Querying: MoreLikeThis

MoreLikeThis returns a list of similar documents that are related to a given document. This feature can be used for situations like when a user views an article. Many news sites show a list of the related articles at the bottom of the page. To accomplish this, the RavenDB MoreLikeThis uses the MoreLikeThis from the Lucene contrib project. To find out more about the algorithm, please read Aaron Johnson excellent blog post that is available here.

Setup

In order to work, MoreLikeThis requires access to the text in the index. Therefore, the index being queried needs to store the fields or store the term vectors for those fields.

class Article {
    constructor(id, name, articleBody) {
        this.id = id;
        this.name = name;
        this.articleBody = articleBody;
    }
}

class Articles_ByArticleBody extends AbstractIndexCreationTask {
    constructor() {
        super();

        this.map = `from doc in docs.Articles select new { 
            doc.articleBody 
        }`;

        this.store("articleBody", "Yes");
        this.analyze("articleBody", "StandardAnalyzer");
    }
}

Basic Usage

MoreLikeThis has many defaults already set and the simplest mode will satisfy the majority of the usage scenarios.

const articles = await session
    .query({ indexName: "Articles/ByArticleBody" })
    .moreLikeThis(builder => 
        builder.usingDocument(x => 
            x.whereEquals("id()", "articles/1")))
    .all();

from index 'Articles/ByArticleBody' 
where morelikethis(id() = 'articles/1')

MoreLikeThis will use all the fields defined in an index. To use only a specific field or fields, pass them in MoreLikeThisOptions.fields property.

const options = {
    fields: [ "articleBody" ]
};
const articles = await session
    .query({ indexName: "Articles/ByArticleBody" })
    .moreLikeThis(builder => builder
        .usingDocument(x => x.whereEquals("id()", "articles/1"))
        .withOptions(options))
    .all();

from index 'Articles/ByArticleBody' 
where morelikethis(id() = 'articles/1', '{ "Fields" : [ "articleBody" ] }')

Options

Default parameters can be changed by manipulating MoreLikeThisOptions properties and passing them to the MoreLikeThis.

Stop Words

Some of Lucene analyzers have a built-in list of common English words that are usually not useful for searching (like "a", "as", "the" etc.). Those words are called stop words and they are considered to be uninteresting and ignored. If a used analyzer does not support stop words, or you need to overload them, you can specify your own set of stop words. A document with a list of stop words can be stored in RavenDB by storing the MoreLikeThisStopWords document:

const stopWords = new MoreLikeThisStopWords();
stopWords.stopWords = [ "I", "A", "Be" ];
await session.store(stopWords, "Config/Stopwords");

The document ID is then set in the MoreLikeThisOptions.

Remarks