Introduce builder for $vectorSearch aggregation stage
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stIncMale
commented
Sep 15, 2023
| @@ -86,7 +84,7 @@ public static <TItem> Bson eq(@Nullable final TItem value) { | |||
| * @mongodb.driver.manual reference/operator/query/eq $eq | |||
| */ | |||
| public static <TItem> Bson eq(final String fieldName, @Nullable final TItem value) { | |||
| return new SimpleEncodingFilter<>(fieldName, value); | |||
| return new OperatorFilter<>("$eq", fieldName, value); | |||
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$vectorSearch does not accept the short form of $eq, which we are currently using. We have the following options:
- Change the implementation of
Filters.eq, which is what I did initially. Turned out, this is not an option, because there are specification tests that expect equality to be expressed in its short variant. - Introduce a new
Filters.eqFull(I am not sure how to name it), and document that users are not to useFilters.eqwithVectorSearchOptions.filter. This is really ugly. - Introduce a whole new API for filters. Even if we ever do this, we will definitely not do this as part of the current task.
- Patch filters on the fly. Sounds like a bad idea.
- Figure out if the current server behavior is intentional, or is a bug.
P.S. More thoughts on the current approach, which turned out to be unviable anyway. On one hand, nobody should care whether we use a full form or not. On the other hand, for some reason we documented that we are not using the full form. This, combined with the regex behavior, allows users to abuse Filters.eq to dynamically use either equality, or regex matching, even though the method is clearly intended only for equality (Filters.regex is intended for regex matching). This makes the change breaking, but I am still willing to do it.
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Not supporting the short $eq form was intentional. Atlas will support it in the future, but not now.
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Can we annotate this as Beta, and remove it once Atlas supports the short form?
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Alexander Lukyanchikov said that allAtlas clusters will get the updated behavior, unless they are "pinned on an older version for some reason" (I am not even sure if this can be done by a user). So this should work.
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A ticket to remove Filters.eqFull https://jira.mongodb.org/browse/JAVA-5174.
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stIncMale
commented
Sep 22, 2023
| private static final MongoNamespace AIRBNB_LISTINGS_AND_REVIEWS_NS = new MongoNamespace("sample_airbnb", "listingsAndReviews"); | ||
| private static final List<Double> QUERY_VECTOR = unmodifiableList(asList(-0.0072121937, -0.030757688, 0.014948666, -0.018497631, -0.019035352, 0.028149737, -0.0019593239, -0.02012424, -0.025649332, -0.007985169, 0.007830574, 0.023726976, -0.011507247, -0.022839734, 0.00027999343, -0.010431803, 0.03823202, -0.025756875, -0.02074262, -0.0042883316, -0.010841816, 0.010552791, 0.0015266258, -0.01791958, 0.018430416, -0.013980767, 0.017247427, -0.010525905, 0.0126230195, 0.009255537, 0.017153326, 0.008260751, -0.0036060968, -0.019210111, -0.0133287795, -0.011890373, -0.0030599732, -0.0002904958, -0.001310697, -0.020715732, 0.020890493, 0.012428096, 0.0015837587, -0.006644225, -0.028499257, -0.005098275, -0.0182691, 0.005760345, -0.0040665213, 0.00075491105, 0.007844017, 0.00040791242, 0.0006780336, 0.0027037326, -0.0041370974, -0.022275126, 0.004775642, -0.0045235846, -0.003659869, -0.0020567859, 0.021602973, 0.01010917, -0.011419867, 0.0043689897, -0.0017946466, 0.000101610516, 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The only sample data we have has 1500+ dimensions, which is why the query vector is so small.
JAVA-5117
katcharov
requested changes
Sep 22, 2023
| @@ -847,6 +849,58 @@ class AggregatesSpecification extends Specification { | |||
| }''') | |||
| } | |||
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| def 'should render $vectorSearch'() { | |||
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Could we write these new tests in Java? We have been doing this (see AggregatesTest.java) for new test cases, and sometimes even when making changes to existing ones.
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AggregatesTest contains integration tests, it appears to be a successor of AggregatesFunctionalSpecification. AggregatesSpecification.groovy contains unit tests, and this PR added unit tests to this file.
...ore/src/test/functional/com/mongodb/client/model/search/AggregatesSearchIntegrationTest.java
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JAVA-5117
vbabanin
reviewed
Sep 25, 2023
| * | ||
| * @mongodb.atlas.manual atlas-vector-search/vector-search-stage/ $vectorSearch | ||
| * @mongodb.atlas.manual atlas-search/scoring/ Scoring | ||
| * @mongodb.server.release 7.1 |
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I noticed that this feature was also backported to 6.0.10 as mentioned in this Jira ticket (https://jira.mongodb.org/browse/PM-3407).
I recall a similar instance where we specified the backported version in @mongodb.server.release for one of the previous PRs. Considering this, should we include the backported version here as well?
JAVA-5117
vbabanin
approved these changes
Sep 26, 2023
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New API program elements:
Aggregates.vectorSearchVectorSearchOptionsProjections.metaVectorSearchScoreFilters.eqFull, see Introduce builder for$vectorSearchaggregation stage #1200 (comment)Server docs:
knnBeta, the current predecessor of$vectorSearch.knnVectorindexJAVA-5117