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Original file line number Diff line number Diff line change
Expand Up @@ -23,23 +23,26 @@
import java.util.Optional;

import com.mongodb.MongoCommandException;
import com.mongodb.client.result.DeleteResult;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import org.springframework.ai.document.Document;
import org.springframework.ai.document.DocumentMetadata;
import org.springframework.ai.embedding.BatchingStrategy;
import org.springframework.ai.embedding.EmbeddingModel;
import org.springframework.ai.embedding.EmbeddingOptionsBuilder;
import org.springframework.ai.embedding.TokenCountBatchingStrategy;
import org.springframework.ai.model.EmbeddingUtils;
import org.springframework.ai.observation.conventions.VectorStoreProvider;
import org.springframework.ai.vectorstore.AbstractVectorStoreBuilder;
import org.springframework.ai.vectorstore.SearchRequest;
import org.springframework.ai.vectorstore.filter.Filter;
import org.springframework.ai.vectorstore.observation.AbstractObservationVectorStore;
import org.springframework.ai.vectorstore.observation.VectorStoreObservationContext;
import org.springframework.beans.factory.InitializingBean;
import org.springframework.data.mongodb.UncategorizedMongoDbException;
import org.springframework.data.mongodb.core.MongoTemplate;
import org.springframework.data.mongodb.core.aggregation.Aggregation;
import org.springframework.data.mongodb.core.query.BasicQuery;
import org.springframework.data.mongodb.core.query.Criteria;
import org.springframework.data.mongodb.core.query.Query;
import org.springframework.util.Assert;
Expand Down Expand Up @@ -125,6 +128,8 @@
*/
public class MongoDBAtlasVectorStore extends AbstractObservationVectorStore implements InitializingBean {

private static final Logger logger = LoggerFactory.getLogger(MongoDBAtlasVectorStore.class);

public static final String ID_FIELD_NAME = "_id";

public static final String METADATA_FIELD_NAME = "metadata";
Expand Down Expand Up @@ -272,6 +277,22 @@ public Optional<Boolean> doDelete(List<String> idList) {
return Optional.of(deleteCount == idList.size());
}

@Override
protected void doDelete(Filter.Expression filterExpression) {
Assert.notNull(filterExpression, "Filter expression must not be null");

try {
String nativeFilterExpression = this.filterExpressionConverter.convertExpression(filterExpression);
BasicQuery query = new BasicQuery(nativeFilterExpression);
DeleteResult deleteResult = this.mongoTemplate.remove(query, this.collectionName);

logger.debug("Deleted {} documents matching filter expression", deleteResult.getDeletedCount());
}
catch (Exception e) {
throw new IllegalStateException("Failed to delete documents by filter", e);
}
}

@Override
public List<Document> similaritySearch(String query) {
return similaritySearch(SearchRequest.builder().query(query).build());
Expand Down
Original file line number Diff line number Diff line change
@@ -1,5 +1,5 @@
/*
* Copyright 2023-2024 the original author or authors.
* Copyright 2023-2025 the original author or authors.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
Expand Down Expand Up @@ -40,6 +40,7 @@
import org.springframework.ai.openai.api.OpenAiApi;
import org.springframework.ai.vectorstore.SearchRequest;
import org.springframework.ai.vectorstore.VectorStore;
import org.springframework.ai.vectorstore.filter.Filter;
import org.springframework.boot.SpringBootConfiguration;
import org.springframework.boot.autoconfigure.EnableAutoConfiguration;
import org.springframework.boot.test.context.runner.ApplicationContextRunner;
Expand Down Expand Up @@ -255,6 +256,105 @@ public void searchWithThreshold() {
});
}

