diff --git a/sdk/cosmos/azure-cosmos-tests/src/test/java/com/azure/cosmos/rx/HybridSearchQueryTest.java b/sdk/cosmos/azure-cosmos-tests/src/test/java/com/azure/cosmos/rx/HybridSearchQueryTest.java new file mode 100644 index 0000000000000..ca0cd1e35864a --- /dev/null +++ b/sdk/cosmos/azure-cosmos-tests/src/test/java/com/azure/cosmos/rx/HybridSearchQueryTest.java @@ -0,0 +1,293 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.rx; + +import com.azure.cosmos.CosmosAsyncClient; +import com.azure.cosmos.CosmosAsyncContainer; +import com.azure.cosmos.CosmosAsyncDatabase; +import com.azure.cosmos.CosmosClientBuilder; +import com.azure.cosmos.CosmosException; +import com.azure.cosmos.implementation.TestConfigurations; +import com.azure.cosmos.implementation.query.HybridSearchBadRequestException; +import com.azure.cosmos.models.CosmosContainerProperties; +import com.azure.cosmos.models.CosmosFullTextIndex; +import com.azure.cosmos.models.CosmosFullTextPath; +import com.azure.cosmos.models.CosmosFullTextPolicy; +import com.azure.cosmos.models.CosmosQueryRequestOptions; +import com.azure.cosmos.models.IncludedPath; +import com.azure.cosmos.models.IndexingMode; +import com.azure.cosmos.models.IndexingPolicy; +import com.azure.cosmos.models.PartitionKeyDefinition; +import com.azure.cosmos.models.ThroughputProperties; +import com.fasterxml.jackson.annotation.JsonProperty; +import com.fasterxml.jackson.core.type.TypeReference; +import com.fasterxml.jackson.databind.ObjectMapper; +import io.netty.handler.codec.http.HttpResponseStatus; +import org.slf4j.Logger; +import org.slf4j.LoggerFactory; +import org.testng.annotations.AfterClass; +import org.testng.annotations.BeforeClass; +import org.testng.annotations.Ignore; +import org.testng.annotations.Test; +import reactor.core.publisher.Flux; + +import java.io.File; +import java.io.IOException; +import java.util.ArrayList; +import java.util.Arrays; +import java.util.Collections; +import java.util.List; +import java.util.UUID; +import java.util.stream.Collectors; + +import static com.azure.cosmos.rx.TestSuiteBase.createDatabase; +import static com.azure.cosmos.rx.TestSuiteBase.safeClose; +import static com.azure.cosmos.rx.TestSuiteBase.safeDeleteDatabase; +import static org.assertj.core.api.Assertions.assertThat; +import static org.assertj.core.api.Assertions.fail; + +@Ignore("TODO: Ignore these test cases until the public emulator is released.") +public class HybridSearchQueryTest { + protected static final int TIMEOUT = 30000; + protected static final int SETUP_TIMEOUT = 80000; + protected static final int SHUTDOWN_TIMEOUT = 20000; + + protected static Logger logger = LoggerFactory.getLogger(HybridSearchQueryTest.class); + + private final String containerId = UUID.randomUUID().toString(); + private CosmosAsyncClient client; + private CosmosAsyncDatabase database; + private CosmosAsyncContainer container; + + @BeforeClass(groups = {"query", "split"}, timeOut = SETUP_TIMEOUT* 10) + public void before_HybridSearchQueryTest() { + //set up the client + client = new CosmosClientBuilder() + .endpoint(TestConfigurations.HOST) + .key(TestConfigurations.MASTER_KEY) + .buildAsyncClient(); + + database = createDatabase(client, UUID.randomUUID().toString()); + + PartitionKeyDefinition partitionKeyDef = new PartitionKeyDefinition(); + ArrayList paths = new ArrayList(); + paths.add("/id"); + partitionKeyDef.setPaths(paths); + + CosmosContainerProperties containerProperties = new CosmosContainerProperties(containerId, partitionKeyDef); + containerProperties.setIndexingPolicy(populateIndexingPolicy()); + containerProperties.setFullTextPolicy(populateFullTextPolicy()); + database.createContainer(containerProperties, ThroughputProperties.createManualThroughput(10000)).block(); + container = database.getContainer(containerId); + + List documents = loadProductsFromJson(); + for (Document doc : documents) { + container.createItem(doc).block(); + } + + // Wait for 10 minutes to allow indexing + try { + Thread.sleep(10 * 60 * 1000); // 8 minutes in milliseconds + } catch (InterruptedException e) { + Thread.currentThread().interrupt(); + throw new RuntimeException("Interrupted while waiting for indexing", e); + } + } + + @AfterClass(groups = {"query", "split"}, timeOut = SHUTDOWN_TIMEOUT, alwaysRun = true) + public void afterClass() { + safeDeleteDatabase(database); + safeClose(client); + } + + @Test(groups = {"query", "split"}, timeOut = TIMEOUT) + public void hybridQueryTest() { + + String query = "SELECT TOP 10 c.id, c.text, c.title FROM c WHERE FullTextContains(c.text, 'John') OR " + + "FullTextContains(c.title, 'John') ORDER BY RANK FullTextScore(c.title, ['John'])"; + List resultDocs = container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + assertThat(resultDocs).hasSize(3); + validateResults(Arrays.asList("2","57","85"), resultDocs); + + query = "SELECT c.id, c.title FROM c WHERE FullTextContains(c.title, 'John') " + + "OR FullTextContains(c.text, 'John') ORDER BY RANK FullTextScore(c.title, ['John']) OFFSET 1 LIMIT 5"; + resultDocs = container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + assertThat(resultDocs).hasSize(2); + validateResults(Arrays.asList("57","85"), resultDocs); + + query = "SELECT TOP 20 c.id, c.title FROM c WHERE FullTextContains(c.title, 'John') OR " + + "FullTextContains(c.text, 'John') OR FullTextContains(c.text, 'United States') " + + "ORDER BY RANK RRF(FullTextScore(c.title, ['John']), FullTextScore(c.text, ['United States']))"; + resultDocs = container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + assertThat(resultDocs).hasSize(15); + validateResults(Arrays.asList("61", "51", "49", "54", "75", "24", "77", "76", "80", "25", "22", "2", "66", "57", "85"), resultDocs); + + query = "SELECT c.id, c.title FROM c WHERE FullTextContains(c.title, 'John') " + + "OR FullTextContains(c.text, 'John') OR FullTextContains(c.text, 'United States') ORDER BY " + + "RANK RRF(FullTextScore(c.title, ['John']), FullTextScore(c.text, ['United States'])) OFFSET 5 LIMIT 10"; + resultDocs = container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + assertThat(resultDocs).hasSize(10); + validateResults(Arrays.asList("24", "77", "76", "80", "25", "22", "2", "66", "57", "85"), resultDocs); + + String vector = getQueryVector(); + query = String.format("SELECT TOP 10 c.id, c.text, c.title FROM c " + + "ORDER BY RANK RRF(FullTextScore(c.text, ['John']), FullTextScore(c.text, ['United States']), " + + "VectorDistance(c.vector, [%s]))",vector); + resultDocs = container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + assertThat(resultDocs).hasSize(10); + validateResults(Arrays.asList("21", "75", "37", "24", "26", "35", "49", "87", "55", "9"), resultDocs); + } + + @Test(groups = {"query", "split"}, timeOut = TIMEOUT) + public void wrongHybridQueryTest() { + String query = ""; + try { + query = "SELECT c.id, RRF(VectorDistance(c.vector, [1,2,3]), FullTextScore(c.text, “test”) FROM c"; + container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + fail("Attempting to project RRF in a query should fail."); + } catch (CosmosException ex) { + assertThat(ex.getStatusCode()).isEqualTo(HttpResponseStatus.BAD_REQUEST.code()); + assertThat(ex.getMessage()).contains("Syntax error, invalid token"); + } + + try { + query = "SELECT TOP 10 c.id FROM c WHERE FullTextContains(c.title, 'John') ORDER BY RANK FullTextScore(c.title, ['John']) DESC"; + container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + fail("Attempting to set an ordering direction in a full text score query should fail."); + } catch (CosmosException ex) { + assertThat(ex.getStatusCode()).isEqualTo(HttpResponseStatus.BAD_REQUEST.code()); + assertThat(ex.getMessage()).contains("Specifying a sort order (ASC or DESC) in the ORDER BY RANK clause is not allowed."); + } + + try { + query = "SELECT TOP 10 c.id FROM c WHERE FullTextContains(c.title, 'John') ORDER BY RANK RRF(FullTextScore(c.title, ['John']), VectorDistance(c.vector, [1,2,3])) DESC"; + container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + fail("Attempting to set an ordering direction in a hybrid search query should fail."); + } catch (CosmosException ex) { + assertThat(ex.getStatusCode()).isEqualTo(HttpResponseStatus.BAD_REQUEST.code()); + assertThat(ex.getMessage()).contains("Specifying a sort order (ASC or DESC) in the ORDER BY RANK clause is not allowed."); + } + + try { + query = "SELECT c.id FROM c WHERE FullTextContains(c.title, 'John') ORDER BY RANK RRF(FullTextScore(c.title, ['John']), VectorDistance(c.vector, [1,2,3]))"; + container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + fail("Attempting to run a hybrid search query without a top(Take) value should fail."); + } catch (HybridSearchBadRequestException ex) { + assertThat(ex.getStatusCode()).isEqualTo(HttpResponseStatus.BAD_REQUEST.code()); + assertThat(ex.getMessage()).contains("Executing a hybrid or full text query without Top or Limit can consume a large number of RUs " + + "very fast and have long runtimes."); + } + + try { + query = "SELECT c.id FROM c WHERE FullTextContains(c.title, 'John') ORDER BY RANK RRF(FullTextScore(c.title, ['John']), VectorDistance(c.vector, [1,2,3])) OFFSET 10 LIMIT 5"; + container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + fail("Attempting to run a hybrid search query with a limit(Take) value smaller than the offset(Limit) value."); + } catch (HybridSearchBadRequestException ex) { + assertThat(ex.getStatusCode()).isEqualTo(HttpResponseStatus.BAD_REQUEST.code()); + assertThat(ex.getMessage()).contains("Executing a hybrid or full-text query with an offset(Skip) greater than or equal to limit(Take)."); + } + + try { + query = "SELECT c.id FROM c WHERE FullTextContains(c.title, 'John') ORDER BY RANK RRF(FullTextScore(c.title, ['John']), VectorDistance(c.vector, [1,2,3])) OFFSET 10 LIMIT 10"; + container.queryItems(query, new CosmosQueryRequestOptions(), Document.class).byPage() + .flatMap(feedResponse -> Flux.fromIterable(feedResponse.getResults())) + .collectList().block(); + fail("Attempting to run a hybrid search query with a limit(Take) value equal to the offset(Limit) value."); + } catch (HybridSearchBadRequestException ex) { + assertThat(ex.getStatusCode()).isEqualTo(HttpResponseStatus.BAD_REQUEST.code()); + assertThat(ex.getMessage()).contains("Executing a hybrid or full-text query with an offset(Skip) greater than or equal to limit(Take)."); + } + } + + private IndexingPolicy populateIndexingPolicy() { + IndexingPolicy indexingPolicy = new IndexingPolicy(); + indexingPolicy.setIndexingMode(IndexingMode.CONSISTENT); + IncludedPath includedPath1 = new IncludedPath("/*"); + indexingPolicy.setIncludedPaths(Collections.singletonList(includedPath1)); + + CosmosFullTextIndex fullTextIndex = new CosmosFullTextIndex(); + fullTextIndex.setPath("/text"); + indexingPolicy.setCosmosFullTextIndexes(Collections.singletonList(fullTextIndex)); + return indexingPolicy; + } + + private CosmosFullTextPolicy populateFullTextPolicy() { + CosmosFullTextPolicy fullTextPolicy = new CosmosFullTextPolicy(); + CosmosFullTextPath fullTextPath = new CosmosFullTextPath(); + fullTextPath.setPath("/text"); + fullTextPath.setLanguage("en-US"); + fullTextPolicy.setDefaultLanguage("en-US"); + fullTextPolicy.setPaths(Collections.singletonList(fullTextPath)); + return fullTextPolicy; + } + + private static List loadProductsFromJson() { + ObjectMapper mapper = new ObjectMapper(); + try { + return mapper.readValue(new File("src/test/java/com/azure/cosmos/rx/documents/text-3properties-1536dimensions-100documents.json"), new TypeReference>() {}); + } catch (IOException e) { + throw new RuntimeException(e); + } + } + + private void validateResults(List actualIds, List results) { + assertThat(results).isNotNull(); + + List resultsIds = results.stream().map(Document::getId).collect(Collectors.toList()); + assertThat(resultsIds).isEqualTo(actualIds); + } + + + public static String getQueryVector() { + return "0.02, 0, -0.02, 0, -0.04, -0.01, -0.04, -0.01, 0.06, 0.08, -0.05, -0.04, -0.03, 0.05, -0.03, 0, -0.03, 0, 0.05, 0, 0.03,0.02, 0, 0.04, 0.05, 0.03, 0, 0, 0, -0.03, -0.01, 0.01, 0, -0.01, -0.03, -0.02, -0.05, 0.01, 0, 0.01, 0, 0.01, -0.03, -0.02, 0.02, 0.02, 0.04, 0.01, 0.04, 0.02, -0.01, -0.01, 0.02, 0.01, 0.02, -0.04, -0.01, 0.06, -0.01, -0.03, -0.04, -0.01, -0.01, 0, 0.03, -0.02, 0.03, 0.05, 0.01, 0.04, 0.05, -0.05, -0.01, 0.03, 0.02, -0.02, 0, -0.02, -0.02, -0.04, 0.01, -0.05, 0.01, 0.05, 0, -0.02, 0.03, -0.07, 0.05, 0.02, 0.03, 0.05, 0.05, -0.01, 0.03, -0.08, -0.01, -0.03, 0.04, -0.01, -0.02, -0.01, -0.02, -0.03, 0.03, 0.03,-0.04, 0.04, 0.02, 0, 0.03, -0.02, -0.04, 0.02, 0.01, 0.02, -0.01, 0.03, 0.02, 0.01, -0.02, 0, 0.02, 0, -0.01, 0.02, -0.05, 0.03, 0.03, 0.04, -0.02, 0.04, -0.04, 0.03, 0.03, -0.03, 0, 0.02, 0.06, 0.02, 0.02, -0.01, 0.03, 0, -0.03, -0.06, 0.02, 0, 0.02, -0.04,-0.05, 0.01, 0.02, 0.02, 0.07, 0.05, -0.01, 0.03, -0.03, -0.06, 0.04, 0.01, 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/dev/null +++ b/sdk/cosmos/azure-cosmos-tests/src/test/java/com/azure/cosmos/rx/documents/text-3properties-1536dimensions-100documents.json @@ -0,0 +1 @@ +[{"title": "Parabolic reflector", "text": "A parabolic (or paraboloid or paraboloidal) reflector (or dish or mirror) is a reflective surface used to collect or project energy such as light, sound, or radio waves. Its shape is part of a circular paraboloid, that is, the surface generated by a parabola revolving around its axis. The parabolic reflector transforms an incoming plane wave traveling along the axis into a spherical wave converging toward the focus.", "vector": [-0.02738949842751026, 0.03491175174713135, -0.021398993209004402, -0.018760139122605324, -0.042221687734127045, 0.019897576421499252, -0.024750644341111183, -0.015590478666126728, -0.03924918174743652, 0.0045838737860322, -0.004727949388325214, 0.005251170601695776, 0.008606611751019955, -0.040553443133831024, 0.0018720327643677592, 0.03312218561768532, 0.024614151567220688, -0.004254017025232315, 0.026919357478618622, -0.009835043922066689, -0.00032867208938114345, -0.046255797147750854, -0.08153153210878372, -0.021019848063588142, -0.019017957150936127, 0.018744973465800285, 0.032121241092681885, -0.039340175688266754, -0.05620458722114563, -0.025508934631943703, 0.06970217823982239, 0.011510869488120079, 0.010593336075544357, -0.03545772284269333, -0.040735434740781784, -0.01607578620314598, -0.03160560131072998, -0.06051168218255043, 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He had been a member of the federal cabinet, in various positions, since 2006. Previously he was a provincial cabinet minister in Ontario during the governments of Premiers Mike Harris and Ernie Eves. Baird resigned from cabinet on February 3, 2015, and as a Member of Parliament on March 16, 2015.", "vector": [-0.010904606431722641, -0.013850467279553413, -0.008957103826105595, 6.772535562049598e-05, 0.006471754051744938, 0.02263883501291275, 0.00030825199792161584, -0.001327922334894538, -0.08166854083538055, 0.05962028354406357, -0.013105213642120361, -0.006485815159976482, -0.03866881877183914, 0.00401452649384737, -0.026561962440609932, 0.01598779857158661, -0.0026312372647225857, 0.016395578160881996, -0.05258959159255028, -0.032706789672374725, 0.03509722277522087, -0.006485815159976482, 0.007944684475660324, 0.046093229204416275, 0.02016402967274189, 0.025929199531674385, 0.026758821681141853, 0.009273485280573368, 0.002865007845684886, -0.0007228432223200798, -0.011277233250439167, 0.02578858658671379, 0.046740055084228516, 0.010932729579508305, 0.00228321785107255, -0.004858209751546383, 0.015678448602557182, 0.00958283618092537, -0.02761656604707241, 0.019278163090348244, 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Elbling, with art direction by Michael Gross. Contributors to the book included Henry Beard, Valerie Curtin, Amy Ephron, Jeff Greenfield, Abbie Hoffman, Sean Kelly, B.", "vector": [-0.00752367964014411, -0.0036515758838504553, -0.04269421845674515, -0.051015473902225494, -0.01003402378410101, -0.06568793952465057, -0.009151911363005638, 0.026492761448025703, -0.03531388193368912, 0.05613172426819801, 0.01989162340760231, 0.009004892781376839, 0.009732634760439396, 0.048427946865558624, -0.021861674264073372, -0.04534055292606354, -0.03152079880237579, -0.0022604118566960096, 0.02966836467385292, 0.01473862025886774, 0.02199399098753929, 0.004836913663893938, -0.07174510508775711, -0.018553754314780235, -0.012084933929145336, 0.012423076666891575, 0.019303549081087112, 0.026816202327609062, -0.009887004271149635, 0.04525234177708626, 0.008291852660477161, 0.00430029584094882, 0.04181210696697235, -0.007240668870508671, -0.03649003058671951, 0.015951523557305336, -0.026875009760260582, 0.06004241853952408, -0.00876966305077076, 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-0.0148415332660079, 0.00746854767203331, -0.0002167376660509035, -0.006762858014553785, 0.0005949661135673523, 0.006127002649009228, 0.0055977352894842625, -0.0005003228434361517, -0.020685525611042976, -0.03793081268668175, -0.010974942706525326, -0.011349840089678764, 0.028139371424913406, -0.01483418233692646, -0.002447860548272729, 0.019127126783132553, 0.01980341225862503, 0.018465543165802956, 0.006575409322977066, -0.018774282187223434, 0.0002199536975240335, 0.016054436564445496, -0.011629175394773483, -0.045722801238298416, -0.0543086901307106, -0.016025032848119736, 0.0017881144303828478, -0.008968138135969639, -0.038489483296871185], "id": 3}, {"title": "Shin Sang-ok", "text": "Shin Sang-ok (October 18, 1926 \u2013 April 11, 2006) was a prolific South Korean film producer and director with more than 100 producer and 70 director credits to his name. His best-known films were made in the 1950s and 60s when he was known as the \"Prince of Korean Cinema\". He received the Gold Crown Cultural Medal, the country's top honor for an artist.", "vector": [0.041343480348587036, -0.008456620387732983, -0.021819371730089188, -0.022823551669716835, -0.014460176229476929, -0.002359820296987891, -0.013549242168664932, -0.02652466855943203, -0.03626520186662674, 0.011756065301597118, 0.00045994980609975755, -0.02861909754574299, -0.03319528326392174, -0.01073036901652813, 0.01159826572984457, 0.003980852197855711, -0.03959333896636963, 0.0111248679459095, -0.023612549528479576, -0.0214033555239439, 0.07172705978155136, -0.04237635061144829, -0.005200211890041828, -0.00976205337792635, 0.012114700861275196, 0.03118692710995674, -0.02936505898833275, 0.012494854629039764, 0.038359634578228, -0.011734547093510628, 0.0002224659692728892, -0.015736917033791542, 0.02831784449517727, 0.060480259358882904, 0.035834841430187225, -0.0009459006250835955, 0.000751789310015738, 0.027543192729353905, 0.019151125103235245, -0.012896525673568249, 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A celebrated interpreter of classical and romantic repertoire, particularly noted for his performances and recordings of Mozart, he was also a tremendous interpreter of Beethoven, Schumann, Brahms and Bart\u00f3k.In his heyday he was regarded as an amazing artist, possessed of a beautiful, natural and flawless technique that gave his concerts a unique quality.", "vector": [-0.016788292676210403, 0.008837295696139336, -0.019498568028211594, -0.02080874890089035, -0.0061591328121721745, 0.007006896659731865, 0.016672689467668533, -0.012228351086378098, 0.0063453842885792255, 0.009569455869495869, -0.051456697285175323, -0.008124403655529022, -0.002411631401628256, 0.03108467534184456, 0.007276639807969332, 0.031932439655065536, -0.06689627468585968, -0.01726355589926243, -0.0675642117857933, -0.030596569180488586, 0.02561274543404579, -0.053588952869176865, -0.013121072202920914, -0.03455280140042305, 0.04631873592734337, 0.03313986212015152, 0.009209798648953438, 0.037635575979948044, 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Monorail", "text": "\"Marge vs. the Monorail\" is the twelfth episode of The Simpsons\u2019 fourth season and originally aired on January 14, 1993. The plot revolves around Springfield's purchase of a monorail from a conman, and Marge's dislike of the purchase. It was written by Conan O'Brien and directed by Rich Moore. Guest stars include Leonard Nimoy as himself and Phil Hartman as Lyle Lanley.", "vector": [-0.019495300948619843, -0.020162204280495644, -0.025202756747603416, 0.006118453573435545, -0.008142429403960705, -0.013849884271621704, -0.009445217438042164, 0.017618665471673012, -0.029638441279530525, 0.0849914476275444, -0.0018650039564818144, 0.012267926707863808, -0.03560955449938774, 0.012089568190276623, 0.035237330943346024, 0.009476236067712307, -0.032104432582855225, 0.0029758638702332973, 0.009724386967718601, 0.01561019942164421, 0.00892565306276083, 0.0330970361828804, 0.004579146858304739, 0.05797409638762474, 0.005121975671499968, 0.009522764943540096, -0.009111765772104263, 0.007669392507523298, -0.02442728728055954, -0.004931985400617123, -0.039393845945596695, -0.004579146858304739, 0.004334873985499144, 0.008235485292971134, 0.006102944258600473, 0.013772336766123772, 0.01592814177274704, 0.02241106703877449, -0.0321974903345108, -0.002266309456899762, 0.014989824034273624, 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0.01246179360896349, -0.02680022269487381, 0.02227148227393627, 0.00545930489897728, -0.035671595484018326, 0.0088325971737504, 0.011717342771589756, -0.019448773935437202, -0.006459660362452269, -0.0015703255776315928, 0.0032530941534787416, -0.013958449475467205, -0.029995158314704895, 0.02689328044652939, 0.014408222399652004, 0.03520631045103073, 0.008313031867146492, -0.03734660893678665, -0.020022621378302574, -0.013159716501832008, 0.0447290763258934, -0.044667039066553116, -0.01963488571345806, 0.0019163788529112935, -0.016486480832099915, -0.022876348346471786, -0.02008465863764286, 0.0150983901694417, -0.030134741216897964, 0.03750170022249222, -0.023202044889330864], "id": 6}, {"title": "Quebec general election, 1989", "text": "The Quebec general election of 1989 was held on September 25, 1989, to elect members of the National Assembly of the Province of Quebec, Canada. The incumbent Quebec Liberal Party, led by Robert Bourassa, won re-election, defeating the Parti Qu\u00e9b\u00e9cois, led by Jacques Parizeau.This election was notable for the arrival of the Equality Party, which advocated English-speaking minority rights. It won four seats, but never had any success in any subsequent election.", "vector": [0.03476601466536522, 0.007190298289060593, -0.01965864561498165, 0.016584748402237892, 0.003618977963924408, 0.015810316428542137, 0.037077397108078, 0.02412651851773262, 0.030524514615535736, 0.0353379026055336, -0.05061207711696625, -0.029356909915804863, -0.0020924543496221304, -0.003788757137954235, -0.026473641395568848, 0.03128703311085701, -0.042176730930805206, 0.008608103729784489, -0.00694009754806757, -0.011610515415668488, -0.04336816072463989, -0.023471230641007423, -0.017275778576731682, 