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// 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.config.model.application.provider.FilesApplicationPackage;
import com.yahoo.config.model.deploy.DeployState;
import com.yahoo.io.IOUtils;
import com.yahoo.path.Path;
import com.yahoo.vespa.config.search.RankProfilesConfig;
import com.yahoo.vespa.config.search.core.OnnxModelsConfig;
import com.yahoo.vespa.config.search.core.RankingConstantsConfig;
import com.yahoo.vespa.model.VespaModel;
import com.yahoo.vespa.model.search.DocumentDatabase;
import com.yahoo.vespa.model.search.IndexedSearchCluster;
import org.junit.jupiter.api.AfterEach;
import org.junit.jupiter.api.Test;
import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertTrue;
public class RankingExpressionWithOnnxModelTestCase {
private final Path applicationDir = Path.fromString("src/test/integration/onnx-model/");
@AfterEach
public void removeGeneratedModelFiles() {
IOUtils.recursiveDeleteDir(applicationDir.append(ApplicationPackage.MODELS_GENERATED_DIR).toFile());
}
@Test
void testOnnxModelFeature() throws Exception {
VespaModel model = loadModel(applicationDir);
assertTransformedFeature(model);
assertGeneratedConfig(model);
Path storedApplicationDir = applicationDir.append("copy");
try {
storedApplicationDir.toFile().mkdirs();
IOUtils.copy(applicationDir.append("services.xml").toString(), storedApplicationDir.append("services.xml").toString());
IOUtils.copyDirectory(applicationDir.append("schemas").toFile(), storedApplicationDir.append("schemas").toFile());
IOUtils.copyDirectory(applicationDir.append(ApplicationPackage.MODELS_GENERATED_DIR).toFile(),
storedApplicationDir.append(ApplicationPackage.MODELS_GENERATED_DIR).toFile());
VespaModel storedModel = loadModel(storedApplicationDir);
assertTransformedFeature(storedModel);
assertGeneratedConfig(storedModel);
}
finally {
IOUtils.recursiveDeleteDir(storedApplicationDir.toFile());
}
}
private VespaModel loadModel(Path path) throws Exception {
FilesApplicationPackage applicationPackage = FilesApplicationPackage.fromFile(path.toFile());
DeployState state = new DeployState.Builder().applicationPackage(applicationPackage).build();
return new VespaModel(state);
}
private void assertGeneratedConfig(VespaModel vespaModel) {
DocumentDatabase db = ((IndexedSearchCluster)vespaModel.getSearchClusters().get(0)).getDocumentDbs().get(0);
RankingConstantsConfig.Builder rankingConstantsConfigBuilder = new RankingConstantsConfig.Builder();
db.getConfig(rankingConstantsConfigBuilder);
var rankingConstantsConfig = rankingConstantsConfigBuilder.build();
assertEquals(1, rankingConstantsConfig.constant().size());
assertEquals("my_constant", rankingConstantsConfig.constant(0).name());
assertEquals("tensor(d0[2])", rankingConstantsConfig.constant(0).type());
assertEquals("files/constant.json", rankingConstantsConfig.constant(0).fileref().value());
OnnxModelsConfig.Builder builder = new OnnxModelsConfig.Builder();
((OnnxModelsConfig.Producer) db).getConfig(builder);
OnnxModelsConfig config = new OnnxModelsConfig(builder);
assertEquals(6, config.model().size());
for (OnnxModelsConfig.Model model : config.model()) {
assertTrue(model.dry_run_on_setup());
}
OnnxModelsConfig.Model model = config.model(0);
assertEquals("my_model", model.name());
assertEquals(3, model.input().size());
assertEquals("second/input:0", model.input(0).name());
assertEquals("constant(my_constant)", model.input(0).source());
assertEquals("first_input", model.input(1).name());
assertEquals("attribute(document_field)", model.input(1).source());
assertEquals("third_input", model.input(2).name());
assertEquals("rankingExpression(my_function)", model.input(2).source());
assertEquals(3, model.output().size());
assertEquals("path/to/output:0", model.output(0).name());
assertEquals("out", model.output(0).as());
assertEquals("path/to/output:1", model.output(1).name());
assertEquals("path_to_output_1", model.output(1).as());
assertEquals("path/to/output:2", model.output(2).name());
assertEquals("path_to_output_2", model.output(2).as());
model = config.model(1);
assertEquals("dynamic_model", model.name());
assertEquals(1, model.input().size());
assertEquals(1, model.output().size());
assertEquals("rankingExpression(my_function)", model.input(0).source());
model = config.model(2);
assertEquals("unbound_model", model.name());
assertEquals(1, model.input().size());
assertEquals(1, model.output().size());
assertEquals("rankingExpression(my_function)", model.input(0).source());
