﻿<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:dc="http://purl.org/dc/elements/1.1/"><channel><title>LogViewPlus Support » LogViewPlus Support » Help &amp; Support  » Performance issue with nested Filters</title><generator>InstantForum 2017-1 Final</generator><description>LogViewPlus Support</description><link>https://www.logviewplus.com/forum/</link><webMaster>LogViewPlus Support</webMaster><lastBuildDate>Fri, 12 Jun 2026 12:51:30 GMT</lastBuildDate><ttl>20</ttl><item><title>RE: Performance issue with nested Filters</title><link>https://www.logviewplus.com/forum/post/2340</link><description>Thanks for the update.&amp;nbsp; &lt;br/&gt;&lt;br/&gt;That's not the behaviour I would expect.&amp;nbsp; This doesn't sound like an issue that would be specific to your log files, so I can start by looking at the log files I have available.  &lt;br/&gt;&lt;br/&gt;To start a off-line dialog, please use the &lt;a href="https://www.logviewplus.com/contact.aspx" id="if_insertedNode_1737618521947"&gt;contact us&lt;/a&gt; page and provide your email address.&lt;br/&gt;</description><pubDate>Thu, 23 Jan 2025 08:48:01 GMT</pubDate><dc:creator>LogViewPlus Support</dc:creator></item><item><title>Performance issue with nested Filters</title><link>https://www.logviewplus.com/forum/post/2321</link><description>Hello,&lt;br/&gt;&lt;br/&gt;I often have to work with very large logs - in the realm of 1 million records and easily more, gigabytes in log file size.&lt;br/&gt;&lt;br/&gt;I usually merge these files and then start drilling down by using filters, like level filters and text filters (sometimes I also combine them with the boolean filter logic):&lt;br/&gt;&lt;img 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" alt=""&gt;&lt;br/&gt;(see attached example.png)&lt;br/&gt;&lt;br/&gt;To my surprise, when I add nested filters, the search time still takes quite a while (several seconds), even though the outer filter only has a few entries as result (in the realm of ~1-100 entries).&lt;br/&gt;&lt;br/&gt;My guess is that the inner filters still run against the whole data set and then the result is merged with the outer filters.&lt;br/&gt;&lt;br/&gt;My expectation, though, is that the inner filters should run against the already filtered outer results, in theory leading to much shorter runtimes.&lt;br/&gt;&lt;br/&gt;Is there something I or you can do to improve the performance of nested filters?&lt;br/&gt;&lt;br/&gt;Currently, I am on Beta&amp;nbsp;3.1.18, but this was already an issue with older versions.&lt;br/&gt;&lt;br/&gt;Thanks and best regards,&lt;br/&gt;Daniel</description><pubDate>Thu, 23 Jan 2025 07:52:19 GMT</pubDate><dc:creator>Vankog</dc:creator></item><item><title>RE: Performance issue with nested Filters</title><link>https://www.logviewplus.com/forum/post/2337</link><description>&lt;span id="if_insertedNode_1737617088333"&gt;[quote]The next best thing to do is to rewrite your filters to process from parent to child.  Ideally, parent filters would work with smaller data sets (columns which contain less data, such as a Logger column or the log Level).  Filtering out rows early should result in less work for the child.[/quote]&lt;br/&gt;That's exactly what I'm doing.&amp;nbsp;&lt;br/&gt;In the example, the merge node has about 1.2 mio. records as you can see.&lt;br/&gt;Actually, now 1.3 mio.:&lt;br/&gt;"GetEntryFromMap" case-sensitive in "Message" has 49 results and took about 14 seconds.&lt;br/&gt;exclude "ProcessMyMachines" case-sensitive in "Message" has 36 results left and took abouit 15 seconds&lt;br/&gt;exclude "ViewProduct-RenderProductComponents" case-sensitive in "Message" has no results left (meaning, I found all cases) and took about 17 seconds.&lt;br/&gt;It feels like all filters where re-executed every time or something.&lt;br/&gt;&lt;br/&gt;Inverting the exclude to includes has not much impact. It still took "ProcessMyMachines" 14 seconds.&lt;br/&gt;&lt;br/&gt;I am happy to assist in profiling the app. Shoot me a mail and I will see how I can help.&lt;/span&gt;</description><pubDate>Thu, 23 Jan 2025 07:39:55 GMT</pubDate><dc:creator>Vankog</dc:creator></item><item><title>RE: Performance issue with nested Filters</title><link>https://www.logviewplus.com/forum/post/2332</link><description>Hi Daniel,&lt;br/&gt;&lt;br/&gt;Filters are processed from the root log file out such that children are processed after parents.&amp;nbsp; So in the screenshot above the search "GetEntryFromMap" would occur before the search "ProcessMyMachine" would occur before the search "ViewProduct".&lt;br/&gt;&lt;br/&gt;The best thing to do in this case is for us to run LogViewPlus in an application profilier while we recreate the issue.&amp;nbsp; This may help to pinpoint a particular issue.&amp;nbsp; If you are interested in exploring this option, please feel free to &lt;a href="https://www.logviewplus.com/contact.aspx" id="if_insertedNode_1737576801197"&gt;contact us&lt;/a&gt; and we can discuss.&amp;nbsp; We would probably need to transfer data over email. &lt;br/&gt;&lt;br/&gt;That said, we have already performance tested filtering and it is not guarenteed we will be able to further improve application performance.&amp;nbsp; The issue here is likely to be related to the volume of data being processed.&lt;br/&gt;&lt;br/&gt;The next best thing to do is to rewrite your filters to process from parent to child.&amp;nbsp; Ideally, parent filters would work with smaller data sets (columns which contain less data, such as a Logger column or the log Level).&amp;nbsp; Fitlering out rows early should result in less work for the child.&lt;br/&gt;&lt;br/&gt;Hope that helps,&lt;br/&gt;&lt;br/&gt;Toby</description><pubDate>Wed, 22 Jan 2025 20:19:48 GMT</pubDate><dc:creator>LogViewPlus Support</dc:creator></item></channel></rss>