diff --git a/pom.xml b/pom.xml index fca9a0f38ac..1e57a8dd685 100644 --- a/pom.xml +++ b/pom.xml @@ -26,8 +26,6 @@ models/spring-ai-mistral-ai models/spring-ai-vertex-ai-palm2 models/spring-ai-vertex-ai-gemini - models/spring-ai-anthropic - spring-ai-test spring-ai-spring-boot-autoconfigure spring-ai-spring-boot-starters/spring-ai-starter-openai @@ -56,17 +54,13 @@ vector-stores/spring-ai-azure vector-stores/spring-ai-weaviate vector-stores/spring-ai-redis - vector-stores/spring-ai-gemfire spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-palm2 spring-ai-spring-boot-starters/spring-ai-starter-vertex-ai-gemini vector-stores/spring-ai-qdrant spring-ai-spring-boot-starters/spring-ai-starter-bedrock-ai spring-ai-spring-boot-starters/spring-ai-starter-mistral-ai spring-ai-retry - vector-stores/spring-ai-mongodb-atlas-store - spring-ai-spring-boot-starters/spring-ai-starter-mongodb-atlas-store - spring-ai-spring-boot-testcontainers - spring-ai-spring-boot-starters/spring-ai-starter-anthropic + vector-stores/spring-ai-elasticsearch-store @@ -117,7 +111,7 @@ 1.0.0-beta.7 1.0.0 4.31.1 - 2.25.3 + 2.24.8 2.16.1 0.26.0 1.17.0 @@ -140,7 +134,7 @@ 1.7.1 - 1.19.7 + 1.19.6 0.0.4 diff --git a/spring-ai-bom/pom.xml b/spring-ai-bom/pom.xml index 7457c27982b..ee6f5056f41 100644 --- a/spring-ai-bom/pom.xml +++ b/spring-ai-bom/pom.xml @@ -182,7 +182,7 @@ org.springframework.ai - spring-ai-mongodb-atlas-store + spring-ai-elasticsearch-store ${project.version} diff --git a/spring-ai-core/src/main/java/org/springframework/ai/vectorstore/filter/FilterExpressionConverter.java b/spring-ai-core/src/main/java/org/springframework/ai/vectorstore/filter/FilterExpressionConverter.java index 31a9f62324e..127f2dc9270 100644 --- a/spring-ai-core/src/main/java/org/springframework/ai/vectorstore/filter/FilterExpressionConverter.java +++ b/spring-ai-core/src/main/java/org/springframework/ai/vectorstore/filter/FilterExpressionConverter.java @@ -15,8 +15,6 @@ */ package org.springframework.ai.vectorstore.filter; -import org.springframework.ai.vectorstore.filter.Filter; - /** * Converters a generic, portable {@link Filter.Expression} into a * {@link org.springframework.ai.vectorstore.VectorStore} specific expression language diff --git a/vector-stores/spring-ai-elasticsearch-store/pom.xml b/vector-stores/spring-ai-elasticsearch-store/pom.xml new file mode 100644 index 00000000000..11aac09f9b7 --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/pom.xml @@ -0,0 +1,78 @@ + + + 4.0.0 + + org.springframework.ai + spring-ai + 1.0.0-SNAPSHOT + ../../pom.xml + + spring-ai-elasticsearch-store + jar + Spring AI Vector Store - Elasticsearch + Spring AI Elasticsearch Vector Store + https://github.com/spring-projects/spring-ai + + + https://github.com/spring-projects/spring-ai + git://github.com/spring-projects/spring-ai.git + git@github.com:spring-projects/spring-ai.git + + + + + 4.0.3 + + + + + org.springframework.ai + spring-ai-core + ${parent.version} + + + + co.elastic.clients + elasticsearch-java + 8.12.2 + + + + + org.springframework.ai + spring-ai-openai + ${parent.version} + test + + + + + org.springframework.ai + spring-ai-test + ${parent.version} + test + + + + org.springframework.boot + spring-boot-starter-test + test + + + + org.testcontainers + elasticsearch + test + + + + org.testcontainers + junit-jupiter + ${testcontainers.version} + test + + + + + diff --git a/vector-stores/spring-ai-elasticsearch-store/src/main/java/org/springframework/ai/vectorstore/ElasticsearchAiSearchFilterExpressionConverter.java b/vector-stores/spring-ai-elasticsearch-store/src/main/java/org/springframework/ai/vectorstore/ElasticsearchAiSearchFilterExpressionConverter.java new file mode 100644 index 00000000000..d1ce3840ca2 --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/main/java/org/springframework/ai/vectorstore/ElasticsearchAiSearchFilterExpressionConverter.java @@ -0,0 +1,151 @@ +/* + * Copyright 2023-2024 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. + * You may obtain a copy of the License at + * + * https://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package org.springframework.ai.vectorstore; + +import org.springframework.ai.vectorstore.filter.Filter; +import org.springframework.ai.vectorstore.filter.Filter.Expression; +import org.springframework.ai.vectorstore.filter.Filter.Key; +import org.springframework.ai.vectorstore.filter.converter.AbstractFilterExpressionConverter; + +import java.text.ParseException; +import java.text.SimpleDateFormat; +import java.util.Date; +import java.util.List; +import java.util.TimeZone; +import java.util.regex.Pattern; + +/** + * @author Jemin Huh + * @since 1.0.0 + */ +public class ElasticsearchAiSearchFilterExpressionConverter extends AbstractFilterExpressionConverter { + + private static final Pattern DATE_FORMAT_PATTERN = Pattern.compile("\\d{4}-\\d{2}-\\d{2}T\\d{2}:\\d{2}:\\d{2}Z"); + + private final SimpleDateFormat dateFormat; + + public ElasticsearchAiSearchFilterExpressionConverter() { + this.dateFormat = new SimpleDateFormat("yyyy-MM-dd'T'HH:mm:ss'Z'"); + this.dateFormat.setTimeZone(TimeZone.getTimeZone("UTC")); + } + + @Override + protected void doExpression(Expression expression, StringBuilder context) { + if (expression.type() == Filter.ExpressionType.IN || expression.type() == Filter.ExpressionType.NIN) { + context.append(getOperationSymbol(expression)); + context.append("("); + this.convertOperand(expression.left(), context); + this.convertOperand(expression.right(), context); + context.append(")"); + } + else { + this.convertOperand(expression.left(), context); + context.append(getOperationSymbol(expression)); + this.convertOperand(expression.right(), context); + } + } + + @Override + protected void doStartValueRange(Filter.Value listValue, StringBuilder context) { + } + + @Override + protected void doEndValueRange(Filter.Value listValue, StringBuilder context) { + } + + @Override + protected void doAddValueRangeSpitter(Filter.Value listValue, StringBuilder context) { + context.append(" OR "); + } + + private String getOperationSymbol(Expression exp) { + return switch (exp.type()) { + case