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JOINS in Lucene

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join

lucene

Is there any way to implement JOINS in Lucene?

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Journeyman Avatar asked Mar 31 '11 09:03

Journeyman


3 Answers

You can also use the new BlockJoinQuery; I described it in a blog post here:

http://blog.mikemccandless.com/2012/01/searching-relational-content-with.html

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Michael McCandless Avatar answered Sep 30 '22 17:09

Michael McCandless


You can do a generic join by hand - run two searches, get all results (instead of top N), sort them on your join key and intersect two ordered lists. But that's gonna thrash your heap real hard (if the lists even fit in it).

There are possible optimizations, but under very specific conditions.
I.e. - you do a self-join, and only use (random access) Filters for filtering, no Queries. Then you can manually iterate terms on your two join fields (in parallel), intersect docId lists for each term, filter them - and here's your join.

There's an approach handling a popular use-case of simple parent-child relationships with relatively small numer of children per-document - https://issues.apache.org/jira/browse/LUCENE-2454
Unlike the flattening method mentioned by @ntziolis, this approach correctly handles cases like: have a number of resumes, each with multiple work_experience children, and try finding someone who worked at company NNN in year YYY. If simply flattened, you'll get back resumes for people that worked for NNN in any year & worked somewhere in year YYY.

An alternative for handling simple parent-child cases is to flatten your doc, indeed, but ensure values for different children are separated by a big posIncrement gap, and then use SpanNear query to prevent your several subqueries from matching across children. There was a few-years old LinkedIn presentation about this, but I failed to find it.

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Earwin Avatar answered Sep 30 '22 16:09

Earwin


Lucene does not support relationships between documents, but a join is nothing else but a specific combination of multiple AND within parenthesis, but you will need to flatten the relationship first.

Sample (SQL => Lucene):

SQL:

SELECT Order.* FROM Order
JOIN Customer ON Order.CustomerID = Customer.ID
WHERE Customer.Name = 'SomeName'
AND Order.Nr = 400

Lucene:
Make sure you have all the neccessary fields and their respective values on the document like: Customer.Name => "Customer_Name" and
Order.Nr => "Order_Nr"

The query would then be:

( Customer_Name:"SomeName" AND Order_Nr:"400" )
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ntziolis Avatar answered Sep 30 '22 16:09

ntziolis