0.006153751630336046, 0.00021538874716497958, 0.012140702456235886, 0.007476242259144783, 0.02257765643298626, 0.016465604305267334, 0.03393201157450676, 0.014261453412473202, -0.006123965606093407, 0.051803506910800934, -0.02552049607038498, -0.0023054229095578194, -0.049325328320264816, 0.032883550971746445, -0.00614183722063899, 0.007214127108454704, -0.01494057010859251, 0.013701479882001877, 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P. Todd Secondary School", "text": "D.P. Todd Secondary School is a public high school in Prince George, British Columbia and is part of School District 57 Prince George.", "vector": [0.030391348525881767, 0.004553459584712982, -0.024085406213998795, 0.015098313800990582, 0.03978285938501358, 0.011728154495358467, 0.01950198784470558, 0.003330840729176998, -0.026077544316649437, 0.07231613248586655, 0.022123223170638084, -0.030181650072336197, -0.006545598153024912, 0.016296593472361565, -0.06530620157718658, 0.005856588017195463, -0.0421794168651104, 0.023201674222946167, 0.050327714532613754, -0.044366274029016495, 0.0013555529294535518, -0.042329199612140656, 0.000637053744867444, 0.01837860234081745, 0.014409303665161133, 0.019531946629285812, -0.03978285938501358, -0.009286661632359028, -0.0006927549839019775, 0.0319940447807312, -0.013218513689935207, 0.025208791717886925, 0.03714664652943611, -0.042538899928331375, 0.01996632106602192, 0.009354064241051674, 0.013188556768000126, 0.0040329573675990105, 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In 1970 he became one of the first prominent South African cricketers to speak out in favour of mixed-race sport in South Africa. Shortly afterwards he founded the Cricket Club of South Africa, one of the country's first multi-racial teams.", "vector": [0.029236363247036934, 0.020947067067027092, -0.024204127490520477, 0.004287433810532093, -0.01691819168627262, 0.06909290701150894, -0.0037741768173873425, -0.009200038388371468, 0.0289276372641325, 0.026226283982396126, -0.05458277836441994, -0.000350211194017902, -0.013823212124407291, 0.016285302117466927, -0.007143150549381971, 0.008644331246614456, -0.023231640458106995, 0.014780262485146523, 0.015305097214877605, -0.03507128730416298, 0.030857175588607788, -0.008698358200490475, 0.03173704445362091, -0.02588668465614319, 0.02793971262872219, 0.03152093663811684, 0.007532916963100433, 0.003091120161116123, -0.0069579146802425385, -0.04411696270108223, 0.0028672937769442797, 0.036584045737981796, 0.05214384198188782, -0.046957243233919144, -0.04600019007921219, -0.013792338781058788, -0.043623000383377075, -0.01852356642484665, 0.010118498466908932, 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It was originally formed as part of the Royal Navy's Fleet Air Arm for service during World War II and took part in combat operations in Norway, North Africa, Sicily and off the coast of France. Following the conclusion of hostilities, the squadron was disbanded in 1945. In 1950, it was re-raised as part of the Royal Australian Navy and subsequently took part in the Korean War.", "vector": [-0.03873995319008827, 0.019384324550628662, -0.01606990583240986, -0.022784831002354622, -0.0018580828327685595, -0.025754893198609352, 0.014262041077017784, 0.018193429335951805, 0.009670639410614967, 0.015539024956524372, 0.030360642820596695, -0.03552597016096115, -0.017691245302557945, 0.06640314310789108, 0.018021252006292343, 0.04938626289367676, -0.039945196360349655, 0.030963264405727386, 0.010402394458651543, -0.03564075380563736, 0.007374939043074846, 4.141901808907278e-05, 0.021522196009755135, -0.03739122673869133, -0.01402529701590538, 0.011815684847533703, -0.028638867661356926, 0.02683100290596485, -0.02021651528775692, -0.039514750242233276, 0.004272155929356813, -0.02124958112835884, 0.001189101254567504, 0.015653809532523155, -0.009455418214201927, 0.009663465432822704, 0.007335481699556112, 0.03739122673869133, -0.04783666506409645, 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It is owned by the Romualdez family. Romualdezes also owns Journal Publications, Inc., the proprietor of the People's Journal, a tabloid newspaper.Initially established as the Manila Standard, it merged with another newspaper of record, Today, on March 6, 2005 and became Manila Standard Today or MST and recently rebranded as The Standard.", "vector": [-0.001696532592177391, -0.02142198197543621, -0.025242570787668228, 0.0060270181857049465, -0.011845489032566547, -0.033083949238061905, -0.023273883387446404, -0.018168644979596138, -0.004170946776866913, 0.00034462448093108833, 0.062297262251377106, 0.02527593821287155, -0.032766956835985184, -0.0422433502972126, -0.036003611981868744, -0.019970493391156197, -0.01796843856573105, -0.0033075606916099787, 0.03700463846325874, 0.02150540240108967, 0.003680860623717308, -0.007849722169339657, -0.03677106648683548, 0.016441872343420982, 0.010727674700319767, 0.017534660175442696, -0.004450400359928608, -0.03970741480588913, -0.01414785161614418, -0.0008607791387476027, 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Burghs 1708-1713.", "vector": [0.0335075706243515, -0.059773098677396774, -0.01916780136525631, -0.024586213752627373, 0.016766905784606934, 0.029912788420915604, -0.04906747117638588, -0.03432099148631096, -0.03941141068935394, 0.056099601089954376, -0.06360403448343277, 0.0534231923520565, -0.016399554908275604, 0.013552593067288399, 0.041221924126148224, 0.01248990185558796, 0.0005944838630966842, 0.009544541127979755, -0.01267357636243105, 0.006008797325193882, 0.049172427505254745, 0.0004247484903316945, 0.014969514682888985, 0.009938131086528301, 0.03227432444691658, 0.009026315063238144, 0.0028158037457615137, 0.004437719937413931, 0.020348569378256798, -0.013362357392907143, 0.00047763704787939787, 0.03930645436048508, 0.029886549338698387, -0.017672160640358925, -0.01540246233344078, -0.04169423133134842, 0.002702646655961871, -0.0799773558974266, 0.048385247588157654, 0.019351474940776825, -0.007891465909779072, -0.021555576473474503, -0.03453090414404869, 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The Clovis culture appears around 11,500\u201311,000 uncal RCYBP (uncalibrated radiocarbon years before present), at the end of the last glacial period, and is characterized by the manufacture of \"Clovis points\" and distinctive bone and ivory tools.", "vector": [-0.06872909516096115, -0.0008887971634976566, -0.02674921229481697, 0.011020402424037457, -0.04705677554011345, -0.027977492660284042, 0.042880624532699585, -0.032617662101984024, -0.004844882525503635, 0.031553152948617935, -0.008011115714907646, 0.019993670284748077, -0.030270282179117203, -0.008434190414845943, 0.05205178260803223, 0.04389054328203201, -0.022013509646058083, -0.004012381657958031, 0.005121245980262756, -0.008898206986486912, -0.0004077207704540342, -0.04329004883766174, 0.017455225810408592, -0.022805066779255867, 0.028059376403689384, 0.025957653298974037, -0.022040804848074913, -0.011695955879986286, -0.04189800098538399, -0.014097926206886768, 0.04588308557868004, -0.009901302866637707, 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Education (OESE) that administers grant programs that provide academic and supportive services to the children of families who migrate to find work in the agricultural and fishing industries. 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The conference is held on the first Friday in August (hence its name), usually in the Tel Aviv area. It lasts one day and includes technical talks, projects' status updates, social meetings and followed by a keysigning party.During the conference, the winner of Hamakor Prize for free software-related achievements is announced.", "vector": [-0.046535201370716095, 0.022717414423823357, -0.021049104630947113, -0.0025867680087685585, -0.028041807934641838, 0.03436008840799332, -0.030845988541841507, 0.042240191251039505, 0.005089233163744211, 0.042701639235019684, -0.023551568388938904, -0.08597121387720108, 0.016434628516435623, 0.010764149948954582, -0.03409386798739433, -0.009903372265398502, -0.021066851913928986, -0.01883060671389103, 0.02085387520492077, -0.01477519329637289, 0.022628674283623695, 0.03608164191246033, -0.0627213567495346, 0.015059160999953747, 0.018076317384839058, 0.001227938337251544, 0.051291659474372864, -0.0014808470150455832, 0.0054086968302726746, 0.028574246913194656, 0.04078485816717148, 0.0055107478983700275, 0.06673240661621094, -0.007316604722291231, 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The Broncos finished the season with a record of 12\u20134, finishing second in the AFC West, and winning Super Bowl XXXII.", "vector": [0.03407149761915207, -0.031749021261930466, -0.013922098092734814, -0.015478922985494137, -0.0009554693824611604, -0.02710406668484211, -0.03210632503032684, 0.019498594105243683, -0.01330957654863596, 0.07406403124332428, 0.012193001806735992, -0.006262391805648804, -0.019256137311458588, -0.006559081841260195, -0.024679502472281456, 0.04295305535197258, -0.062375083565711975, -0.02157861366868019, 0.02032805047929287, -0.0276910662651062, 0.003009967738762498, -0.010419242084026337, 0.044994793832302094, 0.027946284040808678, -0.050915829837322235, -0.005021398421376944, -0.02184659242630005, 0.013564794324338436, 0.012301469221711159, -0.023633113130927086, 0.0362408421933651, -0.024015938863158226, -0.010246970690786839, 0.019587919116020203, -0.044152576476335526, 0.05982290953397751, -0.02452637255191803, 0.0024357291404157877, 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As described by the biographer of the FEA's chief, Leo Crowley, the agency was designed and run by \"The Nation's #1 Pinch-hitter\".S. 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He was the son of Wenceslaus II, King of Bohemia, who was later also crowned king of Poland, and Judith of Habsburg. Still a child, Wenceslaus was betrothed to Elizabeth, the sole daughter of Andrew III of Hungary.", "vector": [0.0009226285619661212, -0.005976993124932051, -0.01476205699145794, 0.03747594356536865, 0.04673995450139046, 0.0049010030925273895, 0.0018583789933472872, -0.05267101898789406, 0.01840992644429207, -0.01265600323677063, -0.0056587886065244675, 0.04482416808605194, -0.045244064182043076, 0.018974164500832558, 0.013948503881692886, 0.0277657900005579, -0.03545518219470978, 0.037370968610048294, -0.054481834173202515, 0.003365749027580023, -0.06015046313405037, 0.005055184476077557, -0.058470867574214935, 0.004914124961942434, 0.053327109664678574, -0.022307109087705612, 0.011101067066192627, 0.0201288852840662, -0.07731381058692932, 0.04532279446721077, 0.0002995467511937022, -0.0006741339457221329, 0.014276549220085144, -0.020325712859630585, -0.0012383725261315703, -0.07789117097854614, 0.047920916229486465, -0.03821076452732086, 0.0103793665766716, -0.005609581712633371, 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numerous commercials and guest starring roles on television. From 1974 to 1984, she starred as Laura Ingalls Wilder on the NBC series Little House on the Prairie.", "vector": [0.023501215502619743, -0.0014370293356478214, -0.02314792014658451, -0.002298187231644988, -0.03679925948381424, -0.00917155109345913, -0.03532954677939415, -0.011128807440400124, 0.05986238643527031, 0.07670751214027405, -0.046521950513124466, -0.036120928823947906, -0.02525356039404869, 0.0547749325633049, -0.032842349261045456, -0.0002612178504932672, -0.028857175260782242, -0.001039571943692863, 0.045956674963235855, 0.001017490983940661, 0.03066604770720005, 0.015643924474716187, 0.00459990743547678, 0.035668712109327316, 0.05002664029598236, 0.03490559384226799, -0.003165527479723096, 0.0022928877733647823, -0.0010510541032999754, -0.030920421704649925, -0.0055184755474328995, 0.013771457597613335, -0.001714366371743381, -0.014640565030276775, -0.034679483622312546, -0.018258310854434967, -0.05324869602918625, 0.0050450596027076244, 0.004183018580079079, 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Javits Federal Building", "text": "The Jacob K. Javits Federal Office Building at 26 Federal Plaza on Foley Square in the Civic Center district of Manhattan, New York City houses many Federal government agencies, and, at over 41 stories, is the tallest federal building in the United States. 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Iron-sulfur clusters are found in a variety of metalloproteins, such as the ferredoxins, as well as NADH dehydrogenase, hydrogenases, Coenzyme Q - cytochrome c reductase, Succinate - coenzyme Q reductase and nitrogenase.", "vector": [0.0017397718038409948, 0.024693535640835762, -0.027004428207874298, 0.030134037137031555, -0.0013097807532176375, -0.006054538302123547, 0.012346767820417881, -0.06491626799106598, 0.02242225967347622, 0.030398139730095863, -0.033567361533641815, 0.008332417346537113, 0.04101504012942314, 0.018632395192980766, 0.03142813593149185, 0.025102894753217697, -0.003322733100503683, 0.008325815200805664, -0.018183421343564987, 0.00779761141166091, 0.03924555703997612, -0.002695490838959813, -0.05551423877477646, 0.02038867399096489, 0.0066850814037024975, -0.012696702964603901, -0.005047649145126343, 0.028417373076081276, -0.10770078748464584, 0.053639113903045654, 0.04109426960349083, -0.010821579024195671, 0.008517289534211159, 0.007791008800268173, 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Osborn", "text": "Thomas Ward Osborn (March 9, 1833 \u2013 December 18, 1898) was a Union Army officer and United States Senator representing Florida.", "vector": [0.019104544073343277, -0.03285294026136398, -0.018417123705148697, 0.004163902718573809, 0.011328106746077538, 0.0011752373538911343, 0.03989899531006813, -0.016741538420319557, -0.02066555991768837, 0.061524078249931335, -0.03763623908162117, 0.020722845569252968, -0.01825959049165249, 0.019763320684432983, -0.0496947281062603, 0.050954997539520264, -0.03434235230088234, 0.011951080523431301, 0.013046656735241413, 0.012130096554756165, 0.04708826169371605, 0.028842991217970848, 0.010117961093783379, 0.024331798776984215, 0.029315592721104622, 0.051928844302892685, 0.017443278804421425, 0.01634054258465767, 0.03302479535341263, 0.013576542027294636, -0.014643475413322449, 0.023114493116736412, 0.025420213118195534, 0.03457149118185043, 0.0011868734145537019, -0.012144417501986027, -0.00537404790520668, 0.030045976862311363, 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It was created on 25 January 1938 for Sir William Birdwood, 1st Baronet. He is chiefly remembered as the commander of the Australian and New Zealand Army Corps (ANZAC) during the Gallipoli Campaign of 1915. Birdwood had already been created a Baronet, of Anzac and Totnes, on 6 October 1919.", "vector": [0.015234222635626793, 0.005028111394494772, -0.028315488249063492, 0.002980757039040327, 0.0014648291980847716, 0.04186004772782326, -0.0008469608146697283, -0.022238150238990784, -0.004067455884069204, 0.06001030281186104, 0.0016087570693343878, 0.04537563771009445, -0.059356238692998886, 0.008305240422487259, 0.028015708550810814, 0.026489561423659325, -0.04867320507764816, 0.003798336023464799, -0.0495452918112278, -0.01648784428834915, 0.05197077617049217, 0.005290417931973934, 0.004360421560704708, -0.02861526608467102, 0.009919959120452404, 0.022578807547688484, 0.029214825481176376, 0.005716240033507347, 0.048209913074970245, -0.0008635678677819669, -0.03752687945961952, -0.039134785532951355, 0.028588013723492622, -0.02790669910609722, 0.0329756885766983, -0.02559022419154644, -0.03401128947734833, 0.01561576034873724, 0.013381043449044228, -0.0021972437389194965, 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He was born in Tyler, Texas, where he was raised by his single mother and five older siblings. Among his siblings was older brother Gilbert Johnson, who played quarterback at Southern Methodist University with the iconic running back Doak Walker.", "vector": [0.07187927514314651, -0.03665780648589134, -0.014136985875666142, -0.007833498530089855, -0.03672025352716446, 0.04143518581986427, 0.0021954872645437717, -0.0465872623026371, 0.01088961586356163, 0.0881161242723465, -0.06207471713423729, 0.0063581308349967, -0.022060254588723183, 0.044776227325201035, -0.02248178794980049, 0.054799359291791916, -0.04302764683961868, 0.04274662211537361, 0.04440153390169144, -0.028773566707968712, 0.04768012464046478, -0.007404158357530832, 0.02081126719713211, -0.004839829634875059, 0.05973286181688309, 0.011826357804238796, 0.018375739455223083, -0.003979198634624481, -0.013028508983552456, -0.07394010573625565, 0.003674757666885853, 0.012880191206932068, 0.03703249990940094, -0.000524477509316057, 0.02499537728726864, 0.003684515366330743, -0.04646236449480057, -0.019890137016773224, 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The main purpose is the dissemination of EUMETSAT's own data, but various data from other providers are broadcast as well.EUMETCast is a contribution to GEONETCast and IGDDS (WMO's Integrated Global Data Dissemination Service) and provides data for GEOSS and GMES.", "vector": [-0.05129781365394592, 0.025064459070563316, -0.029005305841565132, -0.0011000141967087984, -0.024079246446490288, -0.009493101388216019, -0.060916151851415634, 0.02346140146255493, -0.04485218971967697, -0.020505767315626144, 0.02048906870186329, -0.05527205765247345, -0.029756739735603333, -0.023745276033878326, 0.020205194130539894, -0.03523384779691696, 0.0059154462069272995, -0.013283662497997284, 0.019303474575281143, 0.060648977756500244, 0.023711880668997765, -0.04271478205919266, 0.03967565298080444, 0.004817519336938858, 0.00010325678158551455, 0.002686372259631753, 0.02139078825712204, -0.006583386566489935, -0.0032562087289988995, 0.021490978077054024, 0.013074930757284164, 0.001496603712439537, 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He interpreted some of the toys' box art and created the models that would become the visual guidelines both for the comics book and the animated cartoon appearances of those characters.", "vector": [-0.0020521909464150667, 0.015754757449030876, -0.024402707815170288, -0.036891527473926544, 0.026351090520620346, 0.019276222214102745, 0.014796536415815353, -0.03168519213795662, -0.05292576551437378, 0.10061325877904892, -0.012967931106686592, 0.03944678604602814, -0.023188959807157516, -0.020761465653777122, -0.005006707273423672, 0.003830889705568552, -0.019435925409197807, 0.010149162262678146, -0.05334099754691124, -0.02561645396053791, 0.048262421041727066, -0.03564583882689476, 0.007881371304392815, 0.020330265164375305, 0.034144625067710876, 0.023412544280290604, 0.023700011894106865, -0.03759422153234482, -0.04973169416189194, -0.0076098754070699215, 0.03210042044520378, 0.0030024272855371237, 0.026910053566098213, 0.022055065259337425, -0.0056734695099294186, 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region of Veneto, in the northernmost part of the province of Belluno bordering on Austria, the Trentino-Alto Adige/S\u00fcdtirol and Friuli-Venezia Giulia. It is watered by the Piave River poured forth from the Carnic Alps.", "vector": [-0.015382952056825161, 0.029189366847276688, -0.017014123499393463, 0.018606269732117653, 0.023975864052772522, -0.020760351791977882, -0.0171233881264925, -0.033934589475393295, -0.049637533724308014, 0.015297100879251957, -0.019199423491954803, 0.00024084642063826323, -0.058909449726343155, -0.05531931295990944, -0.03624476492404938, -0.03096882440149784, -0.05747339501976967, -0.03352874889969826, -0.0036408661399036646, -0.04145826771855354, 0.025365091860294342, 0.00854608416557312, 0.010044575668871403, -0.037712037563323975, 0.06462244689464569, 0.027566000819206238, 0.015921473503112793, 0.01765410415828228, -0.007258318364620209, 0.015749771147966385, 0.006083719432353973, -0.022742731496691704, -0.009108019061386585, -0.013939092867076397, 0.011519653722643852, 0.04907559975981712, -0.060501594096422195, -0.006454440299421549, 0.011761597357690334, 0.0259738527238369, -0.015617091208696365, 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Fungi enter the tree through wounds in the bark and decay the heartwood. The diseased heartwood softens resulting in trees being structurally weaker and prone to breakage. Heart rot is a major factor in the economics of logging and the natural growth dynamic of many older forests.", "vector": [-0.015310668386518955, 0.005258948542177677, -0.01632007770240307, -0.00492376321926713, -0.024703575298190117, -0.024272071197628975, -0.020943330600857735, -0.06756111979484558, 0.012582950294017792, -0.008707123808562756, -0.026198426261544228, 0.06552688777446747, -0.0003390384663362056, 0.006179746240377426, -0.018832044675946236, -0.002571683842688799, -0.014794405549764633, 0.002344373846426606, 0.03892777860164642, -0.008036752231419086, 0.019217316061258316, -0.0011683342745527625, -0.03516753390431404, 0.006961846258491278, 0.011049571447074413, 0.010379199869930744, 0.013191677629947662, -0.01753753423690796, -0.05624956265091896, 0.05436943843960762, 0.05310574918985367, 0.014470777474343777, 0.03102201782166958, 0.031253181397914886, -0.005551754496991634, -0.003559903707355261, -0.02240736037492752, 0.08284866809844971, -0.008969108574092388, 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With 900 stage roles to his credit, he became one of the most successful actors in the developing field of radio drama. A friend and associate of Orson Welles for many years, Collins went to Hollywood with the Mercury Theatre company and made his feature film debut in Citizen Kane, as Kane's ruthless political rival.", "vector": [0.007792048156261444, 0.013407074846327305, -0.028745872899889946, -0.006002138368785381, -0.041455380618572235, -0.028623223304748535, -0.017324179410934448, 8.85582539922325e-06, -0.028362594544887543, 0.04121008515357971, -0.060312673449516296, 0.05053141340613365, -0.01983848586678505, -0.023594612255692482, -0.0034763342700898647, -0.018336033448576927, -0.029497098177671432, 0.036733392626047134, -0.04577876254916191, 0.019240571185946465, 0.0677022784948349, -0.046116046607494354, -0.013529724441468716, 0.054272208362817764, 0.020651035010814667, 0.002437649993225932, -0.032042067497968674, -0.052279163151979446, -0.01755414716899395, -0.00985025241971016, 0.0560506209731102, 0.019424544647336006, 0.04436829686164856, 0.014464923180639744, -0.015001513063907623, 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pterodactyloid pterosaur from the late Cretaceous Period of the Bissekty Formation (middle Turonian stage, about 92 million years ago) of Uzbekistan. It is known from fragmentary remains including the distinctive, elongated neck vertebrae that characterizes members of the family Azhdarchidae, which also includes such giant pterosaurs as Quetzalcoatlus.", "vector": [0.0036942523438483477, 0.0021034819073975086, -0.028384335339069366, -0.009568016044795513, 