AND -> " AND "; + case OR -> " OR "; + case EQ, IN -> ""; + case NE -> " NOT "; + case LT -> "<"; + case LTE -> "<="; + case GT -> ">"; + case GTE -> ">="; + case NIN -> "NOT "; + default -> throw new RuntimeException("Not supported expression type: " + exp.type()); + }; + } + + @Override + public void doKey(Key key, StringBuilder context) { + var identifier = hasOuterQuotes(key.key()) ? removeOuterQuotes(key.key()) : key.key(); + var prefixedIdentifier = withMetaPrefix(identifier); + context.append(prefixedIdentifier.trim()).append(":"); + } + + public String withMetaPrefix(String identifier) { + return "metadata." + identifier; + } + + @Override + protected void doValue(Filter.Value filterValue, StringBuilder context) { + if (filterValue.value() instanceof List list) { + int c = 0; + for (Object v : list) { + context.append(v); + if (c++ < list.size() - 1) { + this.doAddValueRangeSpitter(filterValue, context); + } + } + } + else { + this.doSingleValue(filterValue.value(), context); + } + } + + @Override + protected void doSingleValue(Object value, StringBuilder context) { + if (value instanceof Date date) { + context.append(this.dateFormat.format(date)); + } + else if (value instanceof String text) { + if (DATE_FORMAT_PATTERN.matcher(text).matches()) { + try { + Date date = this.dateFormat.parse(text); + context.append(this.dateFormat.format(date)); + } + catch (ParseException e) { + throw new IllegalArgumentException("Invalid date type:" + text, e); + } + } + else { + context.append(text); + } + } + else { + context.append(value); + } + } + + @Override + public void doStartGroup(Filter.Group group, StringBuilder context) { + context.append("("); + } + + @Override + public void doEndGroup(Filter.Group group, StringBuilder context) { + context.append(")"); + } + +} \ No newline at end of file diff --git a/vector-stores/spring-ai-elasticsearch-store/src/main/java/org/springframework/ai/vectorstore/ElasticsearchVectorStore.java b/vector-stores/spring-ai-elasticsearch-store/src/main/java/org/springframework/ai/vectorstore/ElasticsearchVectorStore.java new file mode 100644 index 00000000000..6e84bbddeea --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/main/java/org/springframework/ai/vectorstore/ElasticsearchVectorStore.java @@ -0,0 +1,216 @@ +/* + * Copyright 2023-2024 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. + * You may obtain a copy of the License at + * + * https://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package org.springframework.ai.vectorstore; + +import co.elastic.clients.elasticsearch.ElasticsearchClient; +import co.elastic.clients.elasticsearch._types.query_dsl.Query; +import co.elastic.clients.elasticsearch.core.BulkRequest; +import co.elastic.clients.elasticsearch.core.BulkResponse; +import co.elastic.clients.elasticsearch.core.search.Hit; +import co.elastic.clients.elasticsearch.indices.CreateIndexResponse; +import co.elastic.clients.json.JsonData; +import co.elastic.clients.json.jackson.JacksonJsonpMapper; +import co.elastic.clients.transport.endpoints.BooleanResponse; +import co.elastic.clients.transport.rest_client.RestClientTransport; +import com.fasterxml.jackson.databind.DeserializationFeature; +import com.fasterxml.jackson.databind.ObjectMapper; +import org.elasticsearch.client.RestClient; +import org.slf4j.Logger; +import org.slf4j.LoggerFactory; +import org.springframework.ai.document.Document; +import org.springframework.ai.embedding.EmbeddingClient; +import org.springframework.ai.vectorstore.filter.Filter; +import org.springframework.ai.vectorstore.filter.FilterExpressionConverter; +import org.springframework.beans.factory.InitializingBean; +import org.springframework.util.Assert; + +import java.io.IOException; +import java.io.StringReader; +import java.util.List; +import java.util.Objects; +import java.util.Optional; +import java.util.stream.Collectors; + +/** + * @author Jemin Huh + * @since 1.0.0 + */ +public class ElasticsearchVectorStore implements VectorStore, InitializingBean { + + // divided by 2 to get score in the range [0, 1] + public static final String COSINE_SIMILARITY_FUNCTION = "(cosineSimilarity(params.query_vector, 'embedding') + 1.0) / 2"; + + private static final Logger logger = LoggerFactory.getLogger(ElasticsearchVectorStore.class); + + private static final String INDEX_NAME = "spring-ai-document-index"; + + private final EmbeddingClient embeddingClient; + + private final ElasticsearchClient elasticsearchClient; + + private final String index; + + private final FilterExpressionConverter filterExpressionConverter; + + private String similarityFunction; + + public ElasticsearchVectorStore(RestClient restClient, EmbeddingClient embeddingClient) { + this(INDEX_NAME, restClient, embeddingClient); + } + + public ElasticsearchVectorStore(String index, RestClient restClient, EmbeddingClient embeddingClient) { + Objects.requireNonNull(embeddingClient, "RestClient must not be null"); + Objects.requireNonNull(embeddingClient, "EmbeddingClient must not be null"); + this.elasticsearchClient = new ElasticsearchClient(new RestClientTransport(restClient, new JacksonJsonpMapper( + new ObjectMapper().configure(DeserializationFeature.FAIL_ON_UNKNOWN_PROPERTIES, false)))); + this.embeddingClient = embeddingClient; + this.index = index; + this.filterExpressionConverter = new ElasticsearchAiSearchFilterExpressionConverter(); + // the potential functions for vector fields at + // https://www.elastic.co/guide/en/elasticsearch/reference/current/query-dsl-script-score-query.html#vector-functions + this.similarityFunction = COSINE_SIMILARITY_FUNCTION; + } + + public ElasticsearchVectorStore withSimilarityFunction(String similarityFunction) { + this.similarityFunction = similarityFunction; + return this; + } + + @Override + public void add(List documents) { + BulkRequest.Builder builkRequestBuilder = new BulkRequest.Builder(); + for (Document document : documents) { + if (Objects.isNull(document.getEmbedding()) || document.getEmbedding().isEmpty()) { + logger.info("Calling EmbeddingClient for document id = " + document.getId()); + document.setEmbedding(this.embeddingClient.embed(document)); + } + builkRequestBuilder + .operations(op -> op.index(idx -> idx.index(this.index).id(document.getId()).document(document))); + } + bulkRequest(builkRequestBuilder.build()); + } + + @Override + public Optional delete(List idList) { + BulkRequest.Builder builkRequestBuilder = new BulkRequest.Builder(); + for (String id : idList) + builkRequestBuilder.operations(op -> op.delete(idx -> idx.index(this.index).id(id))); + return Optional.of(bulkRequest(builkRequestBuilder.build()).errors()); + } + + private BulkResponse bulkRequest(BulkRequest bulkRequest) { + try { + return this.elasticsearchClient.bulk(bulkRequest); + } + catch (IOException e) { + throw new RuntimeException(e); + } + } + + @Override + public List similaritySearch(SearchRequest searchRequest) { + Assert.notNull(searchRequest, "The search request must not be null."); + return similaritySearch(this.embeddingClient.embed(searchRequest.getQuery()), searchRequest.getTopK(), + Double.valueOf(searchRequest.getSimilarityThreshold()).floatValue(), + searchRequest.getFilterExpression()); + } + + public List similaritySearch(List embedding, int topK, double similarityThreshold, + Filter.Expression filterExpression) { + return similaritySearch(new co.elastic.clients.elasticsearch.core.SearchRequest.Builder() + .query(getElasticsearchSimilarityQuery(embedding, filterExpression)) + .size(topK) + .minScore(similarityThreshold) + .build()); + } + + private Query getElasticsearchSimilarityQuery(List embedding, Filter.Expression filterExpression) { + return Query.of(queryBuilder -> queryBuilder.scriptScore(scriptScoreQueryBuilder -> scriptScoreQueryBuilder + .query(queryBuilder2 -> queryBuilder2.queryString(queryStringQuerybuilder -> queryStringQuerybuilder + .query(getElasticsearchQueryString(filterExpression)))) + .script(scriptBuilder -> scriptBuilder + .inline(inlineScriptBuilder -> inlineScriptBuilder.source(this.similarityFunction) + .params("query_vector", JsonData.of(embedding)))))); + } + + private String getElasticsearchQueryString(Filter.Expression filterExpression) { + return Objects.isNull(filterExpression) ? "*" + : this.filterExpressionConverter.convertExpression(filterExpression); + + } + + private List similaritySearch(co.elastic.clients.elasticsearch.core.SearchRequest searchRequest) { + try { + return this.elasticsearchClient.search(searchRequest, Document.class) + .hits() + .hits() + .stream() + .map(this::toDocument) + .collect(Collectors.toList()); + } + catch (IOException e) { + throw new RuntimeException(e); + } + } + + private Document toDocument(Hit hit) { + Document document = hit.source(); + document.getMetadata().put("distance", 1 - hit.score().floatValue()); + return document; + } + + public boolean exists(String targetIndex) { + try { + BooleanResponse response = this.elasticsearchClient.indices() + .exists(existRequestBuilder -> existRequestBuilder.index(targetIndex)); + return response.value(); + } + catch (IOException e) { + throw new RuntimeException(e); + } + } + + public CreateIndexResponse createIndexMapping(String index, String mappingJson) { + try { + return this.elasticsearchClient.indices() + .create(createIndexBuilder -> createIndexBuilder.index(index) + .mappings(typeMappingBuilder -> typeMappingBuilder.withJson(new StringReader(mappingJson)))); + } + catch (IOException e) { + throw new RuntimeException(e); + } + } + + @Override + public void afterPropertiesSet() { + if (!exists(this.index)) { + createIndexMapping(this.index, """ + { + "properties": { + "embedding": { + "type": "dense_vector", + "dims": 1536, + "index": true, + "similarity": "cosine" + } + } + } + """); + } + } + +} diff --git a/vector-stores/spring-ai-elasticsearch-store/src/test/java/org/springframework/ai/vectorstore/ElasticsearchAiSearchFilterExpressionConverterTest.java b/vector-stores/spring-ai-elasticsearch-store/src/test/java/org/springframework/ai/vectorstore/ElasticsearchAiSearchFilterExpressionConverterTest.java new file mode 100644 index 00000000000..ae47a14ceac --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/test/java/org/springframework/ai/vectorstore/ElasticsearchAiSearchFilterExpressionConverterTest.java @@ -0,0 +1,118 @@ +/* + * Copyright 2023-2024 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. + * You may obtain a copy of the License at + * + * https://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package org.springframework.ai.vectorstore; + +import org.junit.jupiter.api.Test; +import org.springframework.ai.vectorstore.filter.Filter; +import org.springframework.ai.vectorstore.filter.FilterExpressionConverter; + +import java.util.Date; +import java.util.List; + +import static org.assertj.core.api.Assertions.assertThat; +import static org.springframework.ai.vectorstore.filter.Filter.ExpressionType.*; + +class ElasticsearchAiSearchFilterExpressionConverterTest { + + final FilterExpressionConverter converter = new ElasticsearchAiSearchFilterExpressionConverter(); + + @Test + public void testDate() { + String vectorExpr = converter.convertExpression(new Filter.Expression(EQ, new Filter.Key("activationDate"), + new Filter.Value(new Date(1704637752148L)))); + assertThat(vectorExpr).isEqualTo("metadata.activationDate:2024-01-07T14:29:12Z"); + + vectorExpr = converter.convertExpression( + new Filter.Expression(EQ, new Filter.Key("activationDate"), new Filter.Value("1970-01-01T00:00:02Z"))); + assertThat(vectorExpr).isEqualTo("metadata.activationDate:1970-01-01T00:00:02Z"); + } + + @Test + public void testEQ() { + String vectorExpr = converter + .convertExpression(new Filter.Expression(EQ, new Filter.Key("country"), new Filter.Value("BG"))); + assertThat(vectorExpr).isEqualTo("metadata.country:BG"); + } + + @Test + public void tesEqAndGte() { + String vectorExpr = converter.convertExpression(new Filter.Expression(AND, + new Filter.Expression(EQ, new Filter.Key("genre"), new Filter.Value("drama")), + new Filter.Expression(GTE, new Filter.Key("year"), new Filter.Value(2020)))); + assertThat(vectorExpr).isEqualTo("metadata.genre:drama AND metadata.year:>=2020"); + } + + @Test + public void