// Copyright Vespa.ai. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root. package com.yahoo.schema.processing; import com.yahoo.config.application.api.ApplicationPackage; import com.yahoo.io.IOUtils; import com.yahoo.path.Path; import com.yahoo.schema.parser.ParseException; import org.junit.jupiter.api.AfterEach; import org.junit.jupiter.api.Test; import java.io.IOException; /** * @author grace-lam * @author bratseth */ public class RankingExpressionWithXGBoostTestCase { private final Path applicationDir = Path.fromString("src/test/integration/xgboost/"); private final static String vespaExpression = "if (f29 < -0.1234567, if (!(f56 >= -0.242398), 1.71218, -1.70044), if (f109 < 0.8723473, -1.94071, 1.85965)) + " + "if (!(f60 >= -0.482947), if (f29 < -4.2387498, 0.784718, -0.96853), -6.23624)"; @AfterEach public void removeGeneratedModelFiles() { IOUtils.recursiveDeleteDir(applicationDir.append(ApplicationPackage.MODELS_GENERATED_DIR).toFile()); } @Test void testXGBoostReference() { RankProfileSearchFixture search = fixtureWith("xgboost('xgboost.2.2.json')"); search.assertFirstPhaseExpression(vespaExpression, "my_profile"); } @Test void testNestedXGBoostReference() { RankProfileSearchFixture search = fixtureWith("5 + sum(xgboost('xgboost.2.2.json'))"); search.assertFirstPhaseExpression("5 + reduce(" + vespaExpression + ", sum)", "my_profile"); } @Test void testImportingFromStoredExpressions() throws IOException { RankProfileSearchFixture search = fixtureWith("xgboost('xgboost.2.2.json')"); search.assertFirstPhaseExpression(vespaExpression, "my_profile"); // At this point the expression is stored - copy application to another location which do not have a models dir Path storedApplicationDirectory = applicationDir.getParentPath().append("copy"); try { storedApplicationDirectory.toFile().mkdirs(); IOUtils.copyDirectory(applicationDir.append(ApplicationPackage.MODELS_GENERATED_DIR).toFile(), storedApplicationDirectory.append(ApplicationPackage.MODELS_GENERATED_DIR).toFile()); RankingExpressionWithOnnxTestCase.StoringApplicationPackage storedApplication = new RankingExpressionWithOnnxTestCase.StoringApplicationPackage(storedApplicationDirectory); RankProfileSearchFixture searchFromStored = fixtureWith("xgboost('xgboost.2.2.json')"); searchFromStored.assertFirstPhaseExpression(vespaExpression, "my_profile"); } finally { IOUtils.recursiveDeleteDir(storedApplicationDirectory.toFile()); } } private RankProfileSearchFixture fixtureWith(String firstPhaseExpression) { return fixtureWith(firstPhaseExpression, null, null, new RankingExpressionWithOnnxTestCase.StoringApplicationPackage(applicationDir)); } private RankProfileSearchFixture fixtureWith(String firstPhaseExpression, String constant, String field, RankingExpressionWithOnnxTestCase.StoringApplicationPackage application) { try { RankProfileSearchFixture fixture = new RankProfileSearchFixture( application, application.getQueryProfiles(), " rank-profile my_profile {\n" + " first-phase {\n" + " expression: " + firstPhaseExpression + " }\n" + " }", constant, field); fixture.compileRankProfile("my_profile", applicationDir.append("models")); return fixture; } catch (ParseException e) { throw new IllegalArgumentException(e); } } }