0.02500004880130291, -0.02737060934305191, 0.005770441610366106, -0.02774490788578987, -0.019089244306087494, 0.041640754789114, -0.0025596588384360075, -0.005770441610366106, -0.023877151310443878, 0.0166563019156456, 0.04532136023044586, 0.027838481590151787, -0.06618852913379669, -0.01304587721824646, 0.016157235950231552, -0.056425563991069794, 0.03462265059351921, 0.02155338041484356, 0.03683725371956825, -0.02389274723827839, 0.0197442676872015, 0.021116698160767555, -0.013427973724901676, 7.980657392181456e-05, -0.0616033636033535, -0.025421135127544403, -0.021444208920001984, -0.01476141344755888, 0.04613234102725983, 0.039488535374403, 0.019806651398539543, 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She dominated the women's squash game in the 1960s and 1970s, winning 16 consecutive British Open titles between 1962 and 1977, and capturing the inaugural women's World Open title in 1979, whilst remaining undefeated during that period.", "vector": [0.0002245446521556005, 0.015260408632457256, -0.020244965329766273, 0.042084988206624985, -0.028726378455758095, -0.008067311719059944, 0.016702095046639442, -0.04285184293985367, 0.021211201325058937, 0.03659430891275406, -0.05475342646241188, 0.037023745477199554, -0.014378526248037815, 0.007208434399217367, -0.005705398973077536, 0.006798167247325182, 0.000541111861821264, 0.03288273140788078, -0.03996846824884415, -0.045183081179857254, 0.03177845850586891, 0.0047391620464622974, -0.002509532030671835, -0.07214569300413132, 0.034385766834020615, 0.03269868344068527, 0.004585791379213333, -0.010651611723005772, 0.00537948589771986, -0.03613419458270073, -0.025474913418293, 0.038864195346832275, -0.0382813885807991, 0.009493661113083363, 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She is one of the most successful players in the history of the Ladies European Tour, with 21 tournament victories. She topped the Order of Merit in 1984 and 1987 and was made a life member of the tour after collecting her 20th title at the 1991 Ford Classic. She played for Europe in the first four Solheim Cups (1990, 1992, 1994 and 1996) and was Europe's non-playing captain in 2000 and 2002.", "vector": [0.05349265784025192, -0.01442507840692997, -0.02503391169011593, 0.022082030773162842, -0.033432912081480026, 0.02674632892012596, 0.030317943543195724, -0.014147830195724964, 0.007758881896734238, 0.03020378202199936, -0.047654129564762115, 0.01658598706126213, 0.012606654316186905, -0.0024646578822284937, -0.01751558482646942, -0.0060953907668590546, -0.03103552758693695, 0.009899403899908066, -0.05251413583755493, -0.050589703023433685, 0.03193250671029091, 0.013095916248857975, 0.03477022796869278, 0.0027887942269444466, 0.01999451220035553, 0.032552238553762436, 0.006637656129896641, -0.002529892837628722, -0.004484903067350388, 0.030790897086262703, 0.05029614642262459, 0.02762700244784355, 0.02041853964328766, -0.0036633501295000315, -0.02963297627866268, 0.015860246494412422, -0.03538995981216431, -0.01761343702673912, 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A statistical hypothesis test is a method of statistical inference. Commonly, two statistical data sets are compared, or a data set obtained by sampling is compared against a synthetic data set from an idealized model.", "vector": [-0.020572399720549583, -0.01049450971186161, -0.02618958242237568, 0.0066335927695035934, 0.027870427817106247, -0.019078314304351807, -0.05321240425109863, 0.01196704525500536, 0.007542255334556103, -0.04335719347000122, 0.03485240042209625, -0.0026020780205726624, -0.02070169523358345, 0.011263101361691952, 0.06924508512020111, -0.012024509720504284, 0.00013917256728745997, 0.013504228554666042, 0.06441804021596909, 0.015673523768782616, 0.003950705286115408, 0.006306761875748634, -0.03468000888824463, 0.0008740935008972883, 0.03827155753970146, -0.010350847616791725, -0.04916113615036011, -0.01640620082616806, -0.05324113741517067, -0.002673909068107605, 0.05852790176868439, 0.05401691421866417, 0.016750989481806755, -0.02726704813539982, 0.004011761397123337, -0.025471273809671402, 0.00393633870407939, 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He was called into the test team as a replacement as he happened to be in England at the time. He played in 138 first-class cricket matches for Tasmania and Gloucestershire taking 274 wickets with his best bowling 7/64. He was dropped from the Tasmanian team in 2002.", "vector": [0.012097458355128765, 0.030350737273693085, -0.014826327562332153, -0.0204189233481884, -0.0037938421592116356, 0.03649069368839264, -0.02919255569577217, -0.02049824967980385, -0.022513171657919884, 0.05054754391312599, -0.036332037299871445, 0.013715741224586964, 0.024401167407631874, 0.021529508754611015, 0.01913381554186344, 0.015619602985680103, -0.05410141870379448, -0.007916893810033798, -0.054513923823833466, -0.004831050522625446, 0.04204362630844116, -0.007254508323967457, -0.041980162262916565, -0.021640567108988762, 0.011478702537715435, 0.03303201124072075, -0.04597827419638634, -0.0298747718334198, -0.02290980890393257, -0.026003586128354073, 0.007750305812805891, 0.026987247169017792, 0.030921896919608116, -0.011843609623610973, -0.035031065344810486, 0.0014407874550670385, -0.018784774467349052, 0.01055850274860859, -0.039187829941511154, 0.008186607621610165, -0.007234676741063595, -0.007663045544177294, 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At 1,214.6 m (3,985 ft) above sea level, the Fichtelberg is the highest mountain in Saxony, the second highest in the Ore Mountains and used to be the highest mountain in East Germany. Its subpeak is 1,206 m (3,957 ft) high.", "vector": [0.02628307417035103, 0.04610802233219147, -0.007010071538388729, -0.0029493365436792374, -0.0032196766696870327, -0.00965715292841196, -0.03682634234428406, -0.0024630995467305183, -0.012818630784749985, 0.03442331776022911, -0.046017907559871674, 0.03223055973649025, 0.0032440824434161186, 0.024105334654450417, -0.033402033150196075, 0.023819975554943085, 0.016460714861750603, 0.012886215932667255, -0.02485627867281437, -0.05046350136399269, 0.0010372428223490715, -0.04703919589519501, -0.0456274189054966, 0.009784813039004803, -0.01281112153083086, 0.013659689575433731, -0.00562457786872983, -0.019885024055838585, -0.035594791173934937, -0.027094095945358276, 0.045807644724845886, 0.03190014138817787, 0.017737319692969322, -0.0005181520245969296, -0.00928167998790741, -0.0037265645805746317, 0.03901910036802292, -0.03430316597223282, 0.014027652330696583, -0.02372986078262329, 0.0030150441452860832, 0.012623385526239872, 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of green anarchism.", "vector": [-0.0031693733762949705, 0.006851681508123875, -0.035086631774902344, -0.04351947084069252, -0.014541000127792358, 0.03900187835097313, -0.026653794571757317, -0.001064104726538062, -0.03945364058017731, 0.04973116144537926, -0.024677347391843796, 0.005999927408993244, 0.011971619911491871, 0.02872435748577118, 0.020385634154081345, 0.02861141785979271, 0.018315071240067482, -0.029910225421190262, -0.015896277502179146, -0.03224431350827217, 0.03058786503970623, -0.031754907220602036, -0.031510207802057266, -0.01833389513194561, -0.01518099196255207, 0.00797637365758419, 0.04231477901339531, 3.306945291114971e-05, -0.0006446980405598879, 0.035274866968393326, -0.04841352999210358, 0.0015917454147711396, -0.014992759563028812, -0.003527016146108508, -0.009162241593003273, -0.006842270027846098, -0.020950334146618843, 0.002163503086194396, -0.0331290103495121, -0.022380905225872993, -0.028649063780903816, 0.01647038757801056, -0.025354987010359764, 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-0.009985760785639286, 0.012018677778542042, 0.004515239503234625, -0.02751966565847397, 0.06121337413787842, -0.015849219635128975, -0.014653939753770828, -0.04419711232185364, 0.01640450768172741, -0.006108161062002182, 0.02087504044175148, 0.018842123448848724, 0.01153868343681097, -0.025336163118481636, 0.005402287468314171, -0.014286885038018227, -0.03608426824212074, -0.040470097213983536, -0.02076210081577301, 0.02586321532726288, -0.017119793221354485, -0.022343257442116737, 0.029420819133520126, -0.021063273772597313, -0.013901007361710072, -0.00789637491106987, -0.015369225293397903, -0.020159754902124405, 0.013665716163814068, -0.04464887082576752], "id": 43}, {"title": "Menora Mivtachim Arena", "text": "Menora Mivtachim Arena (Hebrew: \u05d4\u05d9\u05db\u05dc \u05de\u05e0\u05d5\u05e8\u05d4 \u05de\u05d1\u05d8\u05d7\u05d9\u05dd\u200e) is a large multi-purpose sports arena in southern Tel Aviv, Israel. It is one of the major sporting facilities in the Greater Tel Aviv Area.The arena is home to the Maccabi Tel Aviv basketball club, a member of the Maccabi Tel Aviv sports club. It hosted the Israeli Super League final four, the State Cup final four and most of the Israeli national basketball team home games.", "vector": [0.05847686529159546, 0.007657866925001144, -0.021507851779460907, 0.013256796635687351, -0.0230539683252573, 0.04788367450237274, -0.020283205434679985, 0.0104936882853508, -0.00013119503273628652, 0.015859169885516167, -0.043444328010082245, -0.030294690281152725, -0.02092614397406578, 0.0645388662815094, 0.019288180395960808, -0.01665518991649151, 0.0025985464453697205, -0.033340997993946075, -0.01246077660471201, -0.04234214872121811, -0.003113280748948455, 0.002495216904208064, -0.007332569919526577, 0.013203218579292297, -0.014006893150508404, -0.00342900981195271, -0.03765787556767464, -0.0007362229516729712, -0.007347878068685532, 0.02962113358080387, -0.006345198955386877, 0.016349028795957565, 0.036494459956884384, -0.042495228350162506, -0.012996559962630272, 0.05027173459529877, -0.02141600288450718, 0.019089175388216972, 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The title plays on the idiom \"monkey's uncle\" and refers to a chimpanzee named Stanley, Merlin's legal \"nephew\" (a legal arrangement resulting from an experiment to raise Stanley as a human); Stanley otherwise has little relevance to the plot. Jones invents a man-powered airplane and a sleep-learning system.", "vector": [-0.006288918666541576, -0.010909094475209713, -0.027995027601718903, 0.0008603157475590706, -0.02231632173061371, 0.009315071627497673, -0.04423413798213005, -0.01894562691450119, -0.006317976396530867, 0.023312585428357124, 0.029389798641204834, -0.01228726003319025, -0.08468246459960938, -0.007260276470333338, -0.011033627204596996, 0.012445001862943172, -0.044134508818387985, 0.03420507535338402, -0.04516398161649704, 0.027181411162018776, 0.007546702399849892, 0.008024078793823719, -0.003127854783087969, -0.010103780776262283, 0.0308343805372715, 0.02055625431239605, -0.023777509108185768, 0.0160896684974432, -0.0028310511261224747, -0.01891241781413555, -0.019227901473641396, 0.006180990021675825, 0.010585308074951172, 0.030668336898088455, -0.0003821607679128647, 0.008509757928550243, -0.01470320113003254, -0.04831882193684578, -0.055392295122146606, -0.026218356564641, -0.006849317345768213, 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The company provides custom, hosted, turnkey solutions for its clients using the software as a service (SaaS) delivery model. Northern Light markets its strategic research portals under the tradename SinglePoint.", "vector": [0.014532499946653843, -0.01595800556242466, -0.024147484451532364, -0.034728750586509705, 0.01582406461238861, -0.022119248285889626, 0.009681954979896545, 0.02110513113439083, -0.029715565964579582, 0.04048817604780197, 0.014551633968949318, 0.018923820927739143, -0.034422602504491806, -0.013690590858459473, -0.006343020126223564, 0.005783341825008392, -0.06394682824611664, -0.00963411945849657, -0.020856386050581932, -0.0009387765312567353, 0.016895584762096405, -0.06356413662433624, 0.013604486361145973, 0.04951956495642662, 0.015230901539325714, 0.006744840182363987, 0.007247115485370159, -0.0026213990058749914, -0.0705672949552536, 0.006175594870001078, 0.025199871510267258, 0.008825695142149925, 0.049022071063518524, 0.0353601835668087, -0.029084132984280586, -0.07714949548244476, 0.02301856130361557, -0.03007911704480648, -0.009629336185753345, -0.00965803675353527, 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After a promising start in Formula 3, his single attempt at Formula One was at the 1977 British Grand Prix with the RAM team, in a March 761. He failed to pre-qualify.", "vector": [0.023267796263098717, 0.0511021688580513, -0.024106554687023163, -0.03892463073134422, -0.01671304926276207, 0.06703858822584152, 0.014018148183822632, -0.018312904983758926, -0.024261880666017532, -0.030537040904164314, -0.052966076880693436, 0.008566214703023434, 0.017489679157733917, 0.04137877747416496, 0.014654983766376972, 0.05076045170426369, -0.020456399768590927, 0.02565981261432171, -0.06747350096702576, -0.05697348341345787, 0.05231371149420738, -0.013629834167659283, -0.04016723856329918, 0.030987486243247986, -0.011129089631140232, 0.008340992033481598, 0.0024910366628319025, 0.010204900987446308, -0.008931229822337627, -0.06958593428134918, -0.03373675048351288, 0.012620216235518456, 0.042994167655706406, -0.003504537045955658, -0.018576959148049355, 0.007020723540335894, 0.041782625019550323, -0.02499191276729107, -0.040136173367500305, 0.06865397840738297, -0.02825375273823738, -0.019664239138364792, -0.026902418583631516, 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According to the pertinent legend, the asura had attempted to join Krishna and Balarama in a game of jumping, whose conditions dictated that the loser carry the victor on his back. Pralamba promptly lost, and was forced to carry Balarama on his back.", "vector": [-0.00600378168746829, -0.025160886347293854, -0.010686120018362999, 0.020333418622612953, -0.01752248778939247, 0.027895433828234673, -0.012939448468387127, -0.04873298481106758, -0.017965514212846756, 0.026352476328611374, -0.019462641328573227, 0.05964061990380287, -0.017782192677259445, -0.03495331481099129, 0.027360746636986732, 0.004193481057882309, -0.028812041506171227, 0.013481774367392063, -0.06342926621437073, 0.009952833876013756, 0.01930987276136875, -0.001443657441996038, -0.004338610917329788, -0.026077494025230408, -0.013542881235480309, 0.017537765204906464, -0.009104971773922443, -0.010342392139136791, -0.010479883290827274, -0.009547999128699303, 0.014963624067604542, -0.01698780059814453, 0.021066704764962196, 0.0260927714407444, -0.024824798107147217, -0.01740027405321598, 0.015437204390764236, -0.01435255166143179, -0.044883232563734055, -0.03712261840701103, -0.009479253552854061, 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Part of the area is taken up by the racecourse, the gallops are part of the land purchased by Stanly Wootton in 1925 in order that racehorses can be trained without interference. It is open to users such as ramblers, model aircraft flyers, golfers and cyclists. But all users are subject to the controls laid down by the purchase order; see 'The Wootton Family - Australia to Epsom' by Bill Eacott page 66/67.", "vector": [-0.018810689449310303, 0.03345569223165512, -0.017085833474993706, -0.017264828085899353, -0.01608509197831154, 0.04077818989753723, 0.024196796119213104, -0.02167460136115551, 0.019982289522886276, 0.0006885184557177126, -0.021804779767990112, -0.019331401214003563, -0.003205627901479602, -0.020047379657626152, 0.04761252552270889, 0.0410710908472538, -0.056822601705789566, 0.008294765837490559, 0.0036510799545794725, 0.027890590950846672, 0.04207997024059296, -0.0038707549683749676, -0.0302500631660223, -0.02063317969441414, -0.020372822880744934, 0.04728708043694496, -0.017199739813804626, 0.018729329109191895, -0.019754478707909584, -0.007538107223808765, 0.0016831581015139818, -0.017883174121379852, -0.015312162227928638, 0.025303306058049202, -0.030900951474905014, 0.04279594495892525, 0.008225608617067337, 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His elder brother, Chitr\u0101ngada, had initially succeeded their father to the throne of Hastinapura, but when he died childless, Vichitravirya succeeded him.Vichitravirya was still a child when he was crowned king, hence Bhishma ruled as his regent.", "vector": [0.024954576045274734, 0.006638835649937391, -0.016168976202607155, 0.04166955128312111, 0.028987513855099678, 0.0384928360581398, -0.022299041971564293, -0.06968916207551956, -0.02660497836768627, -0.00312552647665143, 0.02460712380707264, 0.014853619039058685, -0.056088853627443314, -0.02274576760828495, 0.04789888858795166, 0.04554117098450661, -0.02485530450940132, 0.02573634497821331, -0.04896606504917145, -0.017856605350971222, -0.04616162180900574, 0.018278513103723526, -0.029831327497959137, -0.030278053134679794, -0.01458062045276165, -0.02026395872235298, -0.042488548904657364, -0.021827498450875282, -0.015151435509324074, 0.004439333453774452, 0.021666180342435837, 0.03583730384707451, 0.005785713903605938, 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The population was 473 at the 2010 census. 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It has 37 floors, it is 531 ft (162 m) tall and is connected to a mall (called the Newport Centre Mall) within the complex. The mall is one of the few enclosed, regional shopping facilities in Hudson County. The building was developed by Melvin Simon & Associates in 1990.", "vector": [-0.018348103389143944, -0.03591682016849518, -0.01979321986436844, 0.005041669122874737, -0.029860321432352066, -0.03724827244877815, 0.00991284754127264, 0.025557447224855423, -0.034098245203495026, 0.08540798723697662, -0.01596122607588768, -0.025963379070162773, 0.00849208701401949, -0.03796271234750748, 0.027960561215877533, -0.016708141192793846, -0.03374102711677551, 0.010781540535390377, -0.0007687327452003956, 0.018185731023550034, -0.008289121091365814, 0.0010325881885364652, -0.03627403825521469, 0.03893695026636124, 0.030672183260321617, 0.007822300307452679, -0.006669454276561737, -0.005565320607274771, -0.06410469859838486, -0.047575172036886215, -0.03877457603812218, 0.017568714916706085, 0.0516994372010231, -0.01795841008424759, -0.006563912145793438, 0.05098499730229378, 0.017032885923981667, -0.008240409195423126, -0.035721972584724426, -0.011244302615523338, 0.03089950606226921, 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Hughes", "text": "Thomas Parke Hughes (September 13, 1923 - February 3, 2014) was an American historian of technology. He was an emeritus professor of history at the University of Pennsylvania and a visiting professor at MIT and Stanford.He received his Ph.D. from the University of Virginia in 1953.He, along with John B. Rae, Carl W.", "vector": [-0.0011566150933504105, 0.02045382373034954, -0.032816026359796524, 0.03800065815448761, 0.04102752357721329, 0.0012109337840229273, -0.013973033986985683, 0.005210855044424534, 0.004982341546565294, 0.052116043865680695, -0.013133902102708817, -0.006492028944194317, 0.015688756480813026, 0.03257627412676811, 0.003187949536368251, 0.008166545070707798, -0.07078671455383301, 0.0034164628013968468, -0.06113670393824577, 0.01801135204732418, 0.05613188445568085, -0.018071290105581284, -0.07528205960988998, 0.007567165419459343, 0.031197700649499893, 0.03095794841647148, 0.022536667063832283, 0.004802527837455273, 0.021472768858075142, 0.018311042338609695, -0.014849626459181309, 0.061196643859148026, 0.03016377054154873, -0.047380946576595306, 0.013508514501154423, -0.030133802443742752, -0.02745157852768898, -0.00461896788328886, -0.021292954683303833, 0.03566307574510574, 0.016273152083158493, -0.014752226881682873, -0.02067859098315239, 0.026597462594509125, 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The 3.85-square-kilometre (1.49 sq mi) lake lies about 7 kilometres (4.3 mi) south of the village of Sulitjelma near the border with Junkerdal National Park. Water flows into the lake from the large lake Balvatnet (in Saltdal) and it flows out of the lake to the north to the lake Langvatnet.", "vector": [-0.005133721977472305, -0.0011205541668459773, 0.00229629036039114, 0.049728039652109146, -0.002314091194421053, 0.0010653719073161483, -0.04172484204173088, -0.032041262835264206, -0.05878503620624542, 0.016903545707464218, 0.017060192301869392, 0.007383730728179216, -0.018996907398104668, -0.006767826620489359, -0.061690110713243484, 0.06402555853128433, 0.0158782247453928, 0.00165902532171458, -0.002232207916676998, -0.021303879097104073, -0.043348267674446106, -0.03981660678982735, 0.06863950192928314, 0.036940015852451324, 0.006486575584858656, 0.015123475342988968, -0.005899152252823114, 0.03443367779254913, -0.010630578733980656, -0.04175332561135292, 0.045057132840156555, -0.019965266808867455, -0.011833906173706055, 0.016034871339797974, 0.0285808052867651, 0.02368205226957798, -0.016846584156155586, 0.003556580049917102, 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As a boxer he was a three-time world champion, and has regularly been cited as one of the greatest fighters of his era, having never lost any of his world titles in the ring, instead relinquishing them each time in pursuit of titles in higher weight classes. His trainer was Daniel Lozano.", "vector": [0.05211864411830902, 0.020026104524731636, -0.011991768144071102, -0.012148572131991386, -0.023879000917077065, 0.01432142686098814, 0.007007643114775419, -0.012297909706830978, -0.023834198713302612, -0.004621983040124178, -0.07520616054534912, 0.03527342155575752, -0.02779163233935833, -0.012596583925187588, 0.018562600016593933, 0.03760308027267456, -0.047847602516412735, 0.00825087446719408, -0.05531445890665054, -0.07867077738046646, 0.00013743678573518991, 0.00100242521148175, -0.005189463961869478, 0.008400211110711098, 0.04512966796755791, 0.02590998448431492, -0.005827879998832941, 0.007877531461417675, -0.019413821399211884, 0.017576975747942924, -0.02556650899350643, 0.019249550998210907, 0.026223592460155487, 0.03864843770861626, 0.0020701854955404997, -0.03145039081573486, 0.0540301576256752, 0.025581443682312965, 0.00835540983825922, 0.005663609132170677, 0.02422247640788555, -0.05501578375697136, -0.041694916784763336, 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Ogrons are low-intelligence, ape-like hominids who live in scattered communities on an unnamed planet on the outer fringes of the Milky Way, far from the central spaceways. The dominant lifeform on their home planet is a giant slug-like lizard named the Eater, which preys on and is prayed to by the Ogrons. Ogrons are hired mercenaries.", "vector": [-0.020616374909877777, -0.020223993808031082, -0.02184256725013256, -0.03233877196907997, -0.01177961751818657, 0.003856373718008399, 0.01400311291217804, -0.055652767419815063, -0.029771940782666206, 0.0008685526554472744, -0.037701316177845, 0.056993402540683746, -0.02800622582435608, 0.01667621172964573, 0.024327648803591728, 0.015204780735075474, -0.01393771544098854, 