tesIn() { + String vectorExpr = converter.convertExpression(new Filter.Expression(IN, new Filter.Key("genre"), + new Filter.Value(List.of("comedy", "documentary", "drama")))); + assertThat(vectorExpr).isEqualTo("(metadata.genre:comedy OR documentary OR drama)"); + } + + @Test + public void testNe() { + String vectorExpr = converter.convertExpression( + new Filter.Expression(OR, new Filter.Expression(GTE, new Filter.Key("year"), new Filter.Value(2020)), + new Filter.Expression(AND, + new Filter.Expression(EQ, new Filter.Key("country"), new Filter.Value("BG")), + new Filter.Expression(NE, new Filter.Key("city"), new Filter.Value("Sofia"))))); + assertThat(vectorExpr).isEqualTo("metadata.year:>=2020 OR metadata.country:BG AND metadata.city: NOT Sofia"); + } + + @Test + public void testGroup() { + String vectorExpr = converter.convertExpression(new Filter.Expression(AND, + new Filter.Group(new Filter.Expression(OR, + new Filter.Expression(GTE, new Filter.Key("year"), new Filter.Value(2020)), + new Filter.Expression(EQ, new Filter.Key("country"), new Filter.Value("BG")))), + new Filter.Expression(NIN, new Filter.Key("city"), new Filter.Value(List.of("Sofia", "Plovdiv"))))); + assertThat(vectorExpr) + .isEqualTo("(metadata.year:>=2020 OR metadata.country:BG) AND NOT (metadata.city:Sofia OR Plovdiv)"); + } + + @Test + public void tesBoolean() { + String vectorExpr = converter.convertExpression(new Filter.Expression(AND, + new Filter.Expression(AND, new Filter.Expression(EQ, new Filter.Key("isOpen"), new Filter.Value(true)), + new Filter.Expression(GTE, new Filter.Key("year"), new Filter.Value(2020))), + new Filter.Expression(IN, new Filter.Key("country"), new Filter.Value(List.of("BG", "NL", "US"))))); + + assertThat(vectorExpr) + .isEqualTo("metadata.isOpen:true AND metadata.year:>=2020 AND (metadata.country:BG OR NL OR US)"); + } + + @Test + public void testDecimal() { + String vectorExpr = converter.convertExpression(new Filter.Expression(AND, + new Filter.Expression(GTE, new Filter.Key("temperature"), new Filter.Value(-15.6)), + new Filter.Expression(LTE, new Filter.Key("temperature"), new Filter.Value(20.13)))); + + assertThat(vectorExpr).isEqualTo("metadata.temperature:>=-15.6 AND metadata.temperature:<=20.13"); + } + + @Test + public void testComplexIdentifiers() { + String vectorExpr = converter + .convertExpression(new Filter.Expression(EQ, new Filter.Key("\"country 1 2 3\""), new Filter.Value("BG"))); + assertThat(vectorExpr).isEqualTo("metadata.country 1 2 3:BG"); + + vectorExpr = converter + .convertExpression(new Filter.Expression(EQ, new Filter.Key("'country 1 2 3'"), new Filter.Value("BG"))); + assertThat(vectorExpr).isEqualTo("metadata.country 1 2 3:BG"); + } + +} diff --git a/vector-stores/spring-ai-elasticsearch-store/src/test/java/org/springframework/ai/vectorstore/ElasticsearchVectorStoreIT.java b/vector-stores/spring-ai-elasticsearch-store/src/test/java/org/springframework/ai/vectorstore/ElasticsearchVectorStoreIT.java new file mode 100644 index 00000000000..6884fe1c0c1 --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/test/java/org/springframework/ai/vectorstore/ElasticsearchVectorStoreIT.java @@ -0,0 +1,490 @@ +/* + * Copyright 2023-2024 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. + * You may obtain a copy of the License at + * + * https://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package org.springframework.ai.vectorstore; + +import java.io.IOException; +import java.nio.charset.StandardCharsets; +import java.time.Duration; +import java.time.ZonedDateTime; +import java.util.Date; +import java.util.List; +import java.util.Map; +import java.util.concurrent.TimeUnit; + +import org.apache.http.HttpHost; +import org.awaitility.Awaitility; +import org.elasticsearch.client.RestClient; +import org.junit.jupiter.api.BeforeAll; +import org.junit.jupiter.api.BeforeEach; +import org.junit.jupiter.api.condition.EnabledIfEnvironmentVariable; +import org.junit.jupiter.params.ParameterizedTest; +import org.junit.jupiter.params.provider.ValueSource; +import org.testcontainers.elasticsearch.ElasticsearchContainer; +import org.testcontainers.junit.jupiter.Container; +import org.testcontainers.junit.jupiter.Testcontainers; +import org.testcontainers.shaded.com.fasterxml.jackson.core.type.TypeReference; +import org.testcontainers.shaded.com.fasterxml.jackson.databind.ObjectMapper; + +import org.springframework.ai.ResourceUtils; +import org.springframework.ai.document.Document; +import org.springframework.ai.embedding.EmbeddingClient; +import org.springframework.ai.openai.OpenAiEmbeddingClient; +import org.springframework.ai.openai.api.OpenAiApi; +import org.springframework.boot.SpringBootConfiguration; +import org.springframework.boot.autoconfigure.EnableAutoConfiguration; +import org.springframework.boot.autoconfigure.jdbc.DataSourceAutoConfiguration; +import org.springframework.boot.test.context.runner.ApplicationContextRunner; +import org.springframework.context.annotation.Bean; +import org.springframework.core.io.DefaultResourceLoader; + +import static org.assertj.core.api.Assertions.assertThat; +import static org.hamcrest.Matchers.equalTo; +import static org.hamcrest.Matchers.hasSize; + +@Testcontainers +@EnabledIfEnvironmentVariable(named = "OPENAI_API_KEY", matches = ".