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[SOLR-15015] added support to parametric Interleaving algorithm + tes…
…ts (apache#2096)
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solr/contrib/ltr/src/test/org/apache/solr/ltr/interleaving/TestLTRQParserInterleaving.java
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/* | ||
* 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.interleaving; | ||
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import java.util.Random; | ||
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import org.apache.solr.client.solrj.SolrQuery; | ||
import org.apache.solr.ltr.TestRerankBase; | ||
import org.apache.solr.ltr.feature.SolrFeature; | ||
import org.apache.solr.ltr.interleaving.algorithms.TeamDraftInterleaving; | ||
import org.apache.solr.ltr.model.LinearModel; | ||
import org.junit.After; | ||
import org.junit.Before; | ||
import org.junit.Test; | ||
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public class TestLTRQParserInterleaving extends TestRerankBase { | ||
@Before | ||
public void before() throws Exception { | ||
setuptest(false); | ||
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assertU(adoc("id", "1", "title", "w1", "description", "w5", "popularity", | ||
"1")); | ||
assertU(adoc("id", "2", "title", "w2 2asd asdd didid", "description", | ||
"w2 2asd asdd didid", "popularity", "2")); | ||
assertU(adoc("id", "3", "title", "w1", "description", "w5", "popularity", | ||
"3")); | ||
assertU(adoc("id", "4", "title", "w1", "description", "w1", "popularity", | ||
"6")); | ||
assertU(adoc("id", "5", "title", "w5", "description", "w5", "popularity", | ||
"5")); | ||
assertU(adoc("id", "6", "title", "w6 w2", "description", "w1 w2", | ||
"popularity", "6")); | ||
assertU(adoc("id", "7", "title", "w1 w2 w3 w4 w5", "description", | ||
"w6 w2 w3 w4 w5 w8", "popularity", "88888")); | ||
assertU(adoc("id", "8", "title", "w1 w1 w1 w2 w2 w8", "description", | ||
"w1 w1 w1 w2 w2 w5", "popularity", "88888")); | ||
assertU(commit()); | ||
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loadFeaturesAndModelsForInterleaving(); | ||
} | ||
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@After | ||
public void after() throws Exception { | ||
aftertest(); | ||
} | ||
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protected void loadFeaturesAndModelsForInterleaving() throws Exception { | ||
loadFeature("featureA1", SolrFeature.class.getName(), | ||
"{\"fq\":[\"{!terms f=popularity}88888\"]}"); | ||
loadFeature("featureA2", SolrFeature.class.getName(), | ||
"{\"fq\":[\"{!terms f=title}${user_query}\"]}"); | ||
loadFeature("featureAB", SolrFeature.class.getName(), | ||
"{\"fq\":[\"{!terms f=title}${user_query}\"]}"); | ||
loadFeature("featureB1", SolrFeature.class.getName(), | ||
"{\"fq\":[\"{!terms f=popularity}6\"]}"); | ||
loadFeature("featureB2", SolrFeature.class.getName(), | ||
"{\"fq\":[\"{!terms f=description}${user_query}\"]}"); | ||
loadFeature("featureC1", SolrFeature.class.getName(),"featureStore2", | ||
"{\"fq\":[\"{!terms f=popularity}6\"]}"); | ||
loadFeature("featureC2", SolrFeature.class.getName(),"featureStore2", | ||
"{\"fq\":[\"{!terms f=popularity}1\"]}"); | ||
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loadModel("modelA", LinearModel.class.getName(), | ||
new String[]{"featureA1", "featureA2", "featureAB"}, | ||
"{\"weights\":{\"featureA1\":3.0, \"featureA2\":9.0, \"featureAB\":27.0}}"); | ||
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loadModel("modelB", LinearModel.class.getName(), | ||
new String[]{"featureB1", "featureB2", "featureAB"}, | ||
"{\"weights\":{\"featureB1\":2.0, \"featureB2\":4.0, \"featureAB\":8.0}}"); | ||
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loadModel("modelC", LinearModel.class.getName(), | ||
new String[]{"featureC1", "featureC2"},"featureStore2", | ||
"{\"weights\":{\"featureC1\":5.0, \"featureC2\":25.0}}"); | ||
} | ||
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@Test | ||
public void interleavingLtrNotSupportedAlgorithmTest() throws Exception { | ||
final String solrQuery = "_query_:{!edismax qf='title' mm=100% v='bloomberg' tie=0.1}"; | ||
final SolrQuery query = new SolrQuery(); | ||
query.setQuery(solrQuery); | ||
query.add("fl", "*, score"); | ||
query.add("rows", "4"); | ||
query.add("fv", "true"); | ||
query.add("rq", "{!ltr model=modelA model=modelB interleavingAlgorithm=unsupported reRankDocs=100}"); | ||
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final String res = restTestHarness.query("/query" + query.toQueryString()); | ||
assert (res.contains("Unknown Interleaving algorithm: unsupported")); | ||
} | ||
