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| 1 | +/* |
| 2 | + * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one |
| 3 | + * or more contributor license agreements. Licensed under the Elastic License |
| 4 | + * 2.0; you may not use this file except in compliance with the Elastic License |
| 5 | + * 2.0. |
| 6 | + */ |
| 7 | + |
| 8 | +package org.elasticsearch.xpack.esql.qa.single_node; |
| 9 | + |
| 10 | +import com.carrotsearch.randomizedtesting.annotations.ThreadLeakFilters; |
| 11 | + |
| 12 | +import org.elasticsearch.client.Request; |
| 13 | +import org.elasticsearch.test.TestClustersThreadFilter; |
| 14 | +import org.elasticsearch.test.cluster.ElasticsearchCluster; |
| 15 | +import org.elasticsearch.test.rest.ESRestTestCase; |
| 16 | +import org.elasticsearch.xpack.esql.AssertWarnings; |
| 17 | +import org.elasticsearch.xpack.esql.CsvTestsDataLoader; |
| 18 | +import org.elasticsearch.xpack.esql.action.EsqlCapabilities; |
| 19 | +import org.elasticsearch.xpack.esql.qa.rest.ProfileLogger; |
| 20 | +import org.elasticsearch.xpack.esql.qa.rest.RestEsqlTestCase; |
| 21 | +import org.junit.After; |
| 22 | +import org.junit.Before; |
| 23 | +import org.junit.ClassRule; |
| 24 | +import org.junit.Rule; |
| 25 | + |
| 26 | +import java.io.IOException; |
| 27 | +import java.util.HashMap; |
| 28 | +import java.util.List; |
| 29 | +import java.util.Map; |
| 30 | + |
| 31 | +import static org.elasticsearch.xpack.esql.qa.rest.RestEsqlTestCase.requestObjectBuilder; |
| 32 | +import static org.elasticsearch.xpack.esql.qa.rest.RestEsqlTestCase.runEsqlSync; |
| 33 | +import static org.hamcrest.Matchers.is; |
| 34 | + |
| 35 | +@ThreadLeakFilters(filters = TestClustersThreadFilter.class) |
| 36 | +public class KnnSemanticTextIT extends ESRestTestCase { |
| 37 | + |
| 38 | + @ClassRule |
| 39 | + public static ElasticsearchCluster cluster = Clusters.testCluster(spec -> spec.plugin("inference-service-test")); |
| 40 | + |
| 41 | + @Rule(order = Integer.MIN_VALUE) |
| 42 | + public ProfileLogger profileLogger = new ProfileLogger(); |
| 43 | + |
| 44 | + private int numDocs; |
| 45 | + private final Map<Integer, String> indexedTexts = new HashMap<>(); |
| 46 | + |
| 47 | + @Override |
| 48 | + protected String getTestRestCluster() { |
| 49 | + return cluster.getHttpAddresses(); |
| 50 | + } |
| 51 | + |
| 52 | + @Before |
| 53 | + public void checkCapability() { |
| 54 | + assumeTrue("semantic text capability not available", EsqlCapabilities.Cap.KNN_FUNCTION_V4.isEnabled()); |
| 55 | + } |
| 56 | + |
| 57 | + public void testKnnQuery() throws IOException { |
| 58 | + String knnQuery = """ |
| 59 | + FROM semantic-test METADATA _score |
| 60 | + | WHERE knn(semantic, [0, 1, 2], 10) |
| 61 | + | KEEP id, _score, semantic |
| 62 | + | SORT _score DESC |
| 63 | + | LIMIT 10 |
| 64 | + """; |
| 65 | + |
| 66 | + Map<String, Object> response = runEsqlQuery(knnQuery); |
| 67 | + @SuppressWarnings("unchecked") |
| 68 | + List<Map<String, Object>> columns = (List<Map<String, Object>>) response.get("columns"); |
| 69 | + assertThat(columns.size(), is(3)); |
| 70 | + } |
| 71 | + |
| 72 | + @Before |
| 73 | + public void setupIndex() throws IOException { |
| 74 | + Request request = new Request("PUT", "/semantic-test"); |
| 75 | + request.setJsonEntity(""" |
| 76 | + { |
| 77 | + "mappings": { |
| 78 | + "properties": { |
| 79 | + "id": { |
| 80 | + "type": "integer" |
| 81 | + }, |
| 82 | + "semantic": { |
| 83 | + "type": "semantic_text", |
| 84 | + "inference_id": "test_dense_inference" |
| 85 | + } |
| 86 | + } |
| 87 | + }, |
| 88 | + "settings": { |
| 89 | + "index": { |
| 90 | + "number_of_shards": 1, |
| 91 | + "number_of_replicas": 0 |
| 92 | + } |
| 93 | + } |
| 94 | + } |
| 95 | + """); |
| 96 | + assertEquals(200, client().performRequest(request).getStatusLine().getStatusCode()); |
| 97 | + |
| 98 | + request = new Request("POST", "/_bulk?index=semantic-test&refresh=true"); |
| 99 | + // 4 documents with a null in the middle, leading to 3 ESQL pages and 3 Arrow batches |
| 100 | + request.setJsonEntity(""" |
| 101 | + {"index": {"_id": "1"}} |
| 102 | + {"id": 1, "semantic": "sample text one"} |
| 103 | + {"index": {"_id": "2"}} |
| 104 | + {"id": 2, "semantic": "sample text two"} |
| 105 | + {"index": {"_id": "3"}} |
| 106 | + {"id": 3, "semantic": "sample text three"} |
| 107 | + """); |
| 108 | + assertEquals(200, client().performRequest(request).getStatusLine().getStatusCode()); |
| 109 | + } |
| 110 | + |
| 111 | + @Before |
| 112 | + public void setupInferenceEndpoint() throws IOException { |
| 113 | + CsvTestsDataLoader.createTextEmbeddingInferenceEndpoint(client()); |
| 114 | + } |
| 115 | + |
| 116 | + @After |
| 117 | + public void removeIndexAndInferenceEndpoint() throws IOException { |
| 118 | + client().performRequest(new Request("DELETE", "semantic-test")); |
| 119 | + |
| 120 | + if (CsvTestsDataLoader.clusterHasTextEmbeddingInferenceEndpoint(client())) { |
| 121 | + CsvTestsDataLoader.deleteTextEmbeddingInferenceEndpoint(client()); |
| 122 | + } |
| 123 | + } |
| 124 | + |
| 125 | + private Map<String, Object> runEsqlQuery(String query) throws IOException { |
| 126 | + RestEsqlTestCase.RequestObjectBuilder builder = requestObjectBuilder().query(query); |
| 127 | + return runEsqlSync(builder, new AssertWarnings.NoWarnings(), profileLogger); |
| 128 | + } |
| 129 | +} |
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