+") +class ElasticsearchVectorStoreIT { + + @Container + private static final ElasticsearchContainer elasticsearchContainer = new ElasticsearchContainer( + "docker.elastic.co/elasticsearch/elasticsearch:8.12.2") + .withEnv("xpack.security.enabled", "false"); + + private static final String DEFAULT = "default cosine similarity"; + + protected final ObjectMapper objectMapper = new ObjectMapper(); + + private List documents = List.of( + new Document("1", getText("classpath:/test/data/spring.ai.txt"), Map.of("meta1", "meta1")), + new Document("2", getText("classpath:/test/data/time.shelter.txt"), Map.of()), + new Document("3", getText("classpath:/test/data/great.depression.txt"), Map.of("meta2", "meta2"))); + + @BeforeAll + public static void beforeAll() { + Awaitility.setDefaultPollInterval(2, TimeUnit.SECONDS); + Awaitility.setDefaultPollDelay(Duration.ZERO); + Awaitility.setDefaultTimeout(Duration.ofMinutes(1)); + } + + private String getText(String uri) { + var resource = new DefaultResourceLoader().getResource(uri); + try { + return resource.getContentAsString(StandardCharsets.UTF_8); + } catch (IOException e) { + throw new RuntimeException(e); + } + } + + private ApplicationContextRunner getContextRunner() { + return new ApplicationContextRunner().withUserConfiguration(TestApplication.class); + } + + @BeforeEach + void cleanDatabase() { + getContextRunner().run(context -> { + // Generating test data for documents with embedding values + // EmbeddingClient embeddingClient = context.getBean(EmbeddingClient.class); + // Files.writeString( + // Path.of(System.getProperty("user.dir"), + // "src/test/resources/documents.json"), + // objectMapper.writeValueAsString(documents.stream() + // .peek(document -> + // document.setEmbedding(embeddingClient.embed(document.getContent()))) + // .collect(Collectors.toList()))); + // Files.writeString( + // Path.of(System.getProperty("user.dir"), + // "src/test/resources/greatDepressionEmbeddingValues.json"), + // objectMapper.writeValueAsString(embeddingClient.embed("Great + // Depression"))); + // Files.writeString( + // Path.of(System.getProperty("user.dir"), + // "src/test/resources/updateEmbeddingValues.json"), + // objectMapper.writeValueAsString(embeddingClient.embed("FooBar"))); + // Document updateDocument = new Document("1", "The World is Big and Salvation + // Lurks Around the + // Corner", + // Map.of("meta2", "meta2")); + // updateDocument.setEmbedding( + // embeddingClient.embed("The World is Big and Salvation Lurks Around the + // Corner")); + // Files.writeString(Path.of(System.getProperty("user.dir"), + // "src/test/resources/updateDocument.json"), + // objectMapper.writeValueAsString(updateDocument)); + // + // var bgDocument = new Document("1", "The World is Big and Salvation Lurks + // Around the Corner", + // Map.of("country", "BG", "year", 2020, "activationDate", new Date(1000))); + // var nlDocument = new Document("2", "The World is Big and Salvation Lurks + // Around the Corner", + // Map.of("country", "NL", "activationDate", new Date(2000))); + // var bgDocument2 = new Document("3", "The World is Big and Salvation Lurks + // Around the Corner", + // Map.of("country", "BG", "year", 2023, "activationDate", new Date(3000))); + // Files.writeString(Path.of(System.getProperty("user.dir"), + // "src/test/resources/searchDocuments.json"), + // objectMapper.writeValueAsString(List.of(bgDocument, nlDocument, + // bgDocument2).stream() + // .peek(document -> + // document.setEmbedding(embeddingClient.embed(document.getContent()))) + // .collect(Collectors.toList()))); + // Files.writeString( + // Path.of(System.getProperty("user.dir"), + // "src/test/resources/theWorldEmbeddingValues.json"), + // objectMapper.writeValueAsString(embeddingClient.embed("The World"))); + // + // Document document = new Document(UUID.randomUUID().toString(), "Spring AI + // rocks!!", + // Collections.singletonMap("meta1", "meta1")); + // document.setEmbedding(embeddingClient.embed(document.getContent())); + // Files.writeString(Path.of(System.getProperty("user.dir"), + // "src/test/resources/springAIRocksDocuments.json"), + // objectMapper.writeValueAsString(document)); + // + // Files.writeString( + // Path.of(System.getProperty("user.dir"), + // "src/test/resources/springEmbeddingValues.json"), + // objectMapper.writeValueAsString(embeddingClient.embed("Spring"))); + // Files.writeString( + // Path.of(System.getProperty("user.dir"), + // "src/test/resources/depressionEmbeddingValues.json"), + // objectMapper.writeValueAsString(embeddingClient.embed("Depression"))); + + VectorStore vectorStore = context.getBean(VectorStore.class); + vectorStore.delete(List.of("_all")); + }); + } + + @ParameterizedTest(name = "{0} : {displayName} ") + @ValueSource(strings = {DEFAULT, """ + double value = dotProduct(params.query_vector, 'embedding'); + return sigmoid(1, Math.E, -value); + """, "1 / (1 + l1norm(params.query_vector, 'embedding'))", + "1 / (1 + l2norm(params.query_vector, 'embedding'))"}) + public void addAndSearchTest(String similarityFunction) { + + getContextRunner().run(context -> { + ElasticsearchVectorStore vectorStore = context.getBean(ElasticsearchVectorStore.class); + if (!DEFAULT.equals(similarityFunction)) + vectorStore.withSimilarityFunction(similarityFunction); + + this.documents = objectMapper.readValue(ResourceUtils.getText("documents.json"), + new TypeReference>() { + }); + vectorStore.add(documents); + + // List embedding = + // vectorStore.similaritySearch(SearchRequest.query("Great + // Depression").withTopK(1)) + List embedding = objectMapper.readValue( + ResourceUtils.getText("greatDepressionEmbeddingValues.json"), new TypeReference>() { + }); + + Awaitility.await().until(() -> vectorStore.similaritySearch(embedding, 1, 0, null), hasSize(1)); + + List results = vectorStore.similaritySearch(embedding, 1, 0, null); + + assertThat(results).hasSize(1); + Document resultDoc = results.get(0); + assertThat(resultDoc.getId()).isEqualTo(documents.get(2).getId()); + assertThat(resultDoc.getContent()).contains("The Great Depression (1929–1939) was an economic shock"); + assertThat(resultDoc.getMetadata()).hasSize(2); + assertThat(resultDoc.getMetadata()).containsKey("meta2"); + assertThat(resultDoc.getMetadata()).containsKey("distance"); + + // Remove all documents from the store + vectorStore.delete(documents.stream().map(Document::getId).toList()); + + Awaitility.await().until(() -> vectorStore.similaritySearch(embedding, 1, 0, null), hasSize(0)); + }); + } + + @ParameterizedTest(name = "{0} : {displayName} ") + @ValueSource(strings = {DEFAULT, """ + double value = dotProduct(params.query_vector, 'embedding'); + return sigmoid(1, Math.E, -value); + """, "1 / (1 + l1norm(params.query_vector, 'embedding'))", + "1 / (1 + l2norm(params.query_vector, 'embedding'))"}) + public void searchWithFilters(String similarityFunction) { + + getContextRunner().run(context -> { + ElasticsearchVectorStore vectorStore = context.getBean(ElasticsearchVectorStore.class); + if (!DEFAULT.equals(similarityFunction)) + vectorStore.withSimilarityFunction(similarityFunction); + + var bgDocument = new Document("1", "The World is Big and Salvation Lurks Around the Corner", + Map.of("country", "BG", "year", 2020, "activationDate", new Date(1000))); + var nlDocument = new Document("2", "The World is Big and Salvation Lurks Around the Corner", + Map.of("country", "NL", "activationDate", new Date(2000))); + var bgDocument2 = new Document("3", "The World is Big and Salvation Lurks Around the Corner", + Map.of("country", "BG", "year", 2023, "activationDate", new Date(3000))); + + // vectorStore.add(List.of(bgDocument, nlDocument, bgDocument2)); + this.documents = objectMapper.readValue(ResourceUtils.getText("searchDocuments.json"), + new TypeReference>() { + }); + vectorStore.add(documents); + + List embedding = objectMapper.readValue(ResourceUtils.getText("theWorldEmbeddingValues.json"), + new TypeReference>() { + }); + + Awaitility.await().until(() -> vectorStore.similaritySearch(SearchRequest.query("The World").withTopK(5)), + hasSize(3)); +// Awaitility.await().until(() -> vectorStore.similaritySearch(embedding, 5, 0, null), hasSize(3)); + + List results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("country == 'NL'")); +// List results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("country == 'NL'")); + + assertThat(results).hasSize(1); + assertThat(results.get(0).getId()).isEqualTo(nlDocument.getId()); + + results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("country == 'BG'")); +// results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("country == 'BG'")); + + assertThat(results).hasSize(2); + assertThat(results.get(0).getId()).isIn(bgDocument.getId(), bgDocument2.getId()); + assertThat(results.get(1).getId()).isIn(bgDocument.getId(), bgDocument2.getId()); + + results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("country == 'BG' && year == 2020")); +// results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("country == 'BG' && year == 2020")); + + assertThat(results).hasSize(1); + assertThat(results.get(0).getId()).isEqualTo(bgDocument.getId()); + + results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("country in ['BG']")); +// results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("country in ['BG']")); + + assertThat(results).hasSize(2); + assertThat(results.get(0).getId()).isIn(bgDocument.getId(), bgDocument2.getId()); + assertThat(results.get(1).getId()).isIn(bgDocument.getId(), bgDocument2.getId()); + + results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("country in ['BG','NL']")); +// results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("country in ['BG','NL']")); + + assertThat(results).hasSize(3); + + results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("country not in ['BG']")); +// results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("country not in ['BG']")); + + assertThat(results).hasSize(1); + assertThat(results.get(0).getId()).isEqualTo(nlDocument.getId()); + + results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("NOT(country not in ['BG'])")); +// results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("NOT(country not in ['BG'])")); + + assertThat(results).hasSize(2); + assertThat(results.get(0).getId()).isIn(bgDocument.getId(), bgDocument2.getId()); + assertThat(results.get(1).getId()).isIn(bgDocument.getId(), bgDocument2.getId()); + + results = vectorStore.similaritySearch(SearchRequest.query("The World") + .withTopK(5) + .withSimilarityThresholdAll() + .withFilterExpression("activationDate > " + + ZonedDateTime.parse("1970-01-01T00:00:02Z").toInstant().toEpochMilli())); +// results = vectorStore.similaritySearch(embedding, 5, +// SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, +// new FilterExpressionTextParser().parse("activationDate > " + +// ZonedDateTime.parse("1970-01-01T00:00:02Z").toInstant().toEpochMilli())); + + + assertThat(results).hasSize(1); + assertThat(results.get(0).getId()).isEqualTo(bgDocument2.getId()); + + // Remove all documents from the store + vectorStore.delete(documents.stream().map(Document::getId).toList()); + + Awaitility.await().until(() -> vectorStore.similaritySearch(embedding, 1, 0, null), hasSize(0)); + }); + } + + @ParameterizedTest(name = "{0} : {displayName} ") + @ValueSource(strings = {DEFAULT, """ + double value = dotProduct(params.query_vector, 'embedding'); + return sigmoid(1, Math.E, -value); + """, "1 / (1 + l1norm(params.query_vector, 'embedding'))", + "1 / (1 + l2norm(params.query_vector, 'embedding'))"}) + public void documentUpdateTest(String similarityFunction) { + + getContextRunner().run(context -> { + ElasticsearchVectorStore vectorStore = context.getBean(ElasticsearchVectorStore.class); + if (!DEFAULT.equals(similarityFunction)) + vectorStore.withSimilarityFunction(similarityFunction); + + // Document document = new Document(UUID.randomUUID().toString(), "Spring AI + // rocks!!", + // Collections.singletonMap("meta1", "meta1")); + Document document = objectMapper.readValue(ResourceUtils.getText("springAIRocksDocuments.json"), + Document.class); + vectorStore.add(List.of(document)); + + // SearchRequest springSearchRequest = + // SearchRequest.query("Spring").withTopK(5); + List springEmbedding = objectMapper.readValue(ResourceUtils.getText("springEmbeddingValues.json"), + new TypeReference>() { + }); + + Awaitility.await().until(() -> vectorStore.similaritySearch(springEmbedding, 5, 0, null), hasSize(1)); + + List results = vectorStore.similaritySearch(springEmbedding, 5, 0, null); + + assertThat(results).hasSize(1); + Document resultDoc = results.get(0); + assertThat(resultDoc.getId()).isEqualTo(document.getId()); + assertThat(resultDoc.getContent()).isEqualTo("Spring AI rocks!!"); + assertThat(resultDoc.getMetadata()).containsKey("meta1"); + assertThat(resultDoc.getMetadata()).containsKey("distance"); + + // Document sameIdDocument = new Document(document.getId(), + // "The World is Big and Salvation Lurks Around the Corner", + // Collections.singletonMap("meta2", "meta2")); + Document