@Test
void deleteByFilter() {
this.contextRunner.run(context -> {
VectorStore vectorStore = context.getBean(VectorStore.class);

var bgDocument = new Document("The World is Big and Salvation Lurks Around the Corner",
Map.of("country", "BG", "year", 2020));
var nlDocument = new Document("The World is Big and Salvation Lurks Around the Corner",
Map.of("country", "NL", "year", 2021));
var bgDocument2 = new Document("The World is Big and Salvation Lurks Around the Corner",
Map.of("country", "BG", "year", 2023));

vectorStore.add(List.of(bgDocument, nlDocument, bgDocument2));
Thread.sleep(5000); // Wait for indexing

SearchRequest searchRequest = SearchRequest.builder()
.query("The World")
.topK(5)
.similarityThresholdAll()
.build();

List<Document> results = vectorStore.similaritySearch(searchRequest);
assertThat(results).hasSize(3);

Filter.Expression filterExpression = new Filter.Expression(Filter.ExpressionType.EQ,
new Filter.Key("country"), new Filter.Value("BG"));

vectorStore.delete(filterExpression);
Thread.sleep(1000); // Wait for deletion to be processed

results = vectorStore.similaritySearch(searchRequest);
assertThat(results).hasSize(1);
assertThat(results.get(0).getMetadata()).containsEntry("country", "NL");
});
}

@Test
void deleteWithStringFilterExpression() {
this.contextRunner.run(context -> {
VectorStore vectorStore = context.getBean(VectorStore.class);

var bgDocument = new Document("The World is Big and Salvation Lurks Around the Corner",
Map.of("country", "BG", "year", 2020));
var nlDocument = new Document("The World is Big and Salvation Lurks Around the Corner",
Map.of("country", "NL", "year", 2021));
var bgDocument2 = new Document("The World is Big and Salvation Lurks Around the Corner",
Map.of("country", "BG", "year", 2023));

vectorStore.add(List.of(bgDocument, nlDocument, bgDocument2));
Thread.sleep(5000); // Wait for indexing

var searchRequest = SearchRequest.builder().query("The World").topK(5).similarityThresholdAll().build();

List<Document> results = vectorStore.similaritySearch(searchRequest);
assertThat(results).hasSize(3);

vectorStore.delete("country == 'BG'");
Thread.sleep(1000); // Wait for deletion to be processed

results = vectorStore.similaritySearch(searchRequest);
assertThat(results).hasSize(1);
assertThat(results.get(0).getMetadata()).containsEntry("country", "NL");
});
}

@Test
void deleteWithComplexFilterExpression() {
this.contextRunner.run(context -> {
VectorStore vectorStore = context.getBean(VectorStore.class);

var doc1 = new Document("Content 1", Map.of("type", "A", "priority", 1));
var doc2 = new Document("Content 2", Map.of("type", "A", "priority", 2));
var doc3 = new Document("Content 3", Map.of("type", "B", "priority", 1));

vectorStore.add(List.of(doc1, doc2, doc3));
Thread.sleep(5000); // Wait for indexing

// Complex filter expression: (type == 'A' AND priority > 1)
Filter.Expression priorityFilter = new Filter.Expression(Filter.ExpressionType.GT,
new Filter.Key("priority"), new Filter.Value(1));
Filter.Expression typeFilter = new Filter.Expression(Filter.ExpressionType.EQ, new Filter.Key("type"),
new Filter.Value("A"));
Filter.Expression complexFilter = new Filter.Expression(Filter.ExpressionType.AND, typeFilter,
priorityFilter);

vectorStore.delete(complexFilter);
Thread.sleep(1000); // Wait for deletion to be processed

var results = vectorStore
.similaritySearch(SearchRequest.builder().query("Content").topK(5).similarityThresholdAll().build());

assertThat(results).hasSize(2);
assertThat(results.stream().map(doc -> doc.getMetadata().get("type")).collect(Collectors.toList()))
.containsExactlyInAnyOrder("A", "B");
assertThat(results.stream().map(doc -> doc.getMetadata().get("priority")).collect(Collectors.toList()))
.containsExactlyInAnyOrder(1, 1);
});
}

public static String getText(String uri) {
var resource = new DefaultResourceLoader().getResource(uri);
try {
Expand Down
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