/* * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with * this work for additional information regarding copyright ownership. * The ASF licenses this file to You under the Apache License, Version 2.0 * (the "License"); you may not use this file except in compliance with * the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package org.apache.solr.ltr.feature; import org.apache.solr.client.solrj.SolrQuery; import org.apache.solr.ltr.FeatureLoggerTestUtils; import org.apache.solr.ltr.TestRerankBase; import org.junit.AfterClass; import org.junit.BeforeClass; import org.junit.Test; public class TestExternalValueFeatures extends TestRerankBase { @BeforeClass public static void before() throws Exception { setuptest(false); assertU(adoc("id", "1", "title", "w1", "description", "w1", "popularity", "1")); assertU(adoc("id", "2", "title", "w2", "description", "w2", "popularity", "2")); assertU(adoc("id", "3", "title", "w3", "description", "w3", "popularity", "3")); assertU(adoc("id", "4", "title", "w4", "description", "w4", "popularity", "4")); assertU(adoc("id", "5", "title", "w5", "description", "w5", "popularity", "5")); assertU(commit()); loadFeatures("external_features_for_sparse_processing.json"); loadModels("multipleadditivetreesmodel_external_binary_features.json"); } @AfterClass public static void after() throws Exception { aftertest(); } @Test public void efiFeatureProcessing_oneEfiMissing_shouldNotCalculateMissingFeature() throws Exception { SolrQuery query = new SolrQuery(); query.setQuery("*:*"); query.add("fl", "*,score,features:[fv]"); query.add("rows", "3"); query.add("rq", "{!ltr reRankDocs=3 model=external_model_binary_feature efi.user_device_tablet=1}"); final String docs0features_dense_csv = FeatureLoggerTestUtils.toFeatureVector( "user_device_smartphone","0.0", "user_device_tablet","1.0"); final String docs0features_sparse_csv = FeatureLoggerTestUtils.toFeatureVector( "user_device_tablet","1.0"); final String docs0features_default_csv = chooseDefaultFeatureVector(docs0features_dense_csv, docs0features_sparse_csv); assertJQ("/query" + query.toQueryString(), "/response/docs/[0]/id=='1'"); assertJQ("/query" + query.toQueryString(), "/response/docs/[0]/features=='"+docs0features_default_csv+"'"); assertJQ("/query" + query.toQueryString(), "/response/docs/[0]/score==65.0"); } @Test public void efiFeatureProcessing_allEfisMissing_shouldReturnZeroScore() throws Exception { SolrQuery query = new SolrQuery(); query.setQuery("*:*"); query.add("fl", "*,score,features:[fv]"); query.add("rows", "3"); query.add("fl", "[fv]"); query .add("rq", "{!ltr reRankDocs=3 model=external_model_binary_feature}"); final String docs0features_dense_csv = FeatureLoggerTestUtils.toFeatureVector( "user_device_smartphone","0.0", "user_device_tablet","0.0"); final String docs0features_sparse_csv = FeatureLoggerTestUtils.toFeatureVector(); final String docs0features_default_csv = chooseDefaultFeatureVector(docs0features_dense_csv, docs0features_sparse_csv); assertJQ("/query" + query.toQueryString(), "/response/docs/[0]/id=='1'"); assertJQ("/query" + query.toQueryString(), "/response/docs/[0]/features=='"+docs0features_default_csv+"'"); assertJQ("/query" + query.toQueryString(), "/response/docs/[0]/score==0.0"); } }