &lt;a href=&quot;https://jackrabbit.apache.org/api/2.8/org/apache/jackrabbit/commons/JcrUtils.html#putFile(javax.jcr.Node,%20java.lang.String,%20java.lang.String,%20java.io.InputStream)&quot; class=&quot;external-link&quot; target=&quot;_blank&quot; rel=&quot;nofollow noopener&quot;&gt;&lt;tt&gt;JcrUtils#putFile&lt;/tt&gt;&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;As soon as we have per-user result ranking, we may store it in the &lt;tt&gt;profiles&lt;/tt&gt; workspace, under the corresponding user node.&lt;/p&gt;</comment>
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            <issuekey id="66637">MGNLPER-33</issuekey>
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