sameIdDocument = objectMapper.readValue( + ResourceUtils.getText("updateDocument.json").replace("\"1\"", "\"" + document.getId() + "\""), + Document.class); + + vectorStore.add(List.of(sameIdDocument)); + // SearchRequest fooBarSearchRequest = + // SearchRequest.query("FooBar").withTopK(5); + List updateEmbedding = objectMapper.readValue(ResourceUtils.getText("updateEmbeddingValues.json"), + new TypeReference>() { + }); + Awaitility.await() + .until(() -> vectorStore.similaritySearch(updateEmbedding, 5, 0, null).get(0).getContent(), + equalTo("The World is Big and Salvation Lurks Around the Corner")); + + results = vectorStore.similaritySearch(updateEmbedding, 5, 0, null); + + assertThat(results).hasSize(1); + resultDoc = results.get(0); + assertThat(resultDoc.getId()).isEqualTo(document.getId()); + assertThat(resultDoc.getContent()).isEqualTo("The World is Big and Salvation Lurks Around the Corner"); + assertThat(resultDoc.getMetadata()).containsKey("meta2"); + assertThat(resultDoc.getMetadata()).containsKey("distance"); + + // Remove all documents from the store + vectorStore.delete(List.of(document.getId())); + + Awaitility.await().until(() -> vectorStore.similaritySearch(updateEmbedding, 5, 0, null), hasSize(0)); + + }); + } + + @ParameterizedTest(name = "{0} : {displayName} ") + @ValueSource(strings = {DEFAULT, """ + double value = dotProduct(params.query_vector, 'embedding'); + return sigmoid(1, Math.E, -value); + """, "1 / (1 + l1norm(params.query_vector, 'embedding'))", + "1 / (1 + l2norm(params.query_vector, 'embedding'))"}) + public void searchThresholdTest(String similarityFunction) { + + getContextRunner().run(context -> { + ElasticsearchVectorStore vectorStore = context.getBean(ElasticsearchVectorStore.class); + if (!DEFAULT.equals(similarityFunction)) + vectorStore.withSimilarityFunction(similarityFunction); + + this.documents = objectMapper.readValue(ResourceUtils.getText("documents.json"), + new TypeReference>() { + }); + vectorStore.add(documents); + + List embedding = objectMapper.readValue(ResourceUtils.getText("depressionEmbeddingValues.json"), + new TypeReference>() { + }); + + Awaitility.await() + .until(() -> vectorStore.similaritySearch(embedding, 50, + SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, null), + hasSize(3)); + + List fullResult = vectorStore.similaritySearch(embedding, 50, + SearchRequest.SIMILARITY_THRESHOLD_ACCEPT_ALL, null); + + List distances = fullResult.stream().map(doc -> (Float) doc.getMetadata().get("distance")).toList(); + + assertThat(distances).hasSize(3); + + float threshold = (distances.get(0) + distances.get(1)) / 2; + + List results = vectorStore.similaritySearch(embedding, 50, 1 - threshold, null); + + assertThat(results).hasSize(1); + Document resultDoc = results.get(0); + assertThat(resultDoc.getId()).isEqualTo(documents.get(2).getId()); + assertThat(resultDoc.getContent()).contains("The Great Depression (1929–1939) was an economic shock"); + assertThat(resultDoc.getMetadata()).containsKey("meta2"); + assertThat(resultDoc.getMetadata()).containsKey("distance"); + + // Remove all documents from the store + vectorStore.delete(documents.stream().map(Document::getId).toList()); + + Awaitility.await().until(() -> vectorStore.similaritySearch(embedding, 1, 0, null), hasSize(0)); + }); + } + + @SpringBootConfiguration + @EnableAutoConfiguration(exclude = {DataSourceAutoConfiguration.class}) + public static class TestApplication { + + @Bean + public ElasticsearchVectorStore vectorStore(EmbeddingClient embeddingClient) { + return new ElasticsearchVectorStore( + RestClient.builder(HttpHost.create(elasticsearchContainer.getHttpHostAddress())).build(), + embeddingClient); + } + + @Bean + public EmbeddingClient embeddingClient() { + return new OpenAiEmbeddingClient(new OpenAiApi(System.getenv("OPENAI_API_KEY"))); + } + + } + +} diff --git a/vector-stores/spring-ai-elasticsearch-store/src/test/resources/depressionEmbeddingValues.json b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/depressionEmbeddingValues.json new file mode 100644 index 00000000000..d558d838646 --- /dev/null +++ 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The project was founded with the belief that the next wave of Generative AI applications will not be only for Python developers but will be ubiquitous across many programming languages.\nAt its core, Spring AI provides abstractions that serve as the foundation for developing AI applications. These abstractions have multiple implementations, enabling easy component swapping with minimal code changes. For example, Spring AI introduces the AiClient interface with implementations for OpenAI and Azure OpenAI.\nIn addition to these core abstractions, Spring AI aims to provide higher-level functionalities to address common use cases such as “Q&A over your documentation” or “Chat with your documentation.” As the complexity of the use cases increases, the Spring AI project will integrate with other projects in the Spring Ecosystem, such as Spring Integration, Spring Batch, and Spring Data.\nTo simplify setup, Spring Boot starters are available to help set up essential dependencies and classes. There is also a collection of sample applications to help you explore the project’s features. Lastly, the new Spring CLI project also enables you to get started quickly by using the spring boot new AI command for new projects or spring boot add AI for adding AI capabilities to your existing application.