0.03691655397415161, -0.02651844546198845, -0.010136520490050316, 0.03449686989188194, -0.00145610305480659, -0.01051255315542221, -0.04303116351366043, 0.055521972477436066, 0.023232251405715942, 0.037308935075998306, 0.00985858403146267, 0.019897008314728737, -0.012400888837873936, 0.01728113181889057, 0.008195050060749054, 0.006748143117874861, 0.04659529775381088, -0.022839870303869247, -0.04993053898215294, -0.002352244919165969, -0.014117557555437088, 0.0265511441975832, -0.017133990302681923, 0.03318893164396286, -0.015899622812867165, 0.005530125927180052, 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0.01688249222934246, 0.007507725153118372, -0.015956882387399673, 0.011210164986550808, -0.032388437539339066, -0.025758855044841766, -0.0012529357336461544, -0.01922420784831047, 0.01735716499388218, 0.02098049223423004, 0.001587183796800673, 0.0014457710785791278, -0.0012915028491988778, -0.022531086578965187, -0.011067763902246952, -0.010070952586829662, -0.002846052870154381, 0.008097109384834766], "id": 61}, {"title": "Shining Tears", "text": "Shining Tears (\u30b7\u30e3\u30a4\u30cb\u30f3\u30b0\u30fb\u30c6\u30a3\u30a2\u30fc\u30ba, Shainingu Ti\u0101zu) is an action role-playing game co-developed by Nextech and Amusement Vision and published by Sega in 2004 for the PlayStation 2 as a part of the Shining Force video game series. It tells the story of a mysterious boy named Xion.An anime adaptation for the game was announced by Sega, entitled Shining Tears X Wind. It is produced by Studio Deen and began airing in early April 2007.", "vector": [-0.017639024183154106, 0.018688242882490158, -0.022535374388098717, 0.020056787878274918, 0.007146846037358046, -0.040873877704143524, 0.023827889934182167, -0.0217902772128582, 0.004938166588544846, 0.05346449092030525, -0.027340488508343697, -0.03054896555840969, 0.020452145487070084, -0.021927133202552795, 0.0217902772128582, 0.009503784589469433, -0.037194013595581055, 0.017182843759655952, -0.028252851217985153, -0.0009584567160345614, -0.022261666133999825, 0.031111590564250946, 0.036342471837997437, -0.01329009234905243, 0.0220335740596056, -0.005135845392942429, -0.020452145487070084, -0.031202826648950577, -0.05997268483042717, 0.05136605724692345, -0.020391320809721947, -0.027735846117138863, 0.02375185862183571, 0.02084750309586525, -0.019250866025686264, 0.010887536220252514, -0.008036400191485882, 0.026808276772499084, 0.005284104496240616, -0.005181463435292244, 0.009017190895974636, 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The award was created in 1981 when the Governor General's Award for French language poetry or drama was divided.", "vector": [0.011040100827813148, -0.0014217814896255732, -0.018122799694538116, 0.014702661894261837, -0.006384912878274918, -0.0030761584639549255, -0.0032432342413812876, 0.006794412154704332, 0.006807515863329172, 0.026050705462694168, -0.022460216656327248, -0.016642050817608833, -0.0016920510679483414, -0.014178503304719925, 0.015410277061164379, -0.013018800877034664, 0.013536408543586731, -0.006800964009016752, -0.03168541565537453, 0.004730535671114922, -0.012494642287492752, -0.001723172958008945, 0.03121367283165455, -0.00821619387716055, 0.04714810848236084, 0.006715788040310144, -0.02601139433681965, -0.01805727928876877, 0.019249742850661278, 0.023495430126786232, 0.024124421179294586, -0.0025388954672962427, -0.02040289156138897, -0.015619940124452114, -0.01520061306655407, -0.04439627379179001, 0.004478284157812595, 0.07804728299379349, 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Developed during the 1960s, it was used for four launches between 1969 and 1971. Its final flight was the first and only successful orbital launch to be conducted by the United Kingdom, and placed the Prospero satellite into low Earth orbit.Black Arrow originated from studies by the Royal Aircraft Establishment for carrier rockets based on the Black Knight rocket, with the project being authorised in 1964.", "vector": [-0.014135890640318394, 0.03546791151165962, -0.020262327045202255, -0.057675138115882874, -0.02767062932252884, 0.001184621243737638, -0.028501631692051888, 0.021641438826918602, -0.07178451120853424, 0.007664675824344158, 0.02689266949892044, -0.011519115418195724, -0.024258213117718697, -0.021234776824712753, -0.0010912438156083226, 0.07192595303058624, -0.030004510655999184, 0.03173723816871643, 0.020280007272958755, -0.020527539774775505, 0.019519727677106857, -0.03336388245224953, -0.030216680839657784, -0.01761903055012226, -0.006926497910171747, 0.023480253294110298, -0.006011510733515024, 0.01863568276166916, -0.03702383115887642, 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-0.0008741001365706325, 0.016319483518600464, -0.01741570048034191, -0.01904234290122986, -0.024346617981791496, 0.005326375365257263, 0.0024686974938958883, -0.02669817954301834, -0.00946812890470028, -0.013039673678576946, -0.0012951268581673503, -0.011846211738884449, -0.02784743905067444, -0.019979432225227356, 0.006303245667368174, -0.042575638741254807, 0.017088603228330612, -0.008102278225123882, -0.00448432145640254, -0.0018609161488711834, -0.019891027361154556, 0.006373969372361898, 0.043070703744888306, -0.016160354018211365, 0.007107727229595184, 0.01833510771393776, 0.020386092364788055, 0.0017194688552990556, -0.04147942364215851, -0.01763671077787876, -0.008897919207811356, -0.038721200078725815, -0.01865336298942566, 0.02694571204483509, 0.04063073918223381, 0.038190774619579315, -0.021358544006943703, -0.03177260234951973, -0.008314449340105057, -0.016743825748562813, 0.056755732744932175, -0.009105670265853405], "id": 66}, {"title": "Carol Bruneau", "text": "Carol Bruneau (born 1956) is a Canadian writer. She lives in Halifax, Nova Scotia, where she is currently a part-time faculty member of the Nova Scotia College of Art and Design University, where she teaches writing in the foundation program. She has a Master's degree from Dalhousie University.Her book Purple for Sky (2000) won the Thomas Head Raddall Award and the fiction category of the Dartmouth Book Awards in 2001.", "vector": [-0.04255025461316109, -0.04091265797615051, -0.0324244424700737, -0.019460123032331467, -0.005799826234579086, -0.002688390202820301, -0.040776193141937256, -0.03392557427287102, -0.013189488090574741, 0.052512310445308685, -0.002818033332005143, -0.03245173394680023, 0.004772915970534086, -0.021206894889473915, 0.010849087499082088, -0.027593526989221573, -0.026706494390964508, 0.03258820250630379, 0.00674485694617033, 0.020715614780783653, 0.00634910399094224, -0.029831577092409134, 0.019596589729189873, 0.013817233964800835, 0.019896816462278366, 0.059171877801418304, 0.024604910984635353, -0.009354778565466404, 0.024563970044255257, -0.026624614372849464, 0.01645786128938198, -0.0003518277080729604, 0.023349419236183167, -0.022271333262324333, -0.046098385006189346, 8.415878255618736e-06, 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1968. 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-0.014741228893399239, 0.011010859161615372, 0.04943523183465004, 0.01566598378121853, -0.008424678817391396, 0.005670004524290562, 0.0008708766545169055, -0.006434103474020958, 0.006179403979331255, -0.020046817138791084, -0.00035413040313869715, 0.063698410987854, -0.04031306877732277, 0.023730164393782616, -0.038651641458272934, -0.02565804496407509, 0.04658259451389313, 0.005474081728607416, -0.017821134999394417, -0.04159832000732422, 0.037617169320583344, 0.024090662598609924, 0.004682553932070732, -0.01896532252430916, -0.029419761151075363, -0.011097065173089504, 0.009521846659481525, -0.018918301910161972, -0.01896532252430916, -0.0402190238237381, 0.0034952620044350624, 0.013079803436994553, 0.03153572604060173, -0.011465400457382202, -0.010407417081296444, -0.014600164256989956, -0.029576500877738, 0.022225478664040565, 0.05266403779387474, 0.0015115441055968404, 0.000897326273843646, -0.022664345800876617], "id": 70}, {"title": "Tablets of Bah\u00e1\u2019u\u2019ll\u00e1h Revealed After the Kit\u00e1b-i-Aqdas", "text": "The Tablets of Bah\u00e1\u2019u\u2019ll\u00e1h Revealed After the Kit\u00e1b-i-Aqdas are selected tablets written by Bah\u00e1'u'll\u00e1h, the founder of the Bah\u00e1'\u00ed Faith, and published together as of 1978.As his mission drew to a close after his writing of the Kit\u00e1b-i-Aqdas in 1873, he continued to write unnumbered tablets and letters, doing so until the last days of his life in 1892.Six of the tablets in this volume were translated into English and published in 1917.", "vector": [0.03467293083667755, -0.0244834516197443, -0.007326378487050533, 0.036854337900877, 0.01987665891647339, -0.039408884942531586, -0.016231408342719078, -0.009436030872166157, -0.023134421557188034, 0.059873949736356735, 0.0033653981518000364, -0.006041930057108402, 0.009371450170874596, -0.0044919815845787525, -0.023823287338018417, -0.0006215940811671317, 0.022215932607650757, 0.0018019949784502387, -0.030912868678569794, -0.029621245339512825, 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0.049094706773757935, -0.028564464300870895, -0.0637994036078453, -0.04642651975154877, 0.0028386584017425776, -0.01660207472741604, 0.019255442544817924, -0.01568303257226944, 0.00571437506005168, -0.011584394611418247, 0.005436438601464033, -0.02359866350889206, 0.012325558811426163, 0.004632275551557541, 0.021389994770288467, 0.034923650324344635, -0.01491963304579258, 0.003652086015790701, 0.015935027971863747, -0.03602057322859764, -0.08692372590303421, -0.003729908261448145, 0.010835818946361542, 0.018603218719363213, 0.016676191240549088], "id": 72}, {"title": "173 Hours in Captivity", "text": "173 Hours In Captivity: The Hijacking of IC 814 is a 2000 book (ISBN 81-7223-394-9) written by Neelesh Misra, a New Delhi-based correspondent of the Associated Press. The book is about the hijacking of Indian Airlines Flight 814 on its journey from Kathmandu to New Delhi on Christmas Eve, December 24, 1999.", "vector": [-0.006944699212908745, -0.001118911779485643, -0.013426940888166428, -0.042452022433280945, -0.04637115076184273, 0.02707335352897644, -0.03354775533080101, 0.03241904824972153, -0.01223552506417036, 0.020645979791879654, 0.011091139167547226, 0.004393345210701227, 0.006885912269353867, -0.030600570142269135, -0.06126384809613228, -0.04677874222397804, -0.007748120930045843, 0.0044325366616249084, -0.022480132058262825, -0.008622086606919765, 0.0149632403627038, 0.0014735930599272251, -0.013278014026582241, -0.006976052187383175, 0.04677874222397804, 0.012486349791288376, 0.0073522888123989105, 0.022401750087738037, 0.05170116946101189, -0.02486296370625496, -0.06051137298345566, -0.02390669658780098, -0.005541650578379631, -0.020128654316067696, -0.021414129063487053, -0.004115086980164051, -0.03489593788981438, 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according to Biblical regulations had a special impact on the ownership and management of land in the Land of Israel; there is some debate whether it was the 49th year (the last year of seven sabbatical cycles, referred to as the Sabbath's Sabbath), or whether it was the following (50th) year. Jubilee deals largely with land, property, and property rights.", "vector": [-0.007218821905553341, 0.000699120108038187, -0.013559678569436073, 0.007747226394712925, -0.03489097207784653, -0.006568477489054203, -0.0091129494830966, -0.010665646754205227, -0.01128347311168909, 0.0755700096487999, -0.010405508801341057, -0.06435156613588333, 0.005763676483184099, 0.03719969466328621, 0.015502582304179668, 0.005336887668818235, 0.034143075346946716, -0.011478576809167862, 0.04422341287136078, 0.012234602123498917, -0.038858070969581604, -0.005324693862348795, -0.01055996585637331, -0.00483287125825882, -0.017786916345357895, -0.012047627940773964, 0.012462222948670387, -0.01845351979136467, -0.03349273279309273, 0.02832249365746975, 0.02861514873802662, 0.007332631852477789, -0.00664164125919342, -0.014283186756074429, 0.02687547728419304, 0.0005273885908536613, -0.00814149808138609, 0.006373374257236719, -0.03963848575949669, -0.0915684774518013, 0.013177601620554924, 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Multnomah villages were located throughout the Portland basin and on both sides of the Columbia River. The Multnomah spoke a dialect of the Upper Chinookan language in the Oregon Penutian family.", "vector": [0.006801684387028217, 0.03566597402095795, -0.02064003236591816, -0.024768037721514702, 0.001402728259563446, -0.006719124037772417, -0.05415944382548332, -0.035157911479473114, -0.06818196177482605, 0.006249166559427977, -0.04084821045398712, 0.021059183403849602, -0.02380272001028061, -0.009862760081887245, 0.012002971954643726, -0.03627564758062363, -0.0471227802336216, 0.04023853689432144, 0.040772002190351486, 0.03498008847236633, -0.0061539048328995705, -0.01083442848175764, 0.0015734054613858461, 0.005842716433107853, 0.061018284410238266, 0.00843383464962244, -0.0022624649573117495, -0.02572065405547619, 0.018366452306509018, -0.0035088052973151207, 0.007811457850039005, -0.03492928296327591, 0.026063596829771996, 0.011958517134189606, -0.004286775831133127, 0.012606295756995678, 0.02565714716911316, 0.010961444117128849, 0.0018242612713947892, 0.017007386311888695, 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It is the largest extant member of its family, with males averaging 43\u201345 kg (95\u201399 lb), and females 36\u201338.5 kg (79\u201385 lb). Like the red wolf, it is distinguished from other Canis species by its larger size and less pointed features, particularly on the ears and muzzle.", "vector": [-0.007719092071056366, -0.008680134080350399, -0.00616989191621542, 0.01832900010049343, 0.03856470808386803, 0.003325206460431218, 0.0006165086524561048, -0.030169041827321053, 0.006873374804854393, 0.02584819495677948, -0.06003054976463318, 0.0001552083413116634, 3.4147036785725504e-05, -0.03542786464095116, -0.016483798623085022, 0.05815459415316582, -0.029261818155646324, 0.011740093119442463, 0.024079877883195877, 0.021388959139585495, 0.02177337557077408, 0.004193988628685474, 0.0741770938038826, -0.01983591355383396, 0.028446853160858154, -0.0006419763085432351, -0.015714963898062706, -0.03521259129047394, -0.047237154096364975, -0.02111217752099037, 0.034812796860933304, 0.014138855040073395, 0.02944633737206459, 0.05630939453840256, -0.019067080691456795, -0.055110011249780655, 0.010679102502763271, 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Active primarily as a cable television distributor, the company also had some holdings in broadcast media and publishing.The company was founded in 1968 by chairman Geoffrey Conway, with shareholders including Jerry Grafstein, Michael Koerner and Ken Lefolii.", "vector": [0.03923020139336586, -0.0008029687451198697, -0.03432251885533333, -0.020537244156003, 0.018380364403128624, 0.006474546156823635, -0.051264964044094086, 0.023960119113326073, -0.05707915872335434, 0.012910017743706703, -0.026789069175720215, -0.026398329064249992, -0.044325437396764755, -0.01742696203291416, -0.009049516171216965, -0.01351175643503666, -0.021959533914923668, 0.02449152246117592, -0.003225550753995776, 0.05057726055383682, 0.04013671353459358, -0.02777373045682907, -0.024100784212350845, -0.01627037301659584, 0.02320989966392517, -0.00029647324117831886, -0.024319598451256752, 0.00419653719291091, 0.039105162024497986, -0.011948799714446068, 0.020756058394908905, 0.031806159764528275, 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It was published as a thirty-page pamphlet by Guidon Games in 1971, with an introduction by Gary Gygax and artwork by Don Lowry. Hardtack was the first set of American Civil War rules published in the United States and had an early following.", "vector": [-0.01987696997821331, -0.048177510499954224, -0.03492619842290878, 0.007129239849746227, -0.02134193852543831, -0.005335484631359577, 0.00368323246948421, 0.0022453151177614927, -0.0007616175571456552, 0.05267230421304703, 0.034360188990831375, 0.036324579268693924, 0.029033027589321136, 0.023705866187810898, -0.0160647202283144, -0.03136365860700607, -0.006846234202384949, 0.026719041168689728, -0.027734531089663506, -0.04225104674696922, 0.1127360463142395, 0.019960206001996994, 0.008931318297982216, 0.027068637311458588, 0.042384225875139236, 0.0035105159040540457, 0.007861724123358727, -0.019011305645108223, 0.006030512508004904, -0.0106210270896554, -0.007711898069828749, 0.019460784271359444, 0.02725175768136978, 0.004086931236088276, 0.051740050315856934, -0.012410620227456093, 0.004365774802863598, 0.04488133266568184, 0.0036020763218402863, 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They have been used for regional transport and patrol needs in French Overseas Departments and Territories since the 1970s. On 9 January 2014 it was announced that the two remaining Batrals in French service would be replaced in 2015/16 by three 1500-tonne B\u00e2timents Multimission (B2M) at a cost of ~\u20ac100m (US$136m).", "vector": [-0.047751978039741516, 0.010834340937435627, -0.013125896453857422, -0.0066219219006598, -0.026049597188830376, 0.006436575669795275, -0.013985229656100273, 0.0018176586600020528, -0.026369741186499596, 0.005151787772774696, 0.03194698318839073, 0.0035573875065892935, -0.007881435565650463, -0.007308546453714371, 0.012687805108726025, -0.024549975991249084, -0.032283976674079895, -0.0019324470777064562, 0.020169060677289963, -0.0037616898771375418, 0.015282654203474522, -0.01786065474152565, 0.007986745797097683, 0.006411300972104073, -0.02047235518693924, -0.0005544595769606531, 0.009216771461069584, -0.009924458339810371, 0.003178269835188985, -0.051795899868011475, 0.042629677802324295, 0.019343426451086998, -0.006874667014926672, -0.01559437345713377, 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sub-division of the Ministry of Education. There are currently ten parks, with four them registered as World Heritage Sites by the UNESCO.", "vector": [0.027070073410868645, 0.0030636305455118418, -0.026276154443621635, 0.007753514684736729, 0.046072907745838165, 0.043767981231212616, 0.0015878378180786967, -0.02827375754714012, -0.018695509061217308, -0.012209705077111721, -0.012600261718034744, -0.007836747914552689, -0.0037391020450741053, -0.02617371454834938, 0.029503051191568375, -0.01740219071507454, -0.04448506981134415, -0.027607889845967293, 0.03928618133068085, -0.005637464579194784, -0.022677909582853317, 0.0053077321499586105, -0.019066859036684036, -0.03144943341612816, 0.020667502656579018, 0.032653115689754486, 0.011249318718910217, -0.010244115255773067, -0.009091651998460293, 0.028529860079288483, -0.013278934173285961, 0.004376158118247986, 0.08430906385183334, -0.011799939908087254, -0.01489238254725933, 0.016224117949604988, 0.03828737884759903, -0.0028347386978566647, -0.020321764051914215, 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He was able to take several photographs, exposing wet plates at 1/100 second. These represent the earliest photos of an unidentified flying object.", "vector": [0.03938209265470505, -0.020690200850367546, -0.013534711673855782, -0.04537702351808548, -0.04417803883552551, -0.03200371563434601, -0.004519256297498941, 0.02880641631782055, 0.034647632390260696, 0.051433444023132324, -0.06960269808769226, 0.01139037124812603, -0.007412964012473822, -0.020367396995425224, -0.033387161791324615, 0.03314121440052986, -0.01301207672804594, 0.028883274644613266, -0.02583969384431839, -0.0472831055521965, 0.01958344504237175, -0.008277617394924164, -0.00106928835157305, 0.03304898366332054, 0.05020371451973915, 0.01393437385559082, 0.021489525213837624, 0.03861350938677788, -0.04762127995491028, 0.01337330974638462, 0.05469222739338875, 0.024825166910886765, 0.00033697474282234907, 0.028698815032839775, 0.02238108031451702, -0.01876874826848507, 0.004576900042593479, -0.04602263122797012, 0.018784120678901672, -0.011805404908955097, 0.007778040133416653, 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The island is the fourth largest in Polynesia, behind the two main islands of New Zealand and the Island of Hawaii.The island of Savai'i is also referred to by Samoans as Salafai, a classical Samoan term used in oratory and prose.", "vector": [0.001201200415380299, -0.008997833356261253, -0.009939546696841717, 0.0025519065093249083, 0.028760071843862534, 0.023962143808603287, -0.005416572093963623, -0.03832843154668808, -0.0399506539106369, 0.005938982591032982, -0.004626082256436348, 0.007719302084296942, -0.06769339740276337, -0.0266704298555851, 0.012778435833752155, 0.04440489038825035, 0.011025610379874706, 0.048639167100191116, 0.027316570281982422, -0.0009906896157190204, -0.0015895713586360216, 0.009286534041166306, -0.023920901119709015, 0.039263270795345306, -0.013658285140991211, 0.019824102520942688, 0.006313605699688196, -0.003629378043115139, -0.05141618847846985, -0.007643690332770348, -0.0017090040491893888, -0.012682202272117138, -0.0012433025985956192, 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Two of his sons, Augustus Charles and Francis Thomas, became renowned Australian explorers.Joshua Gregory entered the army in 1805 as an ensign in the 78th Highlanders (Ross-shire Buffs). At the age of 16 he saw active service when his regiment was sent to Sicily at the height of the Napoleonic Wars.", "vector": [0.037484049797058105, 0.012617848813533783, -0.019056489691138268, -0.029858311638236046, -0.04968523606657982, 0.047358203679323196, 0.036855123937129974, -0.0008225186611525714, -0.035848841071128845, 0.008038473315536976, -0.07194925099611282, 0.025047019124031067, 0.03226395696401596, 0.033396024256944656, 0.025597330182790756, 0.0340563990175724, -0.031210504472255707, 0.029040705412626266, 0.014646138064563274, 0.0196854155510664, 0.040377113968133926, -0.02231118641793728, 0.022358356043696404, -0.007087221369147301, 0.10320692509412766, 0.004068371839821339, 0.007767248898744583, 0.023883504793047905, -0.03716958686709404, 0.00625389302149415, 0.030078435316681862, 0.022075338289141655, 0.03638342767953873, -0.014072242192924023, -0.012531370855867863, -0.01423733588308096, -0.008121020160615444, -0.011996783316135406, 0.0055070421658456326, 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Everything known about him comes from the Anglo-Saxon Chronicle. There he is stated to have been the son of Cerdic, and also (in the regnal list in the preface) to have been the son of Cerdic's son, Creoda. During his reign it is said that the Saxons expanded into Wiltshire against strong resistance and captured Searobyrig or Old Sarum, near Salisbury, in 552.", "vector": [0.0034433980472385883, 0.06477025151252747, -0.021929355338215828, -0.0037375078536570072, 0.024573039263486862, 0.040580544620752335, -0.011288529261946678, -0.04845872148871422, -0.023819589987397194, 0.018479349091649055, -0.034526508301496506, -0.012458359822630882, -0.058108165860176086, -0.02717706747353077, 