model = config.model(3);
assertEquals("files_model_onnx", model.name());
assertEquals(3, model.input().size());
assertEquals(3, model.output().size());
assertEquals("path/to/output:0", model.output(0).name());
assertEquals("path_to_output_0", model.output(0).as());
assertEquals("path/to/output:1", model.output(1).name());
assertEquals("path_to_output_1", model.output(1).as());
assertEquals("path/to/output:2", model.output(2).name());
assertEquals("path_to_output_2", model.output(2).as());
assertEquals("files_model_onnx", model.name());
model = config.model(4);
assertEquals("another_model", model.name());
assertEquals("third_input", model.input(2).name());
assertEquals("rankingExpression(another_function)", model.input(2).source());
model = config.model(5);
assertEquals("files_summary_model_onnx", model.name());
assertEquals(3, model.input().size());
assertEquals(3, model.output().size());
}
private void assertTransformedFeature(VespaModel model) {
DocumentDatabase db = ((IndexedSearchCluster)model.getSearchClusters().get(0)).getDocumentDbs().get(0);
RankProfilesConfig.Builder builder = new RankProfilesConfig.Builder();
((RankProfilesConfig.Producer) db).getConfig(builder);
RankProfilesConfig config = new RankProfilesConfig(builder);
assertEquals(10, 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("rankingExpression(firstphase)", config.rankprofile(2).fef().property(2).value());
assertEquals("rankingExpression(firstphase).rankingScript", config.rankprofile(2).fef().property(3).name());
assertEquals("onnx(my_model).out{d0:1}", config.rankprofile(2).fef().property(3).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("rankingExpression(firstphase)", config.rankprofile(3).fef().property(8).value());
assertEquals("rankingExpression(firstphase).rankingScript", config.rankprofile(3).fef().property(9).name());
assertEquals("onnx(files_model_onnx).path_to_output_1{d0:1}", config.rankprofile(3).fef().property(9).value());
assertEquals("test_summary_features", config.rankprofile(4).name());
assertEquals("vespa.type.feature.onnx(another_model)", config.rankprofile(4).fef().property(0).name());
assertEquals("tensor<float>(d0[2])", config.rankprofile(4).fef().property(0).value());
assertEquals("rankingExpression(another_function).rankingScript", config.rankprofile(4).fef().property(2).name());
assertEquals("rankingExpression(firstphase).rankingScript", config.rankprofile(4).fef().property(5).name());
assertEquals("1", config.rankprofile(4).fef().property(5).value());
assertEquals("vespa.summary.feature", config.rankprofile(4).fef().property(6).name());
assertEquals("onnx(another_model).out", config.rankprofile(4).fef().property(6).value());
assertEquals("vespa.summary.feature", config.rankprofile(4).fef().property(7).name());
assertEquals("onnx(files_summary_model_onnx).path_to_output_2", config.rankprofile(4).fef().property(7).value());
assertEquals("test_dynamic_model", config.rankprofile(5).name());
assertEquals("rankingExpression(my_function).rankingScript", config.rankprofile(5).fef().property(0).name());
assertEquals("rankingExpression(firstphase).rankingScript", config.rankprofile(5).fef().property(3).name());
assertEquals("onnx(dynamic_model).my_output{d0:0, d1:1}", config.rankprofile(5).fef().property(3).value());
assertEquals("test_dynamic_model_2", config.rankprofile(6).name());
assertEquals("rankingExpression(firstphase).rankingScript", config.rankprofile(6).fef().property(5).name());
assertEquals("onnx(dynamic_model).my_output{d0:0, d1:2}", config.rankprofile(6).fef().property(5).value());
assertEquals("test_dynamic_model_with_transformer_tokens", config.rankprofile(7).name());
assertEquals("rankingExpression(my_function).rankingScript", config.rankprofile(7).fef().property(1).name());
assertEquals("tensor<float>(d0[1],d1[10])((if (d1 < (1.0 + rankingExpression(__token_length@a2e4b6abdeb5fb3a) + 1.0), 0.0, if (d1 < (1.0 + rankingExpression(__token_length@a2e4b6abdeb5fb3a) + 1.0 + rankingExpression(__token_length@a2e4b6abdeb5fb3a) + 1.0), 1.0, 0.0))))", config.rankprofile(7).fef().property(1).value());
assertEquals("test_unbound_model", config.rankprofile(8).name());
assertEquals("rankingExpression(my_function).rankingScript", config.rankprofile(8).fef().property(0).name());
assertEquals("rankingExpression(firstphase).rankingScript", config.rankprofile(8).fef().property(3).name());
assertEquals("onnx(unbound_model).my_output{d0:0, d1:1}", config.rankprofile(8).fef().property(3).value());
}
}
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