|  | 
|  | 1 | +/* | 
|  | 2 | + * Copyright 2023-2024 the original author or authors. | 
|  | 3 | + * | 
|  | 4 | + * Licensed under the Apache License, Version 2.0 (the "License"); | 
|  | 5 | + * you may not use this file except in compliance with the License. | 
|  | 6 | + * You may obtain a copy of the License at | 
|  | 7 | + * | 
|  | 8 | + *      https://www.apache.org/licenses/LICENSE-2.0 | 
|  | 9 | + * | 
|  | 10 | + * Unless required by applicable law or agreed to in writing, software | 
|  | 11 | + * distributed under the License is distributed on an "AS IS" BASIS, | 
|  | 12 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | 
|  | 13 | + * See the License for the specific language governing permissions and | 
|  | 14 | + * limitations under the License. | 
|  | 15 | + */ | 
|  | 16 | + | 
|  | 17 | +package org.springframework.ai.vectorstore.opensearch.autoconfigure; | 
|  | 18 | + | 
|  | 19 | +import java.io.IOException; | 
|  | 20 | +import java.nio.charset.StandardCharsets; | 
|  | 21 | +import java.util.List; | 
|  | 22 | +import java.util.Map; | 
|  | 23 | + | 
|  | 24 | +import org.junit.jupiter.api.Test; | 
|  | 25 | +import org.opensearch.testcontainers.OpensearchContainer; | 
|  | 26 | +import org.testcontainers.junit.jupiter.Container; | 
|  | 27 | +import org.testcontainers.junit.jupiter.Testcontainers; | 
|  | 28 | +import org.testcontainers.utility.DockerImageName; | 
|  | 29 | + | 
|  | 30 | +import org.springframework.ai.document.Document; | 
|  | 31 | +import org.springframework.ai.embedding.EmbeddingModel; | 
|  | 32 | +import org.springframework.ai.retry.autoconfigure.SpringAiRetryAutoConfiguration; | 
|  | 33 | +import org.springframework.ai.transformers.TransformersEmbeddingModel; | 
|  | 34 | +import org.springframework.ai.vectorstore.opensearch.OpenSearchVectorStore; | 
|  | 35 | +import org.springframework.boot.autoconfigure.AutoConfigurations; | 
|  | 36 | +import org.springframework.boot.test.context.runner.ApplicationContextRunner; | 
|  | 37 | +import org.springframework.context.annotation.Bean; | 
|  | 38 | +import org.springframework.context.annotation.Configuration; | 
|  | 39 | +import org.springframework.core.io.DefaultResourceLoader; | 
|  | 40 | + | 
|  | 41 | +import static org.assertj.core.api.Assertions.assertThat; | 
|  | 42 | + | 
|  | 43 | +@Testcontainers | 
|  | 44 | +class OpenSearchVectorStoreNonAwsFallbackIT { | 
|  | 45 | + | 
|  | 46 | +	@Container | 
|  | 47 | +	private static final OpensearchContainer<?> opensearchContainer = new OpensearchContainer<>( | 
|  | 48 | +			DockerImageName.parse("opensearchproject/opensearch:2.13.0")); | 
|  | 49 | + | 
|  | 50 | +	private static final String DOCUMENT_INDEX = "nonaws-spring-ai-document-index"; | 
|  | 51 | + | 
|  | 52 | +	private final ApplicationContextRunner contextRunner = new ApplicationContextRunner() | 
|  | 53 | +		.withConfiguration(AutoConfigurations.of(OpenSearchVectorStoreAutoConfiguration.class, | 
|  | 54 | +				SpringAiRetryAutoConfiguration.class)) | 
|  | 55 | +		.withUserConfiguration(Config.class) | 
|  | 56 | +		.withPropertyValues("spring.ai.vectorstore.opensearch.aws.enabled=false", | 
|  | 57 | +				"spring.ai.vectorstore.opensearch.uris=" + opensearchContainer.getHttpHostAddress(), | 
|  | 58 | +				"spring.ai.vectorstore.opensearch.indexName=" + DOCUMENT_INDEX, | 
|  | 59 | +				"spring.ai.vectorstore.opensearch.mappingJson={\"properties\":{\"embedding\":{\"type\":\"knn_vector\",\"dimension\":384}}}"); | 
|  | 60 | + | 
|  | 61 | +	private List<Document> documents = List.of( | 
|  | 62 | +			new Document("1", getText("classpath:/test/data/spring.ai.txt"), Map.of("meta1", "meta1")), | 
|  | 63 | +			new Document("2", getText("classpath:/test/data/time.shelter.txt"), Map.of()), | 
|  | 64 | +			new Document("3", getText("classpath:/test/data/great.depression.txt"), Map.of("meta2", "meta2"))); | 
|  | 65 | + | 
|  | 66 | +	@Test | 
|  | 67 | +	void nonAwsFallbackConfigurationWorks() { | 
|  | 68 | +		this.contextRunner.run(context -> { | 
|  | 69 | +			// AWS-specific bean should NOT be present | 
|  | 70 | +			assertThat(context.containsBeanDefinition("awsOpenSearchConnectionDetails")).isFalse(); | 
|  | 71 | +			// Standard OpenSearch bean should be present | 
|  | 72 | +			assertThat(context.getBeansOfType(OpenSearchConnectionDetails.class)).isNotEmpty(); | 
|  | 73 | +			// OpenSearchVectorStore should still be present | 
|  | 74 | +			assertThat(context.getBeansOfType(OpenSearchVectorStore.class)).isNotEmpty(); | 
|  | 75 | +		}); | 
|  | 76 | +	} | 
|  | 77 | + | 
|  | 78 | +	private String getText(String uri) { | 
|  | 79 | +		var resource = new DefaultResourceLoader().getResource(uri); | 
|  | 80 | +		try { | 
|  | 81 | +			return resource.getContentAsString(StandardCharsets.UTF_8); | 
|  | 82 | +		} | 
|  | 83 | +		catch (IOException e) { | 
|  | 84 | +			throw new RuntimeException(e); | 
|  | 85 | +		} | 
|  | 86 | +	} | 
|  | 87 | + | 
|  | 88 | +	@Configuration(proxyBeanMethods = false) | 
|  | 89 | +	static class Config { | 
|  | 90 | + | 
|  | 91 | +		@Bean | 
|  | 92 | +		public EmbeddingModel embeddingModel() { | 
|  | 93 | +			return new TransformersEmbeddingModel(); | 
|  | 94 | +		} | 
|  | 95 | + | 
|  | 96 | +	} | 
|  | 97 | + | 
|  | 98 | +} | 
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