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| 1 | +package org.springframework.ai.vectorstore.milvus; |
| 2 | + |
| 3 | +import io.milvus.client.MilvusServiceClient; |
| 4 | +import io.milvus.grpc.SearchResultData; |
| 5 | +import io.milvus.grpc.SearchResults; |
| 6 | +import io.milvus.param.R; |
| 7 | +import io.milvus.param.dml.SearchParam; |
| 8 | +import io.milvus.response.SearchResultsWrapper; |
| 9 | +import org.junit.jupiter.api.BeforeEach; |
| 10 | +import org.junit.jupiter.api.Test; |
| 11 | +import org.junit.jupiter.api.extension.ExtendWith; |
| 12 | +import org.mockito.ArgumentCaptor; |
| 13 | +import org.mockito.Mock; |
| 14 | +import org.mockito.MockedConstruction; |
| 15 | +import org.mockito.MockedStatic; |
| 16 | +import org.mockito.junit.jupiter.MockitoExtension; |
| 17 | +import org.springframework.ai.document.Document; |
| 18 | +import org.springframework.ai.embedding.EmbeddingModel; |
| 19 | +import org.springframework.ai.model.EmbeddingUtils; |
| 20 | +import org.springframework.ai.vectorstore.SearchRequest; |
| 21 | + |
| 22 | +import java.util.List; |
| 23 | + |
| 24 | +import static org.assertj.core.api.Assertions.assertThat; |
| 25 | +import static org.mockito.ArgumentMatchers.any; |
| 26 | +import static org.mockito.Mockito.*; |
| 27 | + |
| 28 | +/** |
| 29 | + * Unit test class for {@link MilvusVectorStore}. |
| 30 | + * |
| 31 | + * @author waileong |
| 32 | + */ |
| 33 | +@ExtendWith(MockitoExtension.class) |
| 34 | +class MilvusVectorStoreTest { |
| 35 | + |
| 36 | + @Mock |
| 37 | + private MilvusServiceClient milvusClient; |
| 38 | + |
| 39 | + @Mock |
| 40 | + private EmbeddingModel embeddingModel; |
| 41 | + |
| 42 | + private MilvusVectorStore vectorStore; |
| 43 | + |
| 44 | + @BeforeEach |
| 45 | + void setUp() { |
| 46 | + vectorStore = MilvusVectorStore.builder(milvusClient, embeddingModel).build(); |
| 47 | + } |
| 48 | + |
| 49 | + @Test |
| 50 | + void shouldPerformSimilaritySearchWithNativeExpression() { |
| 51 | + try (MockedStatic<EmbeddingUtils> mockedEmbeddingUtils = mockStatic(EmbeddingUtils.class); |
| 52 | + MockedConstruction<SearchResultsWrapper> mockedSearchResultsWrapper = mockConstruction( |
| 53 | + SearchResultsWrapper.class, |
| 54 | + (mock, context) -> when(mock.getRowRecords(0)).thenReturn(List.of()))) { |
| 55 | + |
| 56 | + String query = "sample query"; |
| 57 | + MilvusSearchRequest request = MilvusSearchRequest.milvusBuilder() |
| 58 | + .query(query) |
| 59 | + .topK(5) |
| 60 | + .similarityThreshold(0.7) |
| 61 | + .nativeExpression("metadata[\"age\"] > 30") // this has higher priority |
| 62 | + .filterExpression("age <= 30") // this will be ignored |
| 63 | + .searchParamsJson("{\"nprobe\":128}") |
| 64 | + .build(); |
| 65 | + |
| 66 | + SearchParam capturedParam = performSimilaritySearch(mockedEmbeddingUtils, request); |
| 67 | + assertThat(capturedParam.getTopK()).isEqualTo(request.getTopK()); |
| 68 | + assertThat(capturedParam.getExpr()).isEqualTo(request.getNativeExpression()); |
| 69 | + assertThat(capturedParam.getParams()).isEqualTo(request.getSearchParamsJson()); |
| 70 | + } |
| 71 | + } |
| 72 | + |
| 73 | + @Test |
| 74 | + void shouldPerformSimilaritySearchWithFilterExpression() { |