0.0484851598739624, 0.024202924221754074, -0.05305873230099678, -0.015848884359002113, -0.012127898633480072, -0.00563765550032258, 0.013826466165482998, 0.00533363176509738, 0.00780547596514225, -0.010931632481515408, 0.05905989184975624, 0.01290778536349535, -0.03291386365890503, -0.008241684176027775, -0.048379410058259964, -0.00652328971773386, 0.023753497749567032, 0.01587532088160515, -0.01547876838594675, 0.06027598679065704, 0.0008290426922030747, -0.04874952882528305, 0.019298890605568886, 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Along with the many counties of Ningde, those of Fuzhou are considered to constitute the Mindong (lit. East of Fujian) linguistic and cultural area.Fuzhou's core counties lie on the north (left) bank of the estuary of Fujian's largest river, the Min River. All along its northern border lies Ningde, and Ningde's Gutian County lies upriver.", "vector": [0.00944509543478489, 0.09612657874822617, -0.013512429781258106, -0.010648109018802643, 0.0045900726690888405, -0.0046974848955869675, -0.0004128648724872619, -0.027382899075746536, -0.04923766106367111, -0.042993441224098206, -0.011507405899465084, 0.01715727709233761, -0.05562509223818779, 0.023129383102059364, 0.007121415343135595, 0.008012935519218445, -0.022341696545481682, 0.03892610967159271, -0.025592699646949768, -0.005023301113396883, -0.006716830190271139, 0.026595210656523705, 0.0036537982523441315, -0.013727253302931786, 0.0062298960983753204, 0.04127484932541847, -0.010841450653970242, -0.02318667061626911, -0.016340944916009903, 0.024203503504395485, 0.04943816363811493, -0.012087429873645306, 0.009974994696676731, -0.029130134731531143, -0.02211255021393299, 0.031650736927986145, 0.03929847106337547, -0.004264256451278925, 0.018847225233912468, 0.044769320636987686, 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The word patricide derives from the Latin word pater (father) and the Latin suffix -cida (cutter or killer). Patricide is a sub-form of parricide, which is defined as an act of killing a close relative.", "vector": [-0.02162994258105755, 0.009556903503835201, -0.03192991763353348, 0.04835101589560509, -0.04882187023758888, 0.04479016736149788, -0.008497477509081364, -0.047703590244054794, -0.007471159100532532, 0.03758018836379051, 0.0345490537583828, -0.03781561553478241, -0.03966961055994034, -0.041553035378456116, -0.022571654990315437, -0.0428478866815567, -0.010358829982578754, -0.0023524402640759945, 0.023380938917398453, -0.040081609040498734, -0.014699532650411129, -0.004568773787468672, -0.009630474261939526, -0.01789252460002899, 0.08952148258686066, 0.004469452425837517, -0.00014806211402174085, -0.010027759708464146, -0.0021390835754573345, -0.014066820032894611, -0.014515604823827744, -0.0006492661777883768, 0.021747658029198647, 0.034078195691108704, 0.014110962860286236, -0.04114103317260742, -0.03602047637104988, 0.0020912622567266226, 0.06274154782295227, 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It is the capital city of the Tadla-Azilal Region, with a population of 489,248 (2010 census).", "vector": [0.017672881484031677, 0.031421344727277756, 0.007017173338681459, -0.010213885456323624, 0.03908825293183327, 0.0003459856379777193, -0.06684507429599762, -0.025365782901644707, -0.026197446510195732, -0.06325852125883102, -0.01639939472079277, -0.01394338347017765, -0.046391312032938004, 0.03994590789079666, 0.021376390010118484, 0.017114106565713882, -0.02446914277970791, 0.014554137364029884, 0.02910827472805977, -0.016594314947724342, -0.012364519760012627, -0.0002984735183417797, 0.036489300429821014, 0.03552768751978874, -0.019518136978149414, -0.008946896530687809, -0.009622624143958092, -0.014943980611860752, -0.013774451799690723, -0.04368840157985687, -0.012455482967197895, 0.004246039781719446, 0.016763247549533844, -0.003437115577980876, -0.0062959641218185425, -0.0059808408841490746, -0.03521581366658211, -0.014749058522284031, -0.0070106759667396545, 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It is superior to the older high-carbon steel tools used extensively through the 1940s in that it can withstand higher temperatures without losing its temper (hardness). This property allows HSS to cut faster than high carbon steel, hence the name high-speed steel.", "vector": [0.025558795779943466, 0.039122700691223145, -0.023505879566073418, 0.015382200479507446, 0.037890952080488205, 0.013343948870897293, 0.0008614912512712181, -0.04448960721492767, 0.011298365890979767, -0.0006002944428473711, -0.00047519488725811243, 0.04290593042969704, 0.03111632913351059, 0.012852716259658337, -0.007456481456756592, 0.05619122460484505, 0.022068839520215988, 0.024224400520324707, 0.01000796165317297, -0.0478035993874073, 0.06475481390953064, -0.028696822002530098, -0.06311248242855072, -0.03284664452075958, -0.0020675789564847946, -0.02954731695353985, 0.004494417924433947, 0.0025038234889507294, -0.09150136262178421, -0.02145296521484852, -0.0018705357797443867, -0.007342838216573, -0.011364351958036423, -0.013167984783649445, 0.058390773832798004, 0.012647424824535847, -0.008446279913187027, 0.001985095674172044, -0.055311404168605804, 0.00019750144565477967, 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Clinton \"Clint\" Stennett (October 1, 1956 \u2013 October 14, 2010) was a Democratic politician and a minority leader of the Idaho Senate. Stennett represented District 25, which includes Blaine, Gooding, Camas and Lincoln Counties. Stennett served in the Idaho Senate from 1994 to 2010, but was unable to fulfill his duties after the 2008 session due to poor health. He served as the minority leader from 1999 to 2009.", "vector": [0.035401877015829086, -0.027498804032802582, -0.021522914990782738, -0.010113664902746677, 0.02487524226307869, -0.007089282386004925, 0.02983085811138153, 1.987977339013014e-05, -0.019320419058203697, 0.049135081470012665, -0.007915218360722065, 0.04550744220614433, -0.019530951976776123, 0.007712782826274633, -0.01033229473978281, 0.022008759900927544, -0.02928023412823677, 0.03093210607767105, 0.021296188235282898, -0.02740163542330265, 0.04145873710513115, -0.04026032239198685, -0.041167233139276505, 0.002064839471131563, 0.06464972347021103, 0.027061544358730316, 0.009959814138710499, -0.006052813958376646, -0.029118286445736885, -0.031547509133815765, -0.011376860551536083, 0.007340302225202322, 0.04181502386927605, 0.03909429535269737, 0.024859048426151276, 0.02532869763672352, 0.004963712301105261, -0.002483880380168557, -0.012518595904111862, 0.042495205998420715, -0.019644316285848618, -0.023935943841934204, 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Launched into orbit on 23 April 1967 carrying cosmonaut Colonel Vladimir Komarov, Soyuz 1 was the first crewed flight of the Soyuz spacecraft. The mission plan was complex, involving a rendezvous with Soyuz 2 and an exchange of crew members before returning to Earth.", "vector": [0.027997292578220367, 0.01810913160443306, 0.0026427116245031357, -0.022966979071497917, -0.04242710769176483, -0.03782796487212181, 0.0009494718397036195, 0.03363124653697014, -0.013517173007130623, -0.013783060945570469, -0.03590207174420357, -0.039006493985652924, -0.021041085943579674, 0.0021702214144170284, 0.028299111872911453, 0.07927775382995605, -0.0028044001664966345, 0.01566583663225174, -0.02280888333916664, -0.04136355593800545, 0.05001569911837578, -0.0103983785957098, 0.023872435092926025, 0.0312166940420866, 0.04403680935502052, -0.04139230027794838, 0.021889053285121918, 0.035557135939598083, -0.029980674386024475, -0.02975071594119072, 0.017289908602833748, -0.03196405619382858, -0.016715016216039658, 0.03196405619382858, 0.06657262146472931, -0.04472668096423149, 0.019014587625861168, -0.006553781218826771, -0.029161451384425163, 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It was founded in 2004 and is organized in 6 Faculties.", "vector": [0.01370352040976286, 0.08861248940229416, -0.023745546117424965, 0.009841619059443474, 0.026930395513772964, 0.02426552213728428, -0.06265704333782196, 0.0036425364669412374, 0.0031144365202635527, -0.0054516177624464035, -0.0017657499993219972, -0.012641903944313526, -0.01959657482802868, -0.009787455201148987, -0.0074475654400885105, 0.027970347553491592, -0.02119983360171318, 0.06798679381608963, -0.0010318263666704297, 0.03739490360021591, -0.021925631910562515, 0.019899895414710045, -0.011970268562436104, -0.028338663280010223, 0.03119852766394615, 0.024698834866285324, 0.01349769625812769, -0.03732990473508835, -0.008005456067621708, 0.028706979006528854, -0.01930408924818039, 0.011536955833435059, -0.01502512488514185, -0.023377230390906334, -0.0027258088812232018, 0.029291952028870583, -0.02024654485285282, -0.005524739157408476, -0.03654994070529938, -0.0066621857695281506, 0.04766441881656647, 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Wiss is currently working as a manager of the Finland national under-18 football team.", "vector": [0.006705993786454201, 0.04774228855967522, -0.008756163530051708, -0.04268447309732437, -0.011321617290377617, 0.04590042307972908, 0.04107649624347687, 0.009333573281764984, -0.03189640864729881, 0.019456516951322556, -0.03610638529062271, -0.002424755599349737, -0.027174806222319603, 0.004699677228927612, -0.0427137054502964, 0.014354846440255642, 0.0020465156994760036, 0.0397024042904377, -0.04142732545733452, -0.028402715921401978, 0.04861936718225479, 0.022935593500733376, -0.015538902021944523, -0.013046537525951862, 0.029469827190041542, -0.028037264943122864, 0.014822620898485184, 0.020640572533011436, -0.028899725526571274, 0.02362263947725296, 0.03692499175667763, 0.023798054084181786, 0.016606014221906662, -0.06198019161820412, 0.013718964532017708, 0.038416024297475815, 0.024426627904176712, 0.01893027126789093, -0.03534625098109245, 0.004436553921550512, 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[42885](https://github.com/Azure/azure-sdk-for-java/pull/42885) * Added `CosmosFullTextPolicy` in `CosmosContainerProperties` and `CosmosFullTextIndexes` in `IndexingPolicy` to support Full Text Search in Cosmos DB - See [PR 42278](https://github.com/Azure/azure-sdk-for-java/pull/42278) * Added two new properties `quantizationSizeInBytes` and `indexingSearchListSize` to the `CosmosVectorIndexSpec` to support Partitioned DiskANN for vector search in Cosmos DB - See [PR 42333](https://github.com/Azure/azure-sdk-for-java/pull/42333) diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Configs.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Configs.java index 84069dd95ef41..ae356054caf2d 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Configs.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Configs.java @@ -178,6 +178,10 @@ public class Configs { private static final String MAX_ITEM_COUNT_FOR_VECTOR_SEARCH = "COSMOS.MAX_ITEM_SIZE_FOR_VECTOR_SEARCH"; public static final int DEFAULT_MAX_ITEM_COUNT_FOR_VECTOR_SEARCH = 50000; + private static final String MAX_ITEM_COUNT_FOR_HYBRID_SEARCH = "COSMOS.MAX_ITEM_SIZE_FOR_HYBRID_SEARCH"; + private static final String MAX_ITEM_COUNT_FOR_HYBRID_SEARCH_VARIABLE = "COSMOS_MAX_ITEM_SIZE_FOR_HYBRID_SEARCH"; + public static final int DEFAULT_MAX_ITEM_COUNT_FOR_HYBRID_SEARCH = 1000; + private static final String AZURE_COSMOS_DISABLE_NON_STREAMING_ORDER_BY = "COSMOS.AZURE_COSMOS_DISABLE_NON_STREAMING_ORDER_BY"; private static final boolean DEFAULT_AZURE_COSMOS_DISABLE_NON_STREAMING_ORDER_BY = false; @@ -574,6 +578,19 @@ public static int getMaxItemCountForVectorSearch() { String.valueOf(DEFAULT_MAX_ITEM_COUNT_FOR_VECTOR_SEARCH)))); } + public static int getMaxItemCountForHybridSearchSearch() { + String valueFromSystemProperty = System.getProperty(MAX_ITEM_COUNT_FOR_HYBRID_SEARCH); + if (valueFromSystemProperty != null && !valueFromSystemProperty.isEmpty()) { + return Integer.parseInt(valueFromSystemProperty); + } + + String valueFromSystemVariable = System.getenv(MAX_ITEM_COUNT_FOR_HYBRID_SEARCH_VARIABLE); + if (valueFromSystemVariable != null && !valueFromSystemVariable.isEmpty()) { + return Integer.parseInt(valueFromSystemVariable); + } + return DEFAULT_MAX_ITEM_COUNT_FOR_HYBRID_SEARCH; + } + public static boolean getAzureCosmosNonStreamingOrderByDisabled() { if(logger.isTraceEnabled()) { logger.trace( diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Constants.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Constants.java index 7ba92f3bfcecb..2bb480e88dda8 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Constants.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/Constants.java @@ -129,6 +129,19 @@ public static final class Properties { public static final String FULL_TEXT_POLICY = "fullTextPolicy"; public static final String FULL_TEXT_PATHS = "fullTextPaths"; + // Hybrid Search Query + public static final String GLOBAL_STATISTICS_QUERY = "globalStatisticsQuery"; + public static final String COMPONENT_QUERY_INFOS = "componentQueryInfos"; + public static final String PROJECTION_QUERY_INFO = "projectionQueryInfo"; + public static final String SKIP = "skip"; + public static final String TAKE = "take"; + public static final String REQUIRES_GLOBAL_STATISTICS = "requiresGlobalStatistics"; + public static final String TOTAL_WORD_COUNT = "totalWordCount"; + public static final String HIT_COUNTS = "hitCounts"; + public static final String DOCUMENT_COUNT = "documentCount"; + public static final String FULL_TEXT_QUERY_STATISTICS = "fullTextStatistics"; + public static final String PAYLOAD = "payload"; + public static final String COMPONENT_SCORES = "componentScores"; // Vector Embedding Policy public static final String VECTOR_EMBEDDING_POLICY = "vectorEmbeddingPolicy"; diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/CosmosQueryRequestOptionsImpl.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/CosmosQueryRequestOptionsImpl.java index b7b7b3f50b0b1..3e0839a8eb41f 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/CosmosQueryRequestOptionsImpl.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/CosmosQueryRequestOptionsImpl.java @@ -29,6 +29,7 @@ public final class CosmosQueryRequestOptionsImpl extends CosmosQueryRequestOptio private boolean emptyPageDiagnosticsEnabled; private String queryName; private Integer maxItemCountForVectorSearch; + private Integer maxItemCountForHybridSearch; private List cancelledRequestDiagnosticsTracker = new ArrayList<>(); private String collectionRid; @@ -69,6 +70,7 @@ public CosmosQueryRequestOptionsImpl(CosmosQueryRequestOptionsImpl options) { this.feedRange = options.feedRange; this.cancelledRequestDiagnosticsTracker = options.cancelledRequestDiagnosticsTracker; this.maxItemCountForVectorSearch = options.maxItemCountForVectorSearch; + this.maxItemCountForHybridSearch = options.maxItemCountForHybridSearch; this.collectionRid = options.collectionRid; } @@ -235,6 +237,15 @@ public Integer getMaxItemCountForVectorSearch() { return this.maxItemCountForVectorSearch; } + /** + * Gets the maximum item size to fetch during hybrid search queries. + * + * @return the max number of items for hybrid search. + */ + public Integer getMaxItemCountForHybridSearch() { + return this.maxItemCountForHybridSearch != null ? this.maxItemCountForHybridSearch : Configs.getMaxItemCountForHybridSearchSearch(); + } + /** * Sets the maximum item size to fetch during non-streaming order by queries. * diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/ImplementationBridgeHelpers.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/ImplementationBridgeHelpers.java index 7b3115def5c4b..c9b374ddad8aa 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/ImplementationBridgeHelpers.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/ImplementationBridgeHelpers.java @@ -297,6 +297,8 @@ void setCancelledRequestDiagnosticsTracker( Integer getMaxItemCountForVectorSearch(CosmosQueryRequestOptions options); + Integer getMaxItemCountForHybridSearch(CosmosQueryRequestOptions options); + void setPartitionKeyDefinition(CosmosQueryRequestOptions options, PartitionKeyDefinition partitionKeyDefinition); PartitionKeyDefinition getPartitionKeyDefinition(CosmosQueryRequestOptions options); diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/JsonSerializable.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/JsonSerializable.java index bfc1da051b363..a390fa490a331 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/JsonSerializable.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/JsonSerializable.java @@ -384,7 +384,7 @@ public Integer getInt(String propertyName) { * @param propertyName the property to get. * @return the long value */ - protected Long getLong(String propertyName) { + public Long getLong(String propertyName) { return getWithMapping(propertyName, JsonNode::asLong); } diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/DocumentQueryExecutionContextFactory.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/DocumentQueryExecutionContextFactory.java index a1b5063917187..1149e15f43bdf 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/DocumentQueryExecutionContextFactory.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/DocumentQueryExecutionContextFactory.java @@ -16,12 +16,12 @@ import com.azure.cosmos.implementation.RxDocumentServiceRequest; import com.azure.cosmos.implementation.Utils; import com.azure.cosmos.implementation.apachecommons.lang.StringUtils; -import com.azure.cosmos.implementation.apachecommons.lang.tuple.Pair; import com.azure.cosmos.implementation.caches.RxCollectionCache; -import com.azure.cosmos.implementation.changefeed.CancellationToken; import com.azure.cosmos.implementation.feedranges.FeedRangeEpkImpl; import com.azure.cosmos.implementation.feedranges.FeedRangeInternal; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; import com.azure.cosmos.implementation.routing.PartitionKeyInternal; +import com.azure.cosmos.implementation.routing.PartitionKeyInternalHelper; import com.azure.cosmos.implementation.routing.Range; import com.azure.cosmos.models.CosmosQueryRequestOptions; import com.azure.cosmos.models.FeedRange; @@ -37,6 +37,7 @@ import java.time.Instant; import java.util.ArrayList; +import java.util.Arrays; import java.util.Collections; import java.util.List; import java.util.Map; @@ -59,6 +60,7 @@ public class DocumentQueryExecutionContextFactory { private final static int PageSizeFactorForTop = 5; private static final Logger logger = LoggerFactory.getLogger(DocumentQueryExecutionContextFactory.class); private static final ImplementationBridgeHelpers.CosmosQueryRequestOptionsHelper.CosmosQueryRequestOptionsAccessor queryRequestOptionsAccessor = ImplementationBridgeHelpers.CosmosQueryRequestOptionsHelper.getCosmosQueryRequestOptionsAccessor(); + private static Mono> resolveCollection(DiagnosticsClientContext diagnosticsClientContext, IDocumentQueryClient client, ResourceType resourceTypeEnum, @@ -75,7 +77,7 @@ private static Mono> resolveCollection(Dia return collectionCache.resolveCollectionAsync(null, request); } - private static Mono>,QueryInfo>> getPartitionKeyRangesAndQueryInfo( + private static Mono getPartitionKeyRangesAndQueryInfo( DiagnosticsClientContext diagnosticsClientContext, IDocumentQueryClient client, SqlQuerySpec query, @@ -96,11 +98,16 @@ private static Mono>,QueryInfo>> getPartitionKeyRang collection.getResourceId(), ModelBridgeInternal.getPartitionKeyRangeIdInternal(cosmosQueryRequestOptions)); - return partitionKeyRanges.map(pkRanges -> { - List> ranges = - pkRanges.stream().map(PartitionKeyRange::toRange).collect(Collectors.toList()); - return Pair.of(ranges, QueryInfo.EMPTY); - }); + Mono>> allRanges = queryExecutionContext.getTargetPartitionKeyRanges( + collection.getResourceId(), new ArrayList<>(Arrays.asList(PartitionKeyInternalHelper.FullRange)) + ).map(pkRanges -> pkRanges.stream().map(PartitionKeyRange::toRange).collect(Collectors.toList())); + + return Mono.zip(partitionKeyRanges, allRanges). + map(tuple -> { + List> targetRanges = + tuple.getT1().stream().map(PartitionKeyRange::toRange).collect(Collectors.toList()); + return new PartitionKeyRangesAndQueryInfos(QueryInfo.EMPTY, null, targetRanges, tuple.getT2()); + }); } Instant startTime = Instant.now(); @@ -155,16 +162,19 @@ private static Mono>,QueryInfo>> getPartitionKeyRang }); } - private static Mono>, QueryInfo>> getTargetRangesFromQueryPlan( + private static Mono getTargetRangesFromQueryPlan( CosmosQueryRequestOptions cosmosQueryRequestOptions, DocumentCollection collection, DefaultDocumentQueryExecutionContext queryExecutionContext, PartitionedQueryExecutionInfo partitionedQueryExecutionInfo, Instant planFetchStartTime, Instant planFetchEndTime) { + QueryInfo queryInfo = partitionedQueryExecutionInfo.getQueryInfo(); - queryInfo.setQueryPlanDiagnosticsContext(new QueryInfo.QueryPlanDiagnosticsContext(planFetchStartTime, - planFetchEndTime, - partitionedQueryExecutionInfo.getQueryPlanRequestTimeline())); + if (queryInfo != null) { + queryInfo.setQueryPlanDiagnosticsContext(new QueryInfo.QueryPlanDiagnosticsContext(planFetchStartTime, + planFetchEndTime, + partitionedQueryExecutionInfo.getQueryPlanRequestTimeline())); + } List> queryRanges = partitionedQueryExecutionInfo.getQueryRanges(); @@ -172,30 +182,49 @@ private static Mono>, QueryInfo>> getTargetRangesFro PartitionKeyInternal internalPartitionKey = BridgeInternal.getPartitionKeyInternal(cosmosQueryRequestOptions.getPartitionKey()); Range range = Range.getPointRange( - internalPartitionKey.getEffectivePartitionKeyString(internalPartitionKey,collection.getPartitionKey())); + internalPartitionKey.getEffectivePartitionKeyString(internalPartitionKey, collection.getPartitionKey())); queryRanges = Collections.singletonList(range); } if (cosmosQueryRequestOptions != null && cosmosQueryRequestOptions.getFeedRange() != null) { FeedRange userProvidedFeedRange = cosmosQueryRequestOptions.getFeedRange(); - return queryExecutionContext.getTargetRange(collection.getResourceId(), - FeedRangeInternal.convert(userProvidedFeedRange)) - .map(range -> Pair.of(Collections.singletonList(range), - partitionedQueryExecutionInfo.getQueryInfo())); + Mono> targetRange = queryExecutionContext + .getTargetRange( + collection.getResourceId(), + FeedRangeInternal.convert(userProvidedFeedRange)); + Mono>> allRanges = queryExecutionContext. + getTargetPartitionKeyRanges( + collection.getResourceId(), new ArrayList<>(Arrays.asList(PartitionKeyInternalHelper.FullRange)) + ).map(pkRanges -> pkRanges.stream().map(PartitionKeyRange::toRange).collect(Collectors.toList())); + + return Mono.zip(targetRange, allRanges) + .map(tuple -> { + if (partitionedQueryExecutionInfo.hasHybridSearchQueryInfo()) { + return new PartitionKeyRangesAndQueryInfos(null, partitionedQueryExecutionInfo.getHybridSearchQueryInfo(), Collections.singletonList(tuple.getT1()), tuple.getT2()); + } else { + return new PartitionKeyRangesAndQueryInfos(queryInfo, null, Collections.singletonList(tuple.getT1()), tuple.getT2()); + } + }); } - return - queryExecutionContext.getTargetPartitionKeyRanges(collection.getResourceId(), queryRanges) - .map(pkRanges -> { - List> ranges = - pkRanges.stream().map(PartitionKeyRange::toRange).collect(Collectors.toList()); - return Pair.of( - ranges, - partitionedQueryExecutionInfo.getQueryInfo()); - }); + Mono>> targetRanges = queryExecutionContext.getTargetPartitionKeyRanges(collection.getResourceId(), queryRanges) + .map(pkRanges -> pkRanges.stream().map(PartitionKeyRange::toRange).collect(Collectors.toList())); + + Mono>> allRanges = queryExecutionContext.getTargetPartitionKeyRanges( + collection.getResourceId(), new ArrayList<>(Arrays.asList(PartitionKeyInternalHelper.FullRange))) + .map(pkRanges -> pkRanges.stream().map(PartitionKeyRange::toRange).collect(Collectors.toList())); + + return Mono.zip(targetRanges, allRanges) + .map(tuple -> { + if (partitionedQueryExecutionInfo.hasHybridSearchQueryInfo()) { + return new PartitionKeyRangesAndQueryInfos(null, partitionedQueryExecutionInfo.getHybridSearchQueryInfo(), tuple.getT1(), tuple.getT2()); + } else { + return new PartitionKeyRangesAndQueryInfos(partitionedQueryExecutionInfo.getQueryInfo(), null, tuple.getT1(), tuple.getT2()); + } + }); } - private static Mono>, QueryInfo>> getTargetRangesFromEmptyQueryPlan( + private static Mono getTargetRangesFromEmptyQueryPlan( CosmosQueryRequestOptions cosmosQueryRequestOptions, DocumentCollection collection, DefaultDocumentQueryExecutionContext queryExecutionContext, @@ -216,14 +245,17 @@ private static Mono>, QueryInfo>> getTargetRangesFro planFetchEndTime)); FeedRange userProvidedFeedRange = cosmosQueryRequestOptions.getFeedRange(); - - return queryExecutionContext + Mono> targetRange = queryExecutionContext .getTargetRange( collection.getResourceId(), - FeedRangeInternal.convert(userProvidedFeedRange)) - .map(range -> Pair.of( - Collections.singletonList(range), - queryInfo)); + FeedRangeInternal.convert(userProvidedFeedRange)); + Mono>> allRanges = queryExecutionContext. + getTargetPartitionKeyRanges( + collection.getResourceId(), new ArrayList<>(Arrays.asList(PartitionKeyInternalHelper.FullRange)) + ).map(pkRanges -> pkRanges.stream().map(PartitionKeyRange::toRange).collect(Collectors.toList())); + + return Mono.zip(targetRange, allRanges) + .map(tuple -> new PartitionKeyRangesAndQueryInfos(queryInfo, null, Collections.singletonList(tuple.getT1()), tuple.getT2())); } synchronized private static void tryCacheQueryPlan( @@ -274,6 +306,19 @@ private static List resolveFeedRangeBasedOnPrefixContainer( return feedRanges2; } + private static List getFeedRangeEpks(List> ranges, DocumentCollection collection, CosmosQueryRequestOptions cosmosQueryRequestOptions) { + List feedRanges = ranges.stream() + .map(FeedRangeEpkImpl::new) + .collect(Collectors.toList()); + + if (collection.getPartitionKey() != null && cosmosQueryRequestOptions.getPartitionKey() != null + && collection.getPartitionKey().getKind().equals(PartitionKind.MULTI_HASH)) { + feedRanges = resolveFeedRangeBasedOnPrefixContainer(feedRanges, collection.getPartitionKey(), + cosmosQueryRequestOptions.getPartitionKey()); + } + return feedRanges; + } + public static Flux> createDocumentQueryExecutionContextAsync( DiagnosticsClientContext diagnosticsClientContext, IDocumentQueryClient client, @@ -315,7 +360,7 @@ public static Flux> createDocume queryRequestOptionsAccessor.setPartitionKeyDefinition(cosmosQueryRequestOptions, collectionValueHolder.v.getPartitionKey()); queryRequestOptionsAccessor.setCollectionRid(cosmosQueryRequestOptions, collectionValueHolder.v.getResourceId()); - Mono>, QueryInfo>> queryPlanTask = + Mono queryPlanTask = getPartitionKeyRangesAndQueryInfo(diagnosticsClientContext, client, query, @@ -335,8 +380,10 @@ public static Flux> createDocume cosmosQueryRequestOptions, resourceLink, isContinuationExpected, - queryPlan.getRight(), - queryPlan.getLeft(), + queryPlan.getQueryInfo(), + queryPlan.getHybridSearchQueryInfo(), + queryPlan.getTargetRanges(), + queryPlan.getAllRanges(), collectionValueHolder.v, correlatedActivityId, isQueryCancelledOnTimeout) @@ -344,20 +391,22 @@ public static Flux> createDocume }).flux(); } - public static Flux> createSpecializedDocumentQueryExecutionContextAsync( - DiagnosticsClientContext diagnosticsClientContext, - IDocumentQueryClient client, - ResourceType resourceTypeEnum, - Class resourceType, - SqlQuerySpec query, - CosmosQueryRequestOptions cosmosQueryRequestOptions, - String resourceLink, - boolean isContinuationExpected, - QueryInfo queryInfo, - List> targetRanges, - DocumentCollection collection, - UUID correlatedActivityId, - final AtomicBoolean isQueryCancelledOnTimeout) { + public static Flux> createSpecializedDocumentQueryExecutionContextAsync( + DiagnosticsClientContext diagnosticsClientContext, + IDocumentQueryClient client, + ResourceType resourceTypeEnum, + Class resourceType, + SqlQuerySpec query, + CosmosQueryRequestOptions cosmosQueryRequestOptions, + String resourceLink, + boolean isContinuationExpected, + QueryInfo queryInfo, + HybridSearchQueryInfo hybridSearchQueryInfo, + List> targetRanges, + List> allRanges, + DocumentCollection collection, + UUID correlatedActivityId, + final AtomicBoolean isQueryCancelledOnTimeout) { int initialPageSize = Utils.getValueOrDefault( ModelBridgeInternal.getMaxItemCountFromQueryRequestOptions(cosmosQueryRequestOptions), @@ -370,75 +419,96 @@ public static Flux> createSpecia return Flux.error(validationError); } - boolean getLazyFeedResponse = queryInfo.hasTop(); + boolean getLazyFeedResponse = Boolean.FALSE; - // We need to compute the optimal initial age size for non-streaming order-by queries - if (queryInfo.hasNonStreamingOrderBy()) { - // Validate the TOP or LIMIT for non-streaming order-by queries - if (!queryInfo.hasTop() && !queryInfo.hasLimit() && queryInfo.getTop() < 0 && queryInfo.getLimit() < 0) { - throw new NonStreamingOrderByBadRequestException(HttpConstants.StatusCodes.BADREQUEST, - "Executing a vector search query without TOP or LIMIT can consume a large number of RUs" + - "very fast and have long runtimes. Please ensure you are using one of the above two filters" + - "with you vector search query."); - } - // Validate the size of TOP or LIMIT against MaxItemSizeForVectorSearch - int maxLimit = Math.max(queryInfo.hasTop() ? queryInfo.getTop() : 0, - queryInfo.hasLimit() ? queryInfo.getLimit() : 0); - int maxItemSizeForVectorSearch = Math.max(Configs.getMaxItemCountForVectorSearch(), - qryOptAccessor.getMaxItemCountForVectorSearch(cosmosQueryRequestOptions)); - if (maxLimit > maxItemSizeForVectorSearch) { - throw new NonStreamingOrderByBadRequestException(HttpConstants.StatusCodes.BADREQUEST, - "Executing a vector search query with TOP or LIMIT larger than the maxItemSizeForVectorSearch " + - "is not allowed"); + if (hybridSearchQueryInfo!=null) { + // Validate the TOP for hybrid search queries + if (!hybridSearchQueryInfo.hasTake()) { + throw new HybridSearchBadRequestException(HttpConstants.StatusCodes.BADREQUEST, + "Executing a hybrid or full text query without Top or Limit can consume a large number of RUs " + + "very fast and have long runtimes. Please ensure you are using the above filter " + + "with your hybrid or full text search query."); } - // Set initialPageSize based on the smallest of TOP or LIMIT - if (queryInfo.hasTop() || queryInfo.hasLimit()) { - int pageSizeWithTopOrLimit = Math.min(queryInfo.hasTop() ? queryInfo.getTop() : Integer.MAX_VALUE, - queryInfo.hasLimit() && queryInfo.hasOffset() ? - queryInfo.getLimit() + queryInfo.getOffset() : Integer.MAX_VALUE); - initialPageSize = pageSizeWithTopOrLimit; + + if (hybridSearchQueryInfo.hasSkip() && hybridSearchQueryInfo.getSkip() >= hybridSearchQueryInfo.getTake()) { + throw new HybridSearchBadRequestException(HttpConstants.StatusCodes.BADREQUEST, + "Executing a hybrid or full-text query with an offset(Skip) greater than or equal to limit(Take). " + + "Please ensure limit is greater than offset."); } - } - // We need to compute the optimal initial page size for order-by queries - if (queryInfo.hasOrderBy()) { - int top; - if (queryInfo.hasTop() && (top = queryInfo.getTop()) > 0) { - int pageSizeWithTop = Math.min( - (int)Math.ceil(top / (double)targetRanges.size()) * PageSizeFactorForTop, - top); + int pageSize = hybridSearchQueryInfo.hasSkip() ? hybridSearchQueryInfo.getTake() + hybridSearchQueryInfo.getSkip() : hybridSearchQueryInfo.getTake(); + int maxitemSizeForFullTextSearch = Math.max(Configs.getMaxItemCountForHybridSearchSearch(), + qryOptAccessor.getMaxItemCountForHybridSearch(cosmosQueryRequestOptions)); - if (initialPageSize > 0) { - initialPageSize = Math.min(pageSizeWithTop, initialPageSize); + if (pageSize > maxitemSizeForFullTextSearch) { + throw new HybridSearchBadRequestException(HttpConstants.StatusCodes.BADREQUEST, + "Executing a hybrid or full text search query with TOP larger than the maxItemSizeForHybridSearch " + + "is not allowed"); + } + initialPageSize = pageSize; + } else { + + getLazyFeedResponse = queryInfo.hasTop(); + // We need to compute the optimal initial page size for non-streaming order-by queries + if (queryInfo.hasNonStreamingOrderBy()) { + // Validate the TOP or LIMIT for non-streaming order-by queries + if (!queryInfo.hasTop() && !queryInfo.hasLimit() && queryInfo.getTop() < 0 && queryInfo.getLimit() < 0) { + throw new NonStreamingOrderByBadRequestException(HttpConstants.StatusCodes.BADREQUEST, + "Executing a vector search query without TOP or LIMIT can consume a large number of RUs" + + "very fast and have long runtimes. Please ensure you are using one of the above two filters" + + "with you vector search query."); } - else { - initialPageSize = pageSizeWithTop; + // Validate the size of TOP or LIMIT against MaxItemSizeForVectorSearch + int maxLimit = Math.max(queryInfo.hasTop() ? queryInfo.getTop() : 0, + queryInfo.hasLimit() ? queryInfo.getLimit() : 0); + int maxItemSizeForVectorSearch = Math.max(Configs.getMaxItemCountForVectorSearch(), + qryOptAccessor.getMaxItemCountForVectorSearch(cosmosQueryRequestOptions)); + if (maxLimit > maxItemSizeForVectorSearch) { + throw new NonStreamingOrderByBadRequestException(HttpConstants.StatusCodes.BADREQUEST, + "Executing a vector search query with TOP or LIMIT larger than the maxItemSizeForVectorSearch " + + "is not allowed"); + } + // Set initialPageSize based on the smallest of TOP or LIMIT + if (queryInfo.hasTop() || queryInfo.hasLimit()) { + int pageSizeWithTopOrLimit = Math.min(queryInfo.hasTop() ? queryInfo.getTop() : Integer.MAX_VALUE, + queryInfo.hasLimit() && queryInfo.hasOffset() ? + queryInfo.getLimit() + queryInfo.getOffset() : Integer.MAX_VALUE); + initialPageSize = pageSizeWithTopOrLimit; } } - // TODO: do not support continuation in string format right now - // else if (isContinuationExpected) - // { - // if (initialPageSize < 0) - // { - // initialPageSize = (int)Math.Max(feedOptions.MaxBufferedItemCount, - // ParallelQueryConfig.GetConfig().DefaultMaximumBufferSize); - // } - // - // initialPageSize = Math.Min( - // (int)Math.Ceiling(initialPageSize / (double)targetRanges.Count) * PageSizeFactorForTop, - // initialPageSize); - // } - } - List feedRangeEpks = targetRanges.stream().map(FeedRangeEpkImpl::new) - .collect(Collectors.toList()); + // We need to compute the optimal initial page size for order-by queries + if (queryInfo.hasOrderBy()) { + int top; + if (queryInfo.hasTop() && (top = queryInfo.getTop()) > 0) { + int pageSizeWithTop = Math.min( + (int) Math.ceil(top / (double) targetRanges.size()) * PageSizeFactorForTop, + top); - if (collection.getPartitionKey() != null && cosmosQueryRequestOptions.getPartitionKey() != null - && collection.getPartitionKey().getKind().equals(PartitionKind.MULTI_HASH)) { - feedRangeEpks = resolveFeedRangeBasedOnPrefixContainer(feedRangeEpks, collection.getPartitionKey(), - cosmosQueryRequestOptions.getPartitionKey()); + if (initialPageSize > 0) { + initialPageSize = Math.min(pageSizeWithTop, initialPageSize); + } else { + initialPageSize = pageSizeWithTop; + } + } + // TODO: do not support continuation in string format right now + // else if (isContinuationExpected) + // { + // if (initialPageSize < 0) + // { + // initialPageSize = (int)Math.Max(feedOptions.MaxBufferedItemCount, + // ParallelQueryConfig.GetConfig().DefaultMaximumBufferSize); + // } + // + // initialPageSize = Math.Min( + // (int)Math.Ceiling(initialPageSize / (double)targetRanges.Count) * PageSizeFactorForTop, + // initialPageSize); + // } + } } + List feedRangeEpks = getFeedRangeEpks(targetRanges, collection, cosmosQueryRequestOptions); + List allFeedRangeEpks = getFeedRangeEpks(allRanges, collection, cosmosQueryRequestOptions); PipelinedDocumentQueryParams documentQueryParams = new PipelinedDocumentQueryParams<>( resourceTypeEnum, resourceType, @@ -449,9 +519,11 @@ public static Flux> createSpecia isContinuationExpected, initialPageSize, queryInfo, + hybridSearchQueryInfo, cosmosQueryRequestOptions, correlatedActivityId, feedRangeEpks, + allFeedRangeEpks, isQueryCancelledOnTimeout); return PipelinedQueryExecutionContextBase.createAsync( diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchBadRequestException.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchBadRequestException.java new file mode 100644 index 0000000000000..c7a2a2e04d077 --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchBadRequestException.java @@ -0,0 +1,20 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. +package com.azure.cosmos.implementation.query; + +import com.azure.cosmos.CosmosException; + +public final class HybridSearchBadRequestException extends CosmosException { + + private static final long serialVersionUID = 1L; + + /** + * Creates a new instance of the HybridSearchBadRequestException class. + * + * @param statusCode the http status code of the response. + * @param errorMessage the error message. + */ + public HybridSearchBadRequestException(int statusCode, String errorMessage) { + super(statusCode, errorMessage); + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchDocumentProducer.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchDocumentProducer.java new file mode 100644 index 0000000000000..9895a4a565fa1 --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchDocumentProducer.java @@ -0,0 +1,38 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.implementation.query; + +import com.azure.cosmos.implementation.Document; +import com.azure.cosmos.implementation.DocumentClientRetryPolicy; +import com.azure.cosmos.implementation.RxDocumentServiceRequest; +import com.azure.cosmos.implementation.feedranges.FeedRangeEpkImpl; +import com.azure.cosmos.models.CosmosQueryRequestOptions; +import com.azure.cosmos.models.FeedResponse; +import reactor.core.publisher.Mono; + +import java.util.UUID; +import java.util.function.Function; +import java.util.function.Supplier; + +public class HybridSearchDocumentProducer extends DocumentProducer { + public HybridSearchDocumentProducer( + IDocumentQueryClient client, + String collectionResourceId, + CosmosQueryRequestOptions cosmosQueryRequestOptions, + TriFunction createRequestFunc, + Function>> executeRequestFunc, + FeedRangeEpkImpl feedRange, + String collectionLink, + Supplier createRetryPolicyFunc, + Class resourceType, + UUID correlatedActivityId, + int initialPageSize, + String initialContinuationToken, + int top, + Supplier operationContextTextProvider) { + super(client, collectionResourceId, cosmosQueryRequestOptions, createRequestFunc, executeRequestFunc, + collectionLink, createRetryPolicyFunc, resourceType, correlatedActivityId, initialPageSize, + initialContinuationToken, top, feedRange, operationContextTextProvider); + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchDocumentQueryExecutionContext.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchDocumentQueryExecutionContext.java new file mode 100644 index 0000000000000..60dc94f25b0fd --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/HybridSearchDocumentQueryExecutionContext.java @@ -0,0 +1,512 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.implementation.query; + +import com.azure.cosmos.BridgeInternal; +import com.azure.cosmos.CosmosException; +import com.azure.cosmos.implementation.ClientSideRequestStatistics; +import com.azure.cosmos.implementation.DiagnosticsClientContext; +import com.azure.cosmos.implementation.Document; +import com.azure.cosmos.implementation.DocumentClientRetryPolicy; +import com.azure.cosmos.implementation.DocumentCollection; +import com.azure.cosmos.implementation.HttpConstants; +import com.azure.cosmos.implementation.ImplementationBridgeHelpers; +import com.azure.cosmos.implementation.RxDocumentServiceRequest; +import com.azure.cosmos.implementation.Utils; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryResult; +import com.azure.cosmos.implementation.QueryMetrics; +import com.azure.cosmos.implementation.RequestChargeTracker; +import com.azure.cosmos.implementation.ResourceType; +import com.azure.cosmos.implementation.feedranges.FeedRangeEpkImpl; +import com.azure.cosmos.implementation.query.hybridsearch.FullTextQueryStatistics; +import com.azure.cosmos.implementation.query.hybridsearch.GlobalFullTextSearchQueryStatistics; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; +import com.azure.cosmos.models.CosmosQueryRequestOptions; +import com.azure.cosmos.models.FeedResponse; +import com.azure.cosmos.models.ModelBridgeInternal; +import com.azure.cosmos.models.SqlQuerySpec; +import reactor.core.publisher.Flux; +import reactor.core.publisher.Mono; + +import java.util.ArrayList; +import java.util.Arrays; +import java.util.Collection; +import java.util.Comparator; +import java.util.HashMap; +import java.util.LinkedHashMap; +import java.util.Map; +import java.util.Objects; +import java.util.UUID; +import java.util.concurrent.ConcurrentHashMap; +import java.util.concurrent.ConcurrentMap; +import java.util.concurrent.atomic.AtomicBoolean; +import java.util.function.Function; +import java.util.function.Supplier; +import java.util.List; +import java.util.stream.Collectors; + +public class HybridSearchDocumentQueryExecutionContext extends ParallelDocumentQueryExecutionContextBase { + + private final static + ImplementationBridgeHelpers.CosmosDiagnosticsHelper.CosmosDiagnosticsAccessor diagnosticsAccessor = + ImplementationBridgeHelpers.CosmosDiagnosticsHelper.getCosmosDiagnosticsAccessor(); + + private static final ImplementationBridgeHelpers.FeedResponseHelper.FeedResponseAccessor feedResponseAccessor = + ImplementationBridgeHelpers.FeedResponseHelper.getFeedResponseAccessor(); + + private static final String FORMATTABLE_TOTAL_DOCUMENT_COUNT = "{documentdb-formattablehybridsearchquery-totaldocumentcount}"; + private static final String FORMATTABLE_TOTAL_WORD_COUNT = "{documentdb-formattablehybridsearchquery-totalwordcount-%d}"; + private static final String FORMATTABLE_HIT_COUNTS_ARRAY = "{documentdb-formattablehybridsearchquery-hitcountsarray-%d}"; + private static final String FORMATTABLE_ORDER_BY = "{documentdb-formattableorderbyquery-filter}"; + private final static String TRUE = "true"; + private final static Integer RRF_CONSTANT = 60; + + protected IDocumentQueryClient client; + private final HybridSearchQueryInfo hybridSearchQueryInfo; + private final RequestChargeTracker tracker; + private final ConcurrentMap queryMetricMap; + private final Collection clientSideRequestStatistics; + private Flux> hybridObservable; + private Mono aggregatedGlobalStatistics; + + protected HybridSearchDocumentQueryExecutionContext( + DiagnosticsClientContext diagnosticsClientContext, + IDocumentQueryClient client, + ResourceType resourceTypeEnum, + SqlQuerySpec query, + CosmosQueryRequestOptions cosmosQueryRequestOptions, + String resourceLink, + String rewrittenQuery, + UUID correlatedActivityId, + AtomicBoolean isQueryCancelledOnTimeout, + HybridSearchQueryInfo hybridSearchQueryInfo) { + super(diagnosticsClientContext, client, resourceTypeEnum, Document.class, query, cosmosQueryRequestOptions, + resourceLink, rewrittenQuery, correlatedActivityId, Boolean.FALSE, isQueryCancelledOnTimeout); + this.hybridSearchQueryInfo = hybridSearchQueryInfo; + this.client = client; + this.tracker = new RequestChargeTracker(); + this.queryMetricMap = new ConcurrentHashMap<>(); + this.clientSideRequestStatistics = ConcurrentHashMap.newKeySet(); + } + + public static Flux> createAsync( + DiagnosticsClientContext diagnosticsClientContext, + IDocumentQueryClient client, + PipelinedDocumentQueryParams initParams, + DocumentCollection collection + ) { + HybridSearchQueryInfo hybridSearchQueryInfo = initParams.getHybridSearchQueryInfo(); + + HybridSearchDocumentQueryExecutionContext context = new HybridSearchDocumentQueryExecutionContext( + diagnosticsClientContext, + client, + initParams.getResourceTypeEnum(), + initParams.getQuery(), + initParams.getCosmosQueryRequestOptions(), + initParams.getResourceLink(), + null, + initParams.getCorrelatedActivityId(), + initParams.isQueryCancelledOnTimeout(), + hybridSearchQueryInfo); + + context.setTop(initParams.getTop()); + + try { + context.initialize( + initParams.getFeedRanges(), + initParams.getAllFeedRanges(), + initParams.getInitialPageSize(), + collection); + return Flux.just(context); + } catch (CosmosException dce) { + return Flux.error(dce); + } + } + + private void initialize( + List targetFeedRanges, + List allFeedRanges, + int initialPageSize, + DocumentCollection collection) { + + + if (hybridSearchQueryInfo.getRequiresGlobalStatistics()) { + Map partitionKeyRangeToContinuationToken = new HashMap<>(); + for (FeedRangeEpkImpl feedRangeEpk : allFeedRanges) { + partitionKeyRangeToContinuationToken.put(feedRangeEpk, null); + } + super.initialize(collection, + partitionKeyRangeToContinuationToken, + initialPageSize, + new SqlQuerySpec(hybridSearchQueryInfo.getGlobalStatisticsQuery()) + ); + + aggregatedGlobalStatistics = Flux.fromIterable(documentProducers) + .flatMap(producer -> producer.produceAsync() + .map(documentProducerFeedResponse -> { + List results = documentProducerFeedResponse.pageResult.getResults(); + return new GlobalFullTextSearchQueryStatistics(results.get(0)); + })) + .collectList() + .map(this::aggregateStatistics); + } + + hybridObservable = hybridSearch(targetFeedRanges, initialPageSize, collection); + } + + private Flux> hybridSearch(List targetFeedRanges, int initialPageSize, DocumentCollection collection) { + // Retrieve and format rewritten query infos using the global statistics. + Flux rewrittenQueryInfos = retrieveRewrittenQueryInfos(hybridSearchQueryInfo.getComponentQueryInfoList()); + + // Run component queries, and retrieve component query results. + Flux componentQueryResults = getComponentQueryResults(targetFeedRanges, initialPageSize, collection, rewrittenQueryInfos); + + // Coalesce the results on unique _rids, and sort it based on the _rid + Mono>> coalescedAndSortedResults = coalesceAndSortResults(componentQueryResults); + + // Compose