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        <build-date>19-01-2023</build-date>
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            <title>[MGNLPER-6] Research: Adapt neural network to changing the size of the result set; improve performance</title>
                <link>https://jira.magnolia-cms.com/browse/MGNLPER-6</link>
                <project id="14882" key="MGNLPER">Periscope</project>
                    <description>&lt;p&gt;Currently neural network doesn&apos;t adjust itself to changing result set however, we should be considering the fact that result set typically changes over time and thus this case should be handled properly.&lt;/p&gt;

&lt;p&gt;Acceptance criteria / Research outcome:&lt;/p&gt;
&lt;ul&gt;
	&lt;li&gt;Decision if we should set a fixed limit for the result set, such as 100,000 items.
	&lt;ul&gt;
		&lt;li&gt;Proposal what that limit should be.&lt;/li&gt;
		&lt;li&gt;Try if integer.maximum works.&lt;/li&gt;
		&lt;li&gt;Find a graceful fallback once all output units are &quot;used up&quot; (ideally forgetting old/irrelevant ones).&lt;/li&gt;
	&lt;/ul&gt;
	&lt;/li&gt;
	&lt;li&gt;Improve performance, potentially by reducing the overall number of units (both in hidden layers and above-mentioned output layer).&lt;/li&gt;
	&lt;li&gt;Improve neural network storage performance
	&lt;ul&gt;
		&lt;li&gt;Debounce storage; only store once per time unit (default to e.g. 2 mins).&lt;/li&gt;
		&lt;li&gt;Assure proper synchronization on storage operations.&lt;/li&gt;
	&lt;/ul&gt;
	&lt;/li&gt;
&lt;/ul&gt;


&lt;ul&gt;
	&lt;li&gt;Timebox research to 5 SP.&lt;/li&gt;
&lt;/ul&gt;
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        <key id="64605">MGNLPER-6</key>
            <summary>Research: Adapt neural network to changing the size of the result set; improve performance</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>Tue, 27 Feb 2018 10:14:21 +0100</created>
                <updated>Tue, 16 Apr 2019 13:55:55 +0200</updated>
                            <resolved>Fri, 23 Nov 2018 08:58:41 +0100</resolved>
                                                    <fixVersion>1.0</fixVersion>
                                        <due></due>
                            <votes>0</votes>
                                    <watches>1</watches>
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