\n\n", + "id": "1", + "metadata": { + "meta1": "meta1" + } + }, { + "embedding": [ + 0.012438339, + -4.2974597E-4, + -0.005043023, + -0.0022752243, + 0.006681586, + -0.0022199352, + -0.012116658, + -0.031873245, + -0.006942952, + -0.0039439453, + 0.02868324, + 0.016633598, + -8.79597E-4, + -0.011225333, + 0.005770156, + 0.008357009, + 0.033213582, + -0.021217555, + 0.010655689, + 0.0019284117, + -0.0158428, + 0.028200718, + 0.01897919, + -0.03066694, + -0.015641747, + 0.011459893, + 0.027771808, + -0.035063248, + 0.022048565, + -0.02345592, + -0.011459893, + -0.024434367, + -0.0025148096, + -0.027691389, + -0.03731502, + -0.03307955, + 0.004543747, + -0.027825423, + 0.009663839, + 0.003387705, + 0.011278947, + 0.021579446, + -0.0075528063, + -0.0012842116, + -0.012270797, + 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5.470256E-4, + 0.04093393, + -0.0031397424, + -0.0051502497, + -9.1394316E-4, + 0.008229677, + 0.006624622, + -0.020869067, + -0.020949487, + -0.0040813303, + 0.014274603, + -0.01529326, + -0.0028063334, + 0.009476191, + -0.021177344, + -0.006296239, + -0.024930293, + 0.009020477, + 0.031792823, + 9.3321054E-4, + -0.0018077813, + -0.010836635, + -0.021351589, + 0.01565515, + 0.013966325, + 0.00293199, + 0.0045001856, + -0.026203614 + ], + "content": "Somewhere in the Andes, they believe in this very day that the future is behind you. It comes up from behind your back, surprising and unforeseeable, while the past is always before your eyes, that which has already happened. When they talk about the past, the people of the Aymara tribe point in front of them. You walk forward facing the past, and you turn back toward the future.\n― Georgi Gospodinov, Time Shelter", + "id": "2", + "metadata": {} +}, { + "embedding": [ + -0.038519744, + -0.03163127, + 0.021691099, + -0.031327367, + -0.02894679, + 0.004219824, + -0.0066162283, + 0.013574348, + -0.014979901, + -0.03753206, + -0.024223628, + 0.04031784, + 0.0023789932, + 0.0030548614, + -0.0130171925, + 0.020981992, + 0.02659154, + -5.919783E-4, + 0.009477985, + -0.010408688, + -0.0010913612, + 0.017651718, + -0.0076925526, + -0.0104720015, + 0.0011997849, + 0.011263417, + 0.019842355, + -0.016815983, + 0.01584096, + -0.007857167, + -0.031479318, + -0.02793378, + -0.022298906, + 0.008192727, + -0.005505082, + -0.020386847, + -0.010972176, + -0.0040457128, + -0.0048307963, + -0.004241984, + -0.004014056, + 0.018778693, + -0.01530913, + 0.0038652704, + -0.02879484, + 0.0015567131, + 0.0112824105, + -0.022678785, + 0.008597932, + 0.03727881, + 0.013574348, + 0.007831842, + -0.030111754, + 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-0.013954228, + -0.021615123, + 0.01804426, + 0.0017126218, + 0.015245817, + -0.01852544, + 0.011130459, + -0.028389635, + -0.030466307, + 0.020386847, + -0.014992564, + -0.039380804, + 0.007736872, + 0.0064326203, + 0.011548326, + -0.010522652, + -0.0045332243 + ], + "content": "The Great Depression (1929–1939) was an economic shock that affected most countries across the world. It was a period of economic depression that became evident after a major fall in stock prices in the United States.[1] The economic contagion began around September 1929 and led to the Wall Street stock market crash of October 24 (Black Thursday). It was the longest, deepest, and most widespread depression of the 20th century.[2]\nBetween 1929 and 1932, worldwide gross domestic product (GDP) fell by an estimated 15%. By comparison, worldwide GDP fell by less than 1% from 2008 to 2009 during the Great Recession.[3] Some economies started to recover by the mid-1930s. However, in many countries,[specify] the negative effects of the Great Depression lasted until the beginning of World War II. Devastating effects were seen in both rich and poor countries with falling personal income, prices, tax revenues, and profits. International trade fell by more than 50%, unemployment in the U.S. rose to 23% and in some countries rose as high as 33%.[4]\nCities around the world were hit hard, especially those dependent on heavy industry. Construction was virtually halted in many countries. Farming communities and rural areas suffered as crop prices fell by about 60%.[5][6][7] Faced with plummeting demand and few job alternatives, areas dependent on primary sector industries suffered the most.[8]\nEconomic historians usually consider the catalyst of the Great Depression to be the sudden devastating collapse of U.S. stock market prices, starting on October 24, 1929. However, some dispute this conclusion, seeing the stock crash less than a cause of the Depression and more as a symptom of the rising nervousness of investors partly due to gradual price declines caused by falling sales of consumer goods (as a result of overproduction because of new production techniques, falling exports and income inequality, among other factors) that had already been underway as part of a gradual Depression", + "id": "3", + "metadata": { + "meta2": "meta2" + } +} +] \ No newline at end of file diff --git a/vector-stores/spring-ai-elasticsearch-store/src/test/resources/greatDepressionEmbeddingValues.json b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/greatDepressionEmbeddingValues.json new file mode 100644 index 00000000000..b428478c5b7 --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/greatDepressionEmbeddingValues.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/vector-stores/spring-ai-elasticsearch-store/src/test/resources/searchDocuments.json b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/searchDocuments.json new file mode 100644 index 00000000000..469b489368c --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/searchDocuments.json @@ -0,0 +1 @@ +[{"content":"The World is Big and Salvation Lurks Around the 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\ No newline at end of file diff --git a/vector-stores/spring-ai-elasticsearch-store/src/test/resources/springAIRocksDocuments.json b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/springAIRocksDocuments.json new file mode 100644 index 00000000000..dd597019021 --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/springAIRocksDocuments.json @@ -0,0 +1 @@ +{"content":"Spring AI 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\ No newline at end of file diff --git a/vector-stores/spring-ai-elasticsearch-store/src/test/resources/updateDocument.json b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/updateDocument.json new file mode 100644 index 00000000000..080d0c74abf --- /dev/null +++ b/vector-stores/spring-ai-elasticsearch-store/src/test/resources/updateDocument.json @@ -0,0 +1 @@ +{"content":"The World is Big and Salvation Lurks Around the 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