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Posted to issues@lucene.apache.org by "Drew Foulks (Jira)" <ji...@apache.org> on 2022/09/22 17:42:00 UTC
[jira] [Updated] (LUCENE-8753) New PostingFormat - UniformSplit
[ https://issues.apache.org/jira/browse/LUCENE-8753?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Drew Foulks updated LUCENE-8753:
--------------------------------
Reporter: Bruno Roustant (was: Bruno Roustant)
> New PostingFormat - UniformSplit
> --------------------------------
>
> Key: LUCENE-8753
> URL: https://issues.apache.org/jira/browse/LUCENE-8753
> Project: Lucene - Core
> Issue Type: Improvement
> Components: core/codecs
> Affects Versions: 8.0
> Reporter: Bruno Roustant
> Assignee: David Smiley
> Priority: Major
> Fix For: 8.3
>
> Attachments: Uniform Split Technique.pdf, luceneutil.benchmark.txt
>
> Time Spent: 5h 10m
> Remaining Estimate: 0h
>
> This is a proposal to add a new PostingsFormat called "UniformSplit" with 4 objectives:
> - Clear design and simple code.
> - Easily extensible, for both the logic and the index format.
> - Light memory usage with a very compact FST.
> - Focus on efficient TermQuery, PhraseQuery and PrefixQuery performance.
> (the pdf attached explains visually the technique in more details)
> The principle is to split the list of terms into blocks and use a FST to access the block, but not as a prefix trie, rather with a seek-floor pattern. For the selection of the blocks, there is a target average block size (number of terms), with an allowed delta variation (10%) to compare the terms and select the one with the minimal distinguishing prefix.
> There are also several optimizations inside the block to make it more compact and speed up the loading/scanning.
> The performance obtained is interesting with the luceneutil benchmark, comparing UniformSplit with BlockTree. Find it in the first comment and also attached for better formatting.
> Although the precise percentages vary between runs, three main points:
> - TermQuery and PhraseQuery are improved.
> - PrefixQuery and WildcardQuery are ok.
> - Fuzzy queries are clearly less performant, because BlockTree is so optimized for them.
> Compared to BlockTree, FST size is reduced by 15%, and segment writing time is reduced by 20%. So this PostingsFormat scales to lots of docs, as BlockTree.
> This initial version passes all Lucene tests. Use “ant test -Dtests.codec=UniformSplitTesting” to test with this PostingsFormat.
> Subjectively, we think we have fulfilled our goal of code simplicity. And we have already exercised this PostingsFormat extensibility to create a different flavor for our own use-case.
> Contributors: Juan Camilo Rodriguez Duran, Bruno Roustant, David Smiley
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