component scores matrix, where each tuple is (score, index) + Mono>> componentScoresList = retrieveComponentScores(coalescedAndSortedResults); + + // Compute Ranks + Mono>> ranks = computeRanks(componentScoresList); + + // Compute the RRF scores + return computeRRFScores(ranks, coalescedAndSortedResults); + } + + @Override + protected HybridSearchDocumentProducer createDocumentProducer( + String collectionRid, + String continuationToken, + int initialPageSize, + CosmosQueryRequestOptions cosmosQueryRequestOptions, + SqlQuerySpec querySpecForInit, + Map commonRequestHeaders, + TriFunction createRequestFunc, + Function>> executeFunc, + Supplier createRetryPolicyFunc, + FeedRangeEpkImpl feedRange, + String collectionLink) { + + return new HybridSearchDocumentProducer( + client, + collectionRid, + cosmosQueryRequestOptions, + createRequestFunc, + executeFunc, + feedRange, + collectionLink, + createRetryPolicyFunc, + Document.class, + correlatedActivityId, + initialPageSize, + continuationToken, + top, + this.getOperationContextTextProvider()); + } + + + @Override + public Flux> drainAsync(int maxPageSize) { + return this.hybridObservable.transformDeferred(new HybridSearchQueryResultToPageTransformer(tracker, + maxPageSize, + this.queryMetricMap, + this.clientSideRequestStatistics)); + } + + @Override + public Flux> executeAsync() { + return drainAsync(ModelBridgeInternal.getMaxItemCountFromQueryRequestOptions(cosmosQueryRequestOptions)); + } + + private static class HybridSearchQueryResultToPageTransformer implements + Function>, Flux>> { + private final static int DEFAULT_PAGE_SIZE = 100; + private final RequestChargeTracker tracker; + private final int maxPageSize; + private final ConcurrentMap queryMetricMap; + private final Collection clientSideRequestStatistics; + + public HybridSearchQueryResultToPageTransformer(RequestChargeTracker tracker, + int maxPageSize, + ConcurrentMap queryMetricsMap, + Collection clientSideRequestStatistics) { + this.tracker = tracker; + this.maxPageSize = maxPageSize > 0 ? maxPageSize : DEFAULT_PAGE_SIZE; + this.queryMetricMap = queryMetricsMap; + this.clientSideRequestStatistics = clientSideRequestStatistics; + } + + private static Map headerResponse(double requestCharge) { + return Utils.immutableMapOf(HttpConstants.HttpHeaders.REQUEST_CHARGE, String.valueOf(requestCharge)); + } + + @Override + public Flux> apply(Flux> source) { + return source + .window(maxPageSize).map(Flux::collectList) + .flatMap(resultListObs -> resultListObs, 1) + .map(hybridSearchQueryResults -> { + FeedResponse> feedResponse = feedResponseAccessor.createFeedResponse( + hybridSearchQueryResults, + headerResponse(tracker.getAndResetCharge()), + null + ); + if (!queryMetricMap.isEmpty()) { + for (Map.Entry entry : queryMetricMap.entrySet()) { + BridgeInternal.putQueryMetricsIntoMap(feedResponse, + entry.getKey(), + entry.getValue()); + } + } + return feedResponse; + }) + .map(feedOfHybridSearchQueryResults -> { + List unwrappedResults = new ArrayList<>(); + for (HybridSearchQueryResult hybridSearchQueryResult : feedOfHybridSearchQueryResults.getResults()) { + unwrappedResults.add(hybridSearchQueryResult.getPayload()); + } + FeedResponse feedResponse = BridgeInternal.createFeedResponseWithQueryMetrics(unwrappedResults, + feedOfHybridSearchQueryResults.getResponseHeaders(), + BridgeInternal.queryMetricsFromFeedResponse(feedOfHybridSearchQueryResults), + ModelBridgeInternal.getQueryPlanDiagnosticsContext(feedOfHybridSearchQueryResults), + false, + false, + feedOfHybridSearchQueryResults.getCosmosDiagnostics()); + diagnosticsAccessor.addClientSideDiagnosticsToFeed( + feedResponse.getCosmosDiagnostics(), clientSideRequestStatistics); + return feedResponse; + }).switchIfEmpty(Flux.defer(() -> { + FeedResponse frp = BridgeInternal.createFeedResponseWithQueryMetrics(Utils.immutableListOf(), + headerResponse( + tracker.getAndResetCharge()), + queryMetricMap, + null, + false, + false, + null); + diagnosticsAccessor.addClientSideDiagnosticsToFeed( + frp.getCosmosDiagnostics(), clientSideRequestStatistics); + return Flux.just(frp); + })); + } + } + + private static Flux> computeRRFScores(Mono>> ranks, Mono>> coalescedAndSortedResults) { + return ranks.zipWith(coalescedAndSortedResults) + .map(tuple -> { + List> ranksInternal = tuple.getT1(); + List> results = tuple.getT2(); + + for (int index = 0; index < results.size(); ++index) { + double rrfScore = 0.0; + for (List integers : ranksInternal) { + rrfScore += 1.0 / (RRF_CONSTANT + integers.get(index)); + } + + results.get(index).setScore(rrfScore); + } + // Sort on the RRF scores to build the final result + results.sort(Comparator.comparing(HybridSearchQueryResult::getScore, Comparator.reverseOrder())); + return results; + }).flatMapMany(Flux::fromIterable); + } + + private static Mono>> computeRanks(Mono>> componentScoresList) { + return componentScoresList.map(componentScores -> { + // initialize ranks as an N-D list with zeros + List> ranksInternal = new ArrayList<>(); + for (int componentIndex = 0; componentIndex < componentScores.size(); componentIndex++) { + List row = new ArrayList<>(); + for (int index = 0; index < componentScores.get(0).size(); index++) { + row.add(0); + } + ranksInternal.add(row); + } + + for (int componentIndex = 0; componentIndex < componentScores.size(); componentIndex++) { + int rank = 1; // ranks are 1 based + for (int index = 0; index < componentScores.get(componentIndex).size(); index++) { + // Identical scores should have the same rank + if ((index > 0) && (componentScores.get(componentIndex).get(index).getScore() < componentScores.get(componentIndex).get(index - 1).getScore())) { + rank += 1; + } + int rankIndex = componentScores.get(componentIndex).get(index).getIndex(); + ranksInternal.get(componentIndex).set(rankIndex, rank); + } + } + return ranksInternal; + }); + } + + private static Mono>> retrieveComponentScores(Mono>> coalescedAndSortedResults) { + return coalescedAndSortedResults.map(results -> { + List> componentScoresInternal = new ArrayList<>(); + for (int i = 0; i < results.get(0).getComponentScores().size(); i++) { + componentScoresInternal.add(new ArrayList<>()); + } + List undefinedComponentScores = new ArrayList<>(); + for (int i = 0; i < componentScoresInternal.size(); i++) { + undefinedComponentScores.add(-999999.0); // Default undefined value + } + for (int i = 0; i < results.size(); i++) { + List componentScores = results.get(i).getComponentScores(); + // TODO: # Remove this small fix after the backend changes are released to deal with empty component score scenarios + if (componentScores.isEmpty()) { + componentScores = undefinedComponentScores; + } + for (int j = 0; j < componentScores.size(); j++) { + ScoreTuple scoreTuple = new ScoreTuple(componentScores.get(j), i); + componentScoresInternal.get(j).add(scoreTuple); + } + } + //Sort scores in descending order + for (List scoreTuples : componentScoresInternal) { + scoreTuples.sort(Comparator.comparing(ScoreTuple::getScore, Comparator.reverseOrder())); + } + return componentScoresInternal; + }); + } + + private Flux getComponentQueryResults(List targetFeedRanges, int initialPageSize, DocumentCollection collection, Flux rewrittenQueryInfos) { + return rewrittenQueryInfos.flatMap(queryInfo -> { + Map partitionKeyRangeToContinuationToken = new HashMap<>(); + for (FeedRangeEpkImpl feedRangeEpk : targetFeedRanges) { + partitionKeyRangeToContinuationToken.put(feedRangeEpk, + null); + } + documentProducers = new ArrayList<>(); + super.initialize(collection, + partitionKeyRangeToContinuationToken, + initialPageSize, + new SqlQuerySpec(queryInfo.getRewrittenQuery())); + + return Flux.fromIterable(documentProducers) + .flatMap(DocumentProducer::produceAsync) + .flatMap(response -> Flux.fromIterable(response.pageResult.getResults())); + }); + } + + private Flux retrieveRewrittenQueryInfos(List componentQueryInfos) { + return aggregatedGlobalStatistics.hasElement().flatMapMany(globalStatistics -> { + if (globalStatistics != null) { + List> rewrittenQueryInfosInternal = new ArrayList<>(); + for (QueryInfo queryInfo : componentQueryInfos) { + assert queryInfo.hasOrderBy(); + assert queryInfo.hasNonStreamingOrderBy(); + List> rewrittenOrderByExpressionList = queryInfo.getOrderByExpressions() + .stream() + .map(orderByExpression -> formatComponentQuery(orderByExpression, componentQueryInfos.size())) + .collect(Collectors.toList()); + + Mono> rewrittenOrderByExpression = + Mono.zip(rewrittenOrderByExpressionList, results -> Arrays.stream(results).map(Object::toString).collect(Collectors.toList())); + + Mono rewrittenQuery = formatComponentQuery(queryInfo.getRewrittenQuery(), componentQueryInfos.size()); + Mono newQueryInfo = Mono.zip(rewrittenOrderByExpression, rewrittenQuery) + .map(tuple -> { + QueryInfo newQueryInfoInternal = new QueryInfo(queryInfo.getPropertyBag()); + newQueryInfoInternal.setOrderByExpressions(tuple.getT1()); + newQueryInfoInternal.setRewrittenQuery(tuple.getT2()); + return newQueryInfoInternal; + }); + rewrittenQueryInfosInternal.add(newQueryInfo); + } + return Flux.concat(rewrittenQueryInfosInternal); + } else { + return Flux.fromIterable(componentQueryInfos); + } + }); + } + + private Mono>> coalesceAndSortResults(Flux componentQueryResults) { + return componentQueryResults.collectList() + .map(results -> { + Map> uniqueDocuments = new LinkedHashMap<>(); + for (Document document : results) { + HybridSearchQueryResult result = new HybridSearchQueryResult<>(document.toJson()); + String rid = result.getRid(); + uniqueDocuments.putIfAbsent(rid, result); + } + + // Sort by _rid + List> coalescedResults = new ArrayList<>(uniqueDocuments.values()); + coalescedResults.sort(Comparator.comparing(HybridSearchQueryResult::getRid)); + return coalescedResults; + }); + } + + private Mono formatComponentQuery(String orderByExpression, int componentCount) { + return aggregatedGlobalStatistics.map(statistics -> { + String query = orderByExpression.replace(FORMATTABLE_ORDER_BY, TRUE) + .replace(FORMATTABLE_TOTAL_DOCUMENT_COUNT, Long.toString(statistics.getDocumentCount())); + int statisticsIndex = 0; + for (int componentIndex = 0; componentIndex < componentCount; componentIndex++) { + String totalWordCountPlaceHolder = String.format(FORMATTABLE_TOTAL_WORD_COUNT, componentIndex); + String hitCountsArrayPlaceHolder = String.format(FORMATTABLE_HIT_COUNTS_ARRAY, componentIndex); + + // TODO: Workaround until the gateway fix for allowing vectorDistance as the first predicate in Order By Rank query is deployed. + if (!query.contains(totalWordCountPlaceHolder)) { + continue; + } + + FullTextQueryStatistics fullTextQueryStatistics = statistics.getFullTextQueryStatistics().get(statisticsIndex); + query = query.replace(totalWordCountPlaceHolder, Long.toString(fullTextQueryStatistics.getTotalWordCount())); + + String hit_counts_array = "[" + + fullTextQueryStatistics.getHitCounts() + .stream() + .map(Object::toString) + .collect(Collectors.joining(",")) + + "]"; + + query = query.replace(hitCountsArrayPlaceHolder, hit_counts_array); + ++statisticsIndex; + } + return query; + }); + } + + private GlobalFullTextSearchQueryStatistics aggregateStatistics(List globalFullTextSearchQueryStatistics) { + GlobalFullTextSearchQueryStatistics aggregatedStats = new GlobalFullTextSearchQueryStatistics(); + aggregatedStats.setDocumentCount(0L); + List aggregateFullTextQueryStatistics = new ArrayList<>(); + + for (GlobalFullTextSearchQueryStatistics statistics : globalFullTextSearchQueryStatistics) { + aggregatedStats.setDocumentCount(aggregatedStats.getDocumentCount() + statistics.getDocumentCount()); + if (aggregateFullTextQueryStatistics.isEmpty()) { + aggregateFullTextQueryStatistics = statistics.getFullTextQueryStatistics(); + } else { + assert statistics.getFullTextQueryStatistics().size() == aggregateFullTextQueryStatistics.size(); + for (int i = 0; i < statistics.getFullTextQueryStatistics().size(); i++) { + assert statistics.getFullTextQueryStatistics().get(i).getHitCounts().size() == aggregateFullTextQueryStatistics.get(i).getHitCounts().size(); + aggregateFullTextQueryStatistics.get(i).setTotalWordCount(aggregateFullTextQueryStatistics.get(i).getTotalWordCount() + statistics.getFullTextQueryStatistics().get(i).getTotalWordCount()); + for (int j = 0; j < statistics.getFullTextQueryStatistics().get(i).getHitCounts().size(); j++) { + aggregateFullTextQueryStatistics.get(i).getHitCounts().set(j, aggregateFullTextQueryStatistics.get(i).getHitCounts().get(j) + statistics.getFullTextQueryStatistics().get(i).getHitCounts().get(j)); + } + } + } + aggregatedStats.setFullTextQueryStatistics(aggregateFullTextQueryStatistics); + } + return aggregatedStats; + } + + public static class ScoreTuple { + private final Double score; + private final Integer index; + + public ScoreTuple(Double score, Integer index) { + this.score = Objects.requireNonNull(score); + this.index = Objects.requireNonNull(index); + } + + public Integer getIndex() { + return index; + } + + public Double getScore() { + return score; + } + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/ParallelDocumentQueryExecutionContextBase.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/ParallelDocumentQueryExecutionContextBase.java index 629e24c5ef455..2f25c348fa425 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/ParallelDocumentQueryExecutionContextBase.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/ParallelDocumentQueryExecutionContextBase.java @@ -38,7 +38,7 @@ public abstract class ParallelDocumentQueryExecutionContextBase extends DocumentQueryExecutionContextBase implements IDocumentQueryExecutionComponent { - protected final List> documentProducers; + protected List> documentProducers; protected final SqlQuerySpec querySpec; protected int top = -1; private final CosmosItemSerializer itemSerializer; diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionKeyRangesAndQueryInfos.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionKeyRangesAndQueryInfos.java new file mode 100644 index 0000000000000..e3435f3011399 --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionKeyRangesAndQueryInfos.java @@ -0,0 +1,55 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.implementation.query; + +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; +import com.azure.cosmos.implementation.routing.Range; + +import java.util.List; + +public class PartitionKeyRangesAndQueryInfos { + QueryInfo queryInfo; + HybridSearchQueryInfo hybridSearchQueryInfo; + List> targetRanges; + List> allRanges; + + public PartitionKeyRangesAndQueryInfos(QueryInfo queryInfo, HybridSearchQueryInfo hybridSearchQueryInfo, List> targetRanges, List> allRanges) { + this.queryInfo = queryInfo; + this.hybridSearchQueryInfo = hybridSearchQueryInfo; + this.targetRanges = targetRanges; + this.allRanges = allRanges; + } + + public QueryInfo getQueryInfo() { + return queryInfo; + } + + public void setQueryInfo(QueryInfo queryInfo) { + this.queryInfo = queryInfo; + } + + public HybridSearchQueryInfo getHybridSearchQueryInfo() { + return hybridSearchQueryInfo; + } + + public void setHybridSearchQueryInfo(HybridSearchQueryInfo hybridSearchQueryInfo) { + this.hybridSearchQueryInfo = hybridSearchQueryInfo; + } + + public List> getTargetRanges() { + return targetRanges; + } + + public void setTargetRanges(List> targetRanges) { + this.targetRanges = targetRanges; + } + + public List> getAllRanges() { + return allRanges; + } + + public void setAllRanges(List> allRanges) { + this.allRanges = allRanges; + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfo.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfo.java index 9db68384f08e8..70f861f216387 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfo.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfo.java @@ -5,6 +5,7 @@ import com.azure.cosmos.CosmosItemSerializer; import com.azure.cosmos.implementation.RequestTimeline; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; import com.azure.cosmos.implementation.routing.Range; import com.azure.cosmos.implementation.JsonSerializable; import com.azure.cosmos.implementation.Constants; @@ -23,6 +24,7 @@ public final class PartitionedQueryExecutionInfo extends JsonSerializable { private QueryInfo queryInfo; private List> queryRanges; private RequestTimeline queryPlanRequestTimeline; + private HybridSearchQueryInfo hybridSearchQueryInfo; PartitionedQueryExecutionInfo(QueryInfo queryInfo, List> queryRanges) { this.queryInfo = queryInfo; @@ -63,6 +65,20 @@ public RequestTimeline getQueryPlanRequestTimeline() { return queryPlanRequestTimeline; } + public boolean hasHybridSearchQueryInfo() { + getHybridSearchQueryInfo(); + return hybridSearchQueryInfo != null; + } + + public HybridSearchQueryInfo getHybridSearchQueryInfo() { + if (hybridSearchQueryInfo == null) { + hybridSearchQueryInfo = super.getObject( + PartitionedQueryExecutionInfoInternal.HYBRID_SEARCH_QUERY_INFO_PROPERTY, HybridSearchQueryInfo.class); + } + + return this.hybridSearchQueryInfo; + } + @Override public boolean equals(Object o) { return super.equals(o); diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfoInternal.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfoInternal.java index 13d2aefd40ec2..aaa3554328bcb 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfoInternal.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PartitionedQueryExecutionInfoInternal.java @@ -4,9 +4,9 @@ package com.azure.cosmos.implementation.query; import com.azure.cosmos.CosmosItemSerializer; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; import com.azure.cosmos.implementation.routing.PartitionKeyInternal; import com.azure.cosmos.implementation.routing.Range; -import com.azure.cosmos.BridgeInternal; import com.azure.cosmos.implementation.JsonSerializable; import com.azure.cosmos.implementation.Constants; import com.azure.cosmos.implementation.Utils; @@ -19,6 +19,7 @@ public final class PartitionedQueryExecutionInfoInternal extends JsonSerializabl static final String QUERY_INFO_PROPERTY = "queryInfo"; static final String QUERY_RANGES_PROPERTY = "queryRanges"; static final String PARTITIONED_QUERY_EXECUTION_INFO_VERSION_PROPERTY = "partitionedQueryExecutionInfoVersion"; + static final String HYBRID_SEARCH_QUERY_INFO_PROPERTY = "hybridSearchQueryInfo"; @SuppressWarnings("unchecked") private static final Class> QUERY_RANGE_CLASS = (Class>) Range @@ -26,6 +27,7 @@ public final class PartitionedQueryExecutionInfoInternal extends JsonSerializabl private QueryInfo queryInfo; private List> queryRanges; + private HybridSearchQueryInfo hybridSearchQueryInfo; public PartitionedQueryExecutionInfoInternal() { this.set( @@ -64,6 +66,15 @@ public void setQueryRanges(List> queryRanges) { this.queryRanges = queryRanges; } + public HybridSearchQueryInfo getHybridSearchQueryInfo() { + if (this.hybridSearchQueryInfo == null) { + this.hybridSearchQueryInfo = super.getObject(HYBRID_SEARCH_QUERY_INFO_PROPERTY, HybridSearchQueryInfo.class); + } + return this.hybridSearchQueryInfo; + } + + public void setHybridSearchQueryInfo(HybridSearchQueryInfo hybridSearchQueryInfo) { this.hybridSearchQueryInfo = hybridSearchQueryInfo; } + public String toJson() { try { return Utils.getSimpleObjectMapper().writeValueAsString(this); diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryExecutionContext.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryExecutionContext.java index 8c21821c66b9b..668101f79cbfb 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryExecutionContext.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryExecutionContext.java @@ -9,6 +9,7 @@ import com.azure.cosmos.implementation.ImplementationBridgeHelpers; import com.azure.cosmos.implementation.Document; import com.azure.cosmos.implementation.ObjectNodeMap; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; import com.azure.cosmos.models.CosmosQueryRequestOptions; import com.azure.cosmos.models.FeedResponse; import com.azure.cosmos.models.ModelBridgeInternal; @@ -35,10 +36,11 @@ private PipelinedDocumentQueryExecutionContext( IDocumentQueryExecutionComponent pipelinedComponent, int actualPageSize, QueryInfo queryInfo, + HybridSearchQueryInfo hybridSearchQueryInfo, CosmosItemSerializer itemSerializer, Class classOfT) { - super(actualPageSize, queryInfo, itemSerializer, classOfT); + super(actualPageSize, queryInfo, hybridSearchQueryInfo, itemSerializer, classOfT); this.component = pipelinedComponent; } @@ -105,6 +107,25 @@ private static BiFunction, Flux, Flux>> createBaseHybridComponentFunction( + DiagnosticsClientContext diagnosticsClientContext, + IDocumentQueryClient client, + PipelinedDocumentQueryParams initParams, + DocumentCollection collection) { + CosmosQueryRequestOptions requestOptions = initParams.getCosmosQueryRequestOptions(); + BiFunction, Flux>> createBaseComponentFunction; + + createBaseComponentFunction = (continuationToken, documentQueryParams) -> { + CosmosQueryRequestOptions orderByCosmosQueryRequestOptions = + qryOptAccessor.clone(requestOptions); + + documentQueryParams.setCosmosQueryRequestOptions(orderByCosmosQueryRequestOptions); + return HybridSearchDocumentQueryExecutionContext.createAsync(diagnosticsClientContext, client, documentQueryParams, collection); + }; + return createBaseComponentFunction; + } + + private static BiFunction, Flux>> createDistinctPipelineComponentFunction( @@ -169,6 +190,22 @@ private static BiFunction, Flux, Flux>> createHybridPipelineComponentFunction( + DiagnosticsClientContext diagnosticsClientContext, + IDocumentQueryClient client, + PipelinedDocumentQueryParams initParams, + DocumentCollection collection + ) { + HybridSearchQueryInfo hybridSearchQueryInfo = initParams.getHybridSearchQueryInfo(); + BiFunction, Flux>> createBaseComponentFunction = createBaseHybridComponentFunction( + diagnosticsClientContext, client, initParams, collection); + return createCommonHybridPipelineComponentFunction( + createBaseComponentFunction, + hybridSearchQueryInfo + ); + + } + protected static Flux> createAsyncCore( DiagnosticsClientContext diagnosticsClientContext, IDocumentQueryClient client, @@ -190,7 +227,31 @@ protected static Flux> createAsyncCore ModelBridgeInternal.getRequestContinuationFromQueryRequestOptions(cosmosQueryRequestOptions), initParams.convertGenericType(Document.class)) .map(c -> new PipelinedDocumentQueryExecutionContext<>( - c, pageSize, queryInfo, itemSerializer, classOfT)); + c, pageSize, queryInfo, null, itemSerializer, classOfT)); + } + + protected static Flux> createHybridAsyncCore( + DiagnosticsClientContext diagnosticsClientContext, + IDocumentQueryClient client, + PipelinedDocumentQueryParams initParams, + int pageSize, + CosmosItemSerializer itemSerializer, + Class classOfT, + DocumentCollection collection + ) { + // Use nested callback pattern to unwrap the continuation token and query params at each level. + BiFunction, Flux>> createPipelineComponentFunction = + createHybridPipelineComponentFunction(diagnosticsClientContext, client, initParams.convertGenericType(Document.class), collection); + + HybridSearchQueryInfo hybridSearchQueryInfo = initParams.getHybridSearchQueryInfo(); + CosmosQueryRequestOptions cosmosQueryRequestOptions = initParams.getCosmosQueryRequestOptions(); + + return createPipelineComponentFunction + .apply( + ModelBridgeInternal.getRequestContinuationFromQueryRequestOptions(cosmosQueryRequestOptions), + initParams.convertGenericType(Document.class)) + .map(c -> new PipelinedDocumentQueryExecutionContext<>( + c, pageSize, null, hybridSearchQueryInfo, itemSerializer, classOfT)); } @Override diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryParams.