// Copyright Verizon Media. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root. package com.yahoo.searchdefinition.processing; import com.yahoo.vespa.config.search.RankProfilesConfig; import com.yahoo.vespa.config.search.core.OnnxModelsConfig; import com.yahoo.vespa.model.VespaModel; import com.yahoo.vespa.model.search.DocumentDatabase; import com.yahoo.vespa.model.search.IndexedSearchCluster; import com.yahoo.vespa.model.test.utils.VespaModelCreatorWithFilePkg; import org.junit.Test; import static org.junit.Assert.assertEquals; public class RankingExpressionWithOnnxModelTestCase { @Test public void testOnnxModelFeature() { VespaModel model = new VespaModelCreatorWithFilePkg("src/test/integration/onnx-model").create(); DocumentDatabase db = ((IndexedSearchCluster)model.getSearchClusters().get(0)).getDocumentDbs().get(0); assertTransformedFeature(db); assertGeneratedConfig(db); } private void assertGeneratedConfig(DocumentDatabase db) { OnnxModelsConfig.Builder builder = new OnnxModelsConfig.Builder(); ((OnnxModelsConfig.Producer) db).getConfig(builder); OnnxModelsConfig config = new OnnxModelsConfig(builder); assertEquals(3, config.model().size()); assertEquals("my_model", config.model(1).name()); assertEquals(3, config.model(1).input().size()); assertEquals("first_input", config.model(1).input(0).name()); assertEquals("attribute(document_field)", config.model(1).input(0).source()); assertEquals("second/input:0", config.model(1).input(1).name()); assertEquals("constant(my_constant)", config.model(1).input(1).source()); assertEquals("third_input", config.model(1).input(2).name()); assertEquals("rankingExpression(my_function)", config.model(1).input(2).source()); assertEquals(1, config.model(1).output().size()); assertEquals("path/to/output:0", config.model(1).output(0).name()); assertEquals("out", config.model(1).output(0).as()); assertEquals("files_ranking_model_onnx", config.model(0).name()); assertEquals(0, config.model(0).input().size()); assertEquals(2, config.model(0).output().size()); assertEquals("path/to/output:1", config.model(0).output(0).name()); assertEquals("path_to_output_1", config.model(0).output(0).as()); assertEquals("path/to/output:2", config.model(0).output(1).name()); assertEquals("path_to_output_2", config.model(0).output(1).as()); assertEquals("another_model", config.model(2).name()); assertEquals("third_input", config.model(2).input(2).name()); assertEquals("rankingExpression(another_function)", config.model(2).input(2).source()); } private void assertTransformedFeature(DocumentDatabase db) { RankProfilesConfig.Builder builder = new RankProfilesConfig.Builder(); ((RankProfilesConfig.Producer) db).getConfig(builder); RankProfilesConfig config = new RankProfilesConfig(builder); assertEquals(5, config.rankprofile().size()); assertEquals("test_model_config", config.rankprofile(2).name()); assertEquals("rankingExpression(my_function).rankingScript", config.rankprofile(2).fef().property(0).name()); assertEquals("vespa.rank.firstphase", config.rankprofile(2).fef().property(2).name()); assertEquals("onnxModel(my_model).out", config.rankprofile(2).fef().property(2).value()); assertEquals("test_generated_model_config", config.rankprofile(3).name()); assertEquals("rankingExpression(my_function).rankingScript", config.rankprofile(3).fef().property(0).name()); assertEquals("rankingExpression(first_input).rankingScript", config.rankprofile(3).fef().property(2).name()); assertEquals("rankingExpression(second_input).rankingScript", config.rankprofile(3).fef().property(4).name()); assertEquals("rankingExpression(third_input).rankingScript", config.rankprofile(3).fef().property(6).name()); assertEquals("vespa.rank.firstphase", config.rankprofile(3).fef().property(8).name()); assertEquals("onnxModel(files_ranking_model_onnx).path_to_output_1", config.rankprofile(3).fef().property(8).value()); assertEquals("test_summary_features", config.rankprofile(4).name()); assertEquals("rankingExpression(another_function).rankingScript", config.rankprofile(4).fef().property(0).name()); assertEquals("rankingExpression(firstphase).rankingScript", config.rankprofile(4).fef().property(3).name()); assertEquals("1", config.rankprofile(4).fef().property(3).value()); assertEquals("vespa.summary.feature", config.rankprofile(4).fef().property(4).name()); assertEquals("onnxModel(another_model).out", config.rankprofile(4).fef().property(4).value()); assertEquals("vespa.summary.feature", config.rankprofile(4).fef().property(5).name()); assertEquals("onnxModel(files_ranking_model_onnx).path_to_output_2", config.rankprofile(4).fef().property(5).value()); } }