| 75 | + try (MockedStatic<EmbeddingUtils> mockedEmbeddingUtils = mockStatic(EmbeddingUtils.class); |
| 76 | + MockedConstruction<SearchResultsWrapper> mockedSearchResultsWrapper = mockConstruction( |
| 77 | + SearchResultsWrapper.class, |
| 78 | + (mock, context) -> when(mock.getRowRecords(0)).thenReturn(List.of()))) { |
| 79 | + |
| 80 | + String query = "sample query"; |
| 81 | + MilvusSearchRequest request = MilvusSearchRequest.milvusBuilder() |
| 82 | + .query(query) |
| 83 | + .topK(5) |
| 84 | + .similarityThreshold(0.7) |
| 85 | + .filterExpression("age > 30") |
| 86 | + .searchParamsJson("{\"nprobe\":128}") |
| 87 | + .build(); |
| 88 | + |
| 89 | + SearchParam capturedParam = performSimilaritySearch(mockedEmbeddingUtils, request); |
| 90 | + |
| 91 | + assertThat(capturedParam.getTopK()).isEqualTo(request.getTopK()); |
| 92 | + assertThat(capturedParam.getExpr()).isEqualTo("metadata[\"age\"] > 30"); // filter |
| 93 | + assertThat(capturedParam.getParams()).isEqualTo(request.getSearchParamsJson()); |
| 94 | + } |
| 95 | + } |
| 96 | + |
| 97 | + @Test |
| 98 | + void shouldPerformSimilaritySearchWithOriginalSearchRequest() { |
| 99 | + try (MockedStatic<EmbeddingUtils> mockedEmbeddingUtils = mockStatic(EmbeddingUtils.class); |
| 100 | + MockedConstruction<SearchResultsWrapper> mockedSearchResultsWrapper = mockConstruction( |
| 101 | + SearchResultsWrapper.class, |
| 102 | + (mock, context) -> when(mock.getRowRecords(0)).thenReturn(List.of()))) { |
| 103 | + |
| 104 | + String query = "sample query"; |
| 105 | + SearchRequest request = SearchRequest.builder() |
| 106 | + .query(query) |
| 107 | + .topK(5) |
| 108 | + .similarityThreshold(0.7) |
| 109 | + .filterExpression("age > 30") |
| 110 | + .build(); |
| 111 | + |
| 112 | + SearchParam capturedParam = performSimilaritySearch(mockedEmbeddingUtils, request); |
| 113 | + |
| 114 | + assertThat(capturedParam.getTopK()).isEqualTo(request.getTopK()); |
| 115 | + assertThat(capturedParam.getExpr()).isEqualTo("metadata[\"age\"] > 30"); // filter |
| 116 | + assertThat(capturedParam.getParams()).isEqualTo("{}"); |
| 117 | + } |
| 118 | + } |
| 119 | + |
| 120 | + private SearchParam performSimilaritySearch(MockedStatic<EmbeddingUtils> mockedEmbeddingUtils, |
| 121 | + SearchRequest request) { |
| 122 | + List<Float> mockVector = List.of(1.0f, 2.0f, 3.0f); |
| 123 | + mockedEmbeddingUtils.when(() -> EmbeddingUtils.toList(any())).thenReturn(mockVector); |
| 124 | + |
| 125 | + SearchResults mockResults = mock(SearchResults.class); |
| 126 | + when(mockResults.getResults()).thenReturn(SearchResultData.getDefaultInstance()); |
| 127 | + |
| 128 | + R<SearchResults> mockResponse = R.success(mockResults); |
| 129 | + when(milvusClient.search(any(SearchParam.class))).thenReturn(mockResponse); |
| 130 | + |
| 131 | + ArgumentCaptor<SearchParam> searchParamCaptor = ArgumentCaptor.forClass(SearchParam.class); |
| 132 | + |
| 133 | + List<Document> results = vectorStore.doSimilaritySearch(request); |
| 134 | + |
| 135 | + assertThat(results).isNotNull(); |
| 136 | + verify(milvusClient).search(searchParamCaptor.capture()); |
| 137 | + return searchParamCaptor.getValue(); |
| 138 | + } |
| 139 | + |
| 140 | +} |
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