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryParams.java index 7f58fb20bfa7e..4f8270688740d 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryParams.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedDocumentQueryParams.java @@ -5,6 +5,7 @@ import com.azure.cosmos.implementation.ResourceType; import com.azure.cosmos.implementation.feedranges.FeedRangeEpkImpl; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; import com.azure.cosmos.models.CosmosQueryRequestOptions; import com.azure.cosmos.models.SqlQuerySpec; @@ -25,7 +26,9 @@ public class PipelinedDocumentQueryParams { private final UUID correlatedActivityId; private CosmosQueryRequestOptions cosmosQueryRequestOptions; private final QueryInfo queryInfo; + private final HybridSearchQueryInfo hybridSearchQueryInfo; private final List feedRanges; + private final List allFeedRanges; private final AtomicBoolean isQueryCancelledOnTimeout; public PipelinedDocumentQueryParams( @@ -38,9 +41,11 @@ public PipelinedDocumentQueryParams( boolean isContinuationExpected, int initialPageSize, QueryInfo queryInfo, + HybridSearchQueryInfo hybridSearchQueryInfo, CosmosQueryRequestOptions cosmosQueryRequestOptions, UUID correlatedActivityId, List feedRanges, + List allFeedRanges, final AtomicBoolean isQueryCancelledOnTimeout) { this.resourceTypeEnum = resourceTypeEnum; @@ -52,9 +57,11 @@ public PipelinedDocumentQueryParams( this.isContinuationExpected = isContinuationExpected; this.initialPageSize = initialPageSize; this.queryInfo = queryInfo; + this.hybridSearchQueryInfo = hybridSearchQueryInfo; this.cosmosQueryRequestOptions = cosmosQueryRequestOptions; this.correlatedActivityId = correlatedActivityId; this.feedRanges = feedRanges; + this.allFeedRanges = allFeedRanges; this.isQueryCancelledOnTimeout = isQueryCancelledOnTimeout; } @@ -114,10 +121,16 @@ public QueryInfo getQueryInfo() { return queryInfo; } + public HybridSearchQueryInfo getHybridSearchQueryInfo() { return hybridSearchQueryInfo; } + public List getFeedRanges() { return feedRanges; } + public List getAllFeedRanges() { + return allFeedRanges; + } + public AtomicBoolean isQueryCancelledOnTimeout() { return isQueryCancelledOnTimeout; } @@ -133,9 +146,11 @@ public PipelinedDocumentQueryParams convertGenericType(Class this.isContinuationExpected, this.initialPageSize, this.queryInfo, + this.hybridSearchQueryInfo, this.cosmosQueryRequestOptions, this.correlatedActivityId, this.feedRanges, + this.allFeedRanges, this.isQueryCancelledOnTimeout); } } diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContext.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContext.java index 9331409aba765..7d6a14e9cd5f4 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContext.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContext.java @@ -8,6 +8,7 @@ import com.azure.cosmos.implementation.ImplementationBridgeHelpers; import com.azure.cosmos.implementation.PartitionKeyRange; import com.azure.cosmos.implementation.ResourceType; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; import com.azure.cosmos.models.CosmosQueryRequestOptions; import com.azure.cosmos.models.FeedResponse; import com.azure.cosmos.models.ModelBridgeInternal; @@ -28,10 +29,11 @@ public final class PipelinedQueryExecutionContext extends PipelinedQueryExecu private PipelinedQueryExecutionContext(IDocumentQueryExecutionComponent component, int actualPageSize, QueryInfo queryInfo, + HybridSearchQueryInfo hybridSearchQueryInfo, CosmosItemSerializer itemSerializer, Class classOfT) { - super(actualPageSize, queryInfo, itemSerializer, classOfT); + super(actualPageSize, queryInfo, hybridSearchQueryInfo, itemSerializer, classOfT); this.component = component; } @@ -95,6 +97,7 @@ static Flux> createAsyncCore( c, pageSize, queryInfo, + null, itemSerializer, classOfT)); } @@ -125,6 +128,7 @@ public static Flux> createReadManyAsyn c, -1, null, + null, itemSerializer, klass)); } diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContextBase.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContextBase.java index 39c6c27efad83..2bb1429bd9c88 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContextBase.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/PipelinedQueryExecutionContextBase.java @@ -6,6 +6,7 @@ import com.azure.cosmos.implementation.DiagnosticsClientContext; import com.azure.cosmos.implementation.DocumentCollection; import com.azure.cosmos.implementation.Utils; +import com.azure.cosmos.implementation.query.hybridsearch.HybridSearchQueryInfo; import com.azure.cosmos.models.CosmosQueryRequestOptions; import com.azure.cosmos.models.ModelBridgeInternal; import reactor.core.publisher.Flux; @@ -21,17 +22,20 @@ public abstract class PipelinedQueryExecutionContextBase protected final int actualPageSize; private final QueryInfo queryInfo; + private final HybridSearchQueryInfo hybridSearchQueryInfo; protected final CosmosItemSerializer itemSerializer; protected final Class classOfT; protected PipelinedQueryExecutionContextBase( int actualPageSize, QueryInfo queryInfo, + HybridSearchQueryInfo hybridSearchQueryInfo, CosmosItemSerializer itemSerializer, Class classOfT) { this.actualPageSize = actualPageSize; this.queryInfo = queryInfo; + this.hybridSearchQueryInfo = hybridSearchQueryInfo; this.itemSerializer = itemSerializer; this.classOfT = classOfT; } @@ -44,6 +48,8 @@ public static Flux> createAsync( DocumentCollection collection) { QueryInfo queryInfo = initParams.getQueryInfo(); + HybridSearchQueryInfo hybridSearchQueryInfo = initParams.getHybridSearchQueryInfo(); + CosmosQueryRequestOptions cosmosQueryRequestOptions = initParams.getCosmosQueryRequestOptions(); int actualPageSize = Utils.getValueOrDefault(ModelBridgeInternal.getMaxItemCountFromQueryRequestOptions(cosmosQueryRequestOptions), ParallelQueryConfig.ClientInternalPageSize); @@ -52,9 +58,22 @@ public static Flux> createAsync( actualPageSize = Integer.MAX_VALUE; } + CosmosItemSerializer candidateSerializer = client.getEffectiveItemSerializer(cosmosQueryRequestOptions); + + if (hybridSearchQueryInfo != null) { + return PipelinedDocumentQueryExecutionContext.createHybridAsyncCore( + diagnosticsClientContext, + client, + initParams, + actualPageSize, + candidateSerializer, + classOfT, + collection); + } + + int pageSize = Math.min(actualPageSize, Utils.getValueOrDefault(queryInfo.getTop(), (actualPageSize))); - CosmosItemSerializer candidateSerializer = client.getEffectiveItemSerializer(cosmosQueryRequestOptions); final CosmosItemSerializer itemSerializer = candidateSerializer != CosmosItemSerializer.DEFAULT_SERIALIZER ? candidateSerializer : ValueUnwrapCosmosItemSerializer.create(queryInfo.hasSelectValue()); @@ -127,7 +146,52 @@ protected static BiFunction, Flux BiFunction, Flux>> createCommonHybridPipelineComponentFunction( + BiFunction, Flux>> createBaseComponent, + HybridSearchQueryInfo hybridSearchQueryInfo) { + + BiFunction, Flux>> createSkipComponentFunction; + if (hybridSearchQueryInfo.hasSkip()) { + createSkipComponentFunction = + (continuationToken, documentQueryParams) -> + SkipDocumentQueryExecutionContext.createAsync(createBaseComponent, + hybridSearchQueryInfo.getSkip(), + continuationToken, + documentQueryParams); + } else { + createSkipComponentFunction = createBaseComponent; + } + + BiFunction, Flux>> createLimitComponentFunction; + if (hybridSearchQueryInfo.hasTake() && hybridSearchQueryInfo.hasSkip()) { + createLimitComponentFunction = + (continuationToken, documentQueryParams) -> + TakeDocumentQueryExecutionContext.createAsync(createSkipComponentFunction, + hybridSearchQueryInfo.getTake(), + continuationToken, + documentQueryParams, + TakeDocumentQueryExecutionContext.TakeEnum.LIMIT); + } else { + createLimitComponentFunction = createSkipComponentFunction; + } + + if (hybridSearchQueryInfo.hasTake()) { + return (continuationToken, documentQueryParams) -> + TakeDocumentQueryExecutionContext.createAsync(createLimitComponentFunction, + hybridSearchQueryInfo.getTake(), + continuationToken, + documentQueryParams, + TakeDocumentQueryExecutionContext.TakeEnum.TOP); + } else { + return createLimitComponentFunction; + } + } + public QueryInfo getQueryInfo() { return this.queryInfo; } + + public HybridSearchQueryInfo getHybridSearchQueryInfo() { + return this.hybridSearchQueryInfo; + } } diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryFeature.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryFeature.java index 1dd3e5928b92f..9834958a89a89 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryFeature.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryFeature.java @@ -15,5 +15,7 @@ public enum QueryFeature { Top, NonValueAggregate, DCount, - NonStreamingOrderBy + NonStreamingOrderBy, + HybridSearch, + CountIf } diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryInfo.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryInfo.java index 48870a5ae52de..c00cc804336c9 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryInfo.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryInfo.java @@ -3,6 +3,7 @@ package com.azure.cosmos.implementation.query; +import com.azure.cosmos.CosmosItemSerializer; import com.azure.cosmos.implementation.RequestTimeline; import com.azure.cosmos.implementation.DiagnosticsInstantSerializer; import com.azure.cosmos.implementation.query.aggregation.AggregateOperator; @@ -242,6 +243,21 @@ public RequestTimeline getRequestTimeline() { } } + public void setOrderByExpressions(List orderByExpressions) { + this.orderByExpressions = orderByExpressions; + super.set("orderByExpressions", orderByExpressions, CosmosItemSerializer.DEFAULT_SERIALIZER); + } + + public void setRewrittenQuery(String rewrittenQuery) { + this.rewrittenQuery = rewrittenQuery; + super.set("rewrittenQuery", rewrittenQuery, CosmosItemSerializer.DEFAULT_SERIALIZER); + } + + public void setOrderBy(List orderBy) { + this.orderBy = orderBy; + super.set("orderBy", orderBy, CosmosItemSerializer.DEFAULT_SERIALIZER); + } + @Override public boolean equals(Object o) { return super.equals(o); diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryPlanRetriever.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryPlanRetriever.java index 640c1c72bb748..47fd7a92cf7c3 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryPlanRetriever.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/QueryPlanRetriever.java @@ -51,7 +51,8 @@ class QueryPlanRetriever { QueryFeature.Top.name() + ", " + QueryFeature.DCount.name() + ", " + QueryFeature.NonValueAggregate.name() + ", " + - QueryFeature.NonStreamingOrderBy.name(); + QueryFeature.NonStreamingOrderBy.name() + ", " + + QueryFeature.HybridSearch.name(); private static final String OLD_SUPPORTED_QUERY_FEATURES = QueryFeature.Aggregate.name() + ", " + QueryFeature.CompositeAggregate.name() + ", " + diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/aggregation/AggregateOperator.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/aggregation/AggregateOperator.java index ff0f6d0eb9ea6..4bc6546390fc9 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/aggregation/AggregateOperator.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/aggregation/AggregateOperator.java @@ -6,6 +6,7 @@ public enum AggregateOperator { Average, Count, + CountIf, Max, Min, Sum diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/FullTextQueryStatistics.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/FullTextQueryStatistics.java new file mode 100644 index 0000000000000..ab9eb4bfc3d30 --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/FullTextQueryStatistics.java @@ -0,0 +1,40 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.implementation.query.hybridsearch; + +import com.azure.cosmos.implementation.Constants; +import com.azure.cosmos.implementation.JsonSerializable; +import com.fasterxml.jackson.annotation.JsonProperty; + +import java.util.List; + +public class FullTextQueryStatistics { + @JsonProperty(Constants.Properties.HIT_COUNTS) + private List hitCounts; + @JsonProperty(Constants.Properties.TOTAL_WORD_COUNT) + private Long totalWordCount; + + public FullTextQueryStatistics(List hitCounts, Long totalWordCount) { + this.hitCounts = hitCounts; + this.totalWordCount = totalWordCount; + } + + public FullTextQueryStatistics() {} + + public List getHitCounts() { + return hitCounts; + } + + public void setHitCounts(List hitCounts) { + this.hitCounts = hitCounts; + } + + public Long getTotalWordCount() { + return totalWordCount; + } + + public void setTotalWordCount(Long totalWordCount) { + this.totalWordCount = totalWordCount; + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/GlobalFullTextSearchQueryStatistics.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/GlobalFullTextSearchQueryStatistics.java new file mode 100644 index 0000000000000..d2332f1badce0 --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/GlobalFullTextSearchQueryStatistics.java @@ -0,0 +1,41 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.implementation.query.hybridsearch; + +import com.azure.cosmos.implementation.Constants; +import com.azure.cosmos.implementation.Document; +import com.azure.cosmos.implementation.JsonSerializable; +import com.fasterxml.jackson.annotation.JsonProperty; + +import java.util.List; + +public class GlobalFullTextSearchQueryStatistics { + @JsonProperty(Constants.Properties.DOCUMENT_COUNT) + private Long documentCount; + @JsonProperty(Constants.Properties.FULL_TEXT_QUERY_STATISTICS) + private List fullTextQueryStatistics; + + public GlobalFullTextSearchQueryStatistics(Document document) { + this.documentCount = document.getLong(Constants.Properties.DOCUMENT_COUNT); + this.fullTextQueryStatistics = document.getList(Constants.Properties.FULL_TEXT_QUERY_STATISTICS, FullTextQueryStatistics.class); + } + + public GlobalFullTextSearchQueryStatistics() {} + + public Long getDocumentCount() { + return documentCount; + } + + public void setDocumentCount(Long documentCount) { + this.documentCount = documentCount; + } + + public List getFullTextQueryStatistics() { + return fullTextQueryStatistics; + } + + public void setFullTextQueryStatistics(List fullTextQueryStatistics) { + this.fullTextQueryStatistics = fullTextQueryStatistics; + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/HybridSearchQueryInfo.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/HybridSearchQueryInfo.java new file mode 100644 index 0000000000000..ee1d779685402 --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/HybridSearchQueryInfo.java @@ -0,0 +1,104 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.implementation.query.hybridsearch; + +import com.azure.cosmos.implementation.Constants; +import com.azure.cosmos.implementation.JsonSerializable; +import com.azure.cosmos.implementation.query.QueryInfo; +import com.fasterxml.jackson.annotation.JsonProperty; +import com.fasterxml.jackson.databind.node.ObjectNode; + +import java.util.List; + +/** + * Hybrid Search Query Info {@link HybridSearchQueryInfo} + */ +public class HybridSearchQueryInfo extends JsonSerializable { + @JsonProperty(Constants.Properties.GLOBAL_STATISTICS_QUERY) + private String globalStatisticsQuery; + @JsonProperty(Constants.Properties.COMPONENT_QUERY_INFOS) + private List componentQueryInfoList; + @JsonProperty(Constants.Properties.PROJECTION_QUERY_INFO) + private QueryInfo projectionQueryInfo; + @JsonProperty(Constants.Properties.SKIP) + private Integer skip; + @JsonProperty(Constants.Properties.TAKE) + private Integer take; + @JsonProperty(Constants.Properties.REQUIRES_GLOBAL_STATISTICS) + private Boolean requiresGlobalStatistics; + + /** + * Constructor + */ + public HybridSearchQueryInfo() { + } + + public HybridSearchQueryInfo(ObjectNode objectNode) { + super(objectNode); + } + + public HybridSearchQueryInfo(String jsonString) { + super(jsonString); + } + + /** + * Gets the globalStatisticsQueryInfo for hybrid search + * + * @return globalStatisticsQueryInfo + */ + public String getGlobalStatisticsQuery() { + return globalStatisticsQuery != null ? this.globalStatisticsQuery : (this.globalStatisticsQuery = super.getString(Constants.Properties.GLOBAL_STATISTICS_QUERY)); + } + + /** + * Gets the list of componentQueryInfo for hybrid search + * + * @return componentQueryInfoList + */ + public List getComponentQueryInfoList() { + + return componentQueryInfoList != null ? this.componentQueryInfoList : (this.componentQueryInfoList = super.getList(Constants.Properties.COMPONENT_QUERY_INFOS, QueryInfo.class)); + } + + /** + * Gets the projectionQueryInfo for hybrid search + * + * @return projectionQueryInfo + */ + public QueryInfo getProjectionQueryInfo() { + + return projectionQueryInfo != null ? this.projectionQueryInfo : (this.projectionQueryInfo = super.getObject(Constants.Properties.PROJECTION_QUERY_INFO, QueryInfo.class)); + } + + public boolean hasSkip() { + return this.getSkip() != null; + } + + public boolean hasTake() { + return this.getTake() != null; + } + + /** + * Gets the number of documents to skip for hybrid search + * + * @return skip + */ + public Integer getSkip() { + return this.skip != null ? this.skip : (this.skip = super.getInt(Constants.Properties.SKIP)); + } + + /** + * Gets the number of documents to take for hybrid search + * + * @return take + */ + public Integer getTake() { + return this.take != null ? this.take : (this.take = super.getInt(Constants.Properties.TAKE)); + } + + public Boolean getRequiresGlobalStatistics() { + this.requiresGlobalStatistics = Boolean.TRUE.equals(super.getBoolean(Constants.Properties.REQUIRES_GLOBAL_STATISTICS)); + return this.requiresGlobalStatistics; + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/HybridSearchQueryResult.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/HybridSearchQueryResult.java new file mode 100644 index 0000000000000..8634e3b2cfd6b --- /dev/null +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/implementation/query/hybridsearch/HybridSearchQueryResult.java @@ -0,0 +1,78 @@ +// Copyright (c) Microsoft Corporation. All rights reserved. +// Licensed under the MIT License. + +package com.azure.cosmos.implementation.query.hybridsearch; + +import com.azure.cosmos.implementation.Constants; +import com.azure.cosmos.implementation.Document; +import com.fasterxml.jackson.databind.JsonNode; +import com.fasterxml.jackson.databind.node.ObjectNode; + +import java.util.ArrayList; +import java.util.List; + +public class HybridSearchQueryResult extends Document { + public String rid; + public List componentScores; + public Document payload; + public Double score; + + public HybridSearchQueryResult(String jsonString) { + super(jsonString); + // Initialize rid + this.rid = super.getResourceId(); + // Initialize componentScores + final Object outerObject = super.get(Constants.Properties.PAYLOAD); + if (outerObject instanceof ObjectNode) { + ObjectNode outerObjectNode = (ObjectNode) outerObject; + // Initialize componentScores + JsonNode componentScoresNode = outerObjectNode.get(Constants.Properties.COMPONENT_SCORES); + if (componentScoresNode != null && componentScoresNode.isArray()) { + this.componentScores = new ArrayList<>(); + for (JsonNode scoreNode : componentScoresNode) { + if (scoreNode != null && scoreNode.isNumber()) { + this.componentScores.add(scoreNode.asDouble()); + } + } + } + // Initialize payload + JsonNode innerPayloadNode = outerObjectNode.get(Constants.Properties.PAYLOAD); + if (innerPayloadNode != null && innerPayloadNode.isObject()) { + this.payload = new Document(innerPayloadNode.toString()); + } + } + + } + + public String getRid() { + return this.rid; + } + + public void setRid(String rid) { + super.setResourceId(rid); + } + + public List getComponentScores() { + return this.componentScores; + } + + public void setComponentScores(List componentScores) { + this.componentScores = componentScores; + } + + public Document getPayload() { + return this.payload; + } + + public void setPayload(Document payload) { + this.payload = payload; + } + + public Double getScore() { + return this.score; + } + + public void setScore(Double score) { + this.score = score; + } +} diff --git a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/models/CosmosQueryRequestOptions.java b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/models/CosmosQueryRequestOptions.java index c252ebfb5d3b6..3bf082a33b43e 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/models/CosmosQueryRequestOptions.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/com/azure/cosmos/models/CosmosQueryRequestOptions.java @@ -267,6 +267,15 @@ Integer getMaxItemCountForVectorSearch() { return this.actualRequestOptions.getMaxItemCountForVectorSearch(); } + /** + * Gets the maximum item size to fetch during hybrid search queries. + * + * @return the max number of items for full text search. + */ + Integer getMaxItemCountForHybridSearch() { + return this.actualRequestOptions.getMaxItemCountForHybridSearch(); + } + /** * Gets the request continuation token. * @@ -640,6 +649,11 @@ public Integer getMaxItemCountForVectorSearch(CosmosQueryRequestOptions options) return options.getMaxItemCountForVectorSearch(); } + @Override + public Integer getMaxItemCountForHybridSearch(CosmosQueryRequestOptions options) { + return options.getMaxItemCountForHybridSearch(); + } + @Override public void setPartitionKeyDefinition(CosmosQueryRequestOptions options, PartitionKeyDefinition partitionKeyDefinition) { options.actualRequestOptions.setPartitionKeyDefinition(partitionKeyDefinition); diff --git a/sdk/cosmos/azure-cosmos/src/main/java/module-info.java b/sdk/cosmos/azure-cosmos/src/main/java/module-info.java index 059bc624e6bc8..cc1d04d13a50b 100644 --- a/sdk/cosmos/azure-cosmos/src/main/java/module-info.java +++ b/sdk/cosmos/azure-cosmos/src/main/java/module-info.java @@ -64,6 +64,7 @@ opens com.azure.cosmos.implementation.query.aggregation to com.fasterxml.jackson.databind; opens com.azure.cosmos.implementation.query.metrics to com.fasterxml.jackson.databind; opens com.azure.cosmos.implementation.query.orderbyquery to com.fasterxml.jackson.databind; + opens com.azure.cosmos.implementation.query.hybridsearch to com.fasterxml.jackson.databind; opens com.azure.cosmos.implementation.routing to com.fasterxml.jackson.databind; opens com.azure.cosmos.implementation.clienttelemetry to com.fasterxml.jackson.databind; opens com.azure.cosmos.util to com.fasterxml.jackson.databind;