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@Test | ||
public void interleavingLtrTooManyModelsTest() throws Exception { | ||
final String solrQuery = "_query_:{!edismax qf='title' mm=100% v='bloomberg' tie=0.1}"; | ||
final SolrQuery query = new SolrQuery(); | ||
query.setQuery(solrQuery); | ||
query.add("fl", "*, score"); | ||
query.add("rows", "4"); | ||
query.add("fv", "true"); | ||
query.add("rq", "{!ltr model=modelA model=modelB model=C reRankDocs=100}"); | ||
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final String res = restTestHarness.query("/query" + query.toQueryString()); | ||
assert (res.contains("Must provide one or two models in the request")); | ||
} | ||
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@Test | ||
public void interleavingLtrModelIsEmptyTest() throws Exception { | ||
final String solrQuery = "_query_:{!edismax qf='title' mm=100% v='bloomberg' tie=0.1}"; | ||
final SolrQuery query = new SolrQuery(); | ||
query.setQuery(solrQuery); | ||
query.add("fl", "*, score"); | ||
query.add("rows", "4"); | ||
query.add("fv", "true"); | ||
query.add("rq", "{!ltr model=modelA model=\"\" reRankDocs=100}"); | ||
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final String res = restTestHarness.query("/query" + query.toQueryString()); | ||
assert (res.contains("the model 1 is empty")); | ||
} | ||
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@Test | ||
public void defaultAlgorithm_shouldApplyTeamDraftInterleaving() throws Exception { | ||
TeamDraftInterleaving.setRANDOM(new Random(10101010));//Random Boolean Choices Generation from Seed: [0,1,1] | ||
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final SolrQuery query = new SolrQuery(); | ||
query.setQuery("*:*"); | ||
query.add("fl", "*, score,interleavingPick:[interleaving]"); | ||
query.add("rows", "10"); | ||
query.add("debugQuery", "true"); | ||
query.add("fq", "{!terms f=title}w1"); // 1,3,4,7,8 | ||
query.add("rq", | ||
"{!ltr model=modelA model=modelB reRankDocs=10 efi.user_query='w5'}"); | ||
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/* | ||
Doc1 = "featureB2=1.0", ScoreA(0), ScoreB(4) | ||
Doc3 = "featureB2=1.0", ScoreA(0), ScoreB(4) | ||
Doc4 = "featureB1=1.0", ScoreA(0), ScoreB(2) | ||
Doc7 ="featureA1=1.0,featureA2=1.0,featureAB=1.0,featureB2=1.0", ScoreA(39), ScoreB(12) | ||
Doc8 = "featureA1=1.0,featureB2=1.0", ScoreA(3), ScoreB(4) | ||
ModelARerankedList = [7,8,1,3,4] | ||
ModelBRerankedList = [7,1,3,8,4] | ||
Random Boolean Choices Generation from Seed: [0,1,1] | ||
*/ | ||
String[] expectedInterleavingPicks = new String[]{"modelA", "modelB", "modelB", "modelA", "modelB"}; | ||
int[] expectedInterleaved = new int[]{7, 1, 3, 8, 4}; | ||
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String[] tests = new String[11]; | ||
tests[0] = "/response/numFound/==5"; | ||
for (int i = 1; i <= 5; i++) { | ||
tests[i] = "/response/docs/[" + (i - 1) + "]/id==\"" + expectedInterleaved[(i - 1)] + "\""; | ||
tests[i + 5] = "/response/docs/[" + (i - 1) + "]/interleavingPick==" + expectedInterleavingPicks[(i - 1)]; | ||
} | ||
assertJQ("/query" + query.toQueryString(), tests); | ||
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} | ||
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@Test | ||
public void teamDraftAlgorithm_shouldApplyTeamDraftInterleaving() throws Exception { | ||
TeamDraftInterleaving.setRANDOM(new Random(10101010));//Random Boolean Choices Generation from Seed: [0,1,1] | ||
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final SolrQuery query = new SolrQuery(); | ||
query.setQuery("*:*"); | ||
query.add("fl", "*, score,interleavingPick:[interleaving]"); | ||
query.add("rows", "10"); | ||
query.add("debugQuery", "true"); | ||
query.add("fq", "{!terms f=title}w1"); // 1,3,4,7,8 | ||
query.add("rq", | ||
"{!ltr model=modelA model=modelB reRankDocs=10 interleavingAlgorithm=TeamDraft efi.user_query='w5'}"); | ||
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/* | ||
Doc1 = "featureB2=1.0", ScoreA(0), ScoreB(4) | ||
Doc3 = "featureB2=1.0", ScoreA(0), ScoreB(4) | ||
Doc4 = "featureB1=1.0", ScoreA(0), ScoreB(2) | ||
Doc7 ="featureA1=1.0,featureA2=1.0,featureAB=1.0,featureB2=1.0", ScoreA(39), ScoreB(12) | ||
Doc8 = "featureA1=1.0,featureB2=1.0", ScoreA(3), ScoreB(4) | ||
ModelARerankedList = [7,8,1,3,4] | ||
ModelBRerankedList = [7,1,3,8,4] | ||
Random Boolean Choices Generation from Seed: [0,1,1] | ||
*/ | ||
String[] expectedInterleavingPicks = new String[]{"modelA", "modelB", "modelB", "modelA", "modelB"}; | ||
int[] expectedInterleaved = new int[]{7, 1, 3, 8, 4}; | ||
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String[] tests = new String[11]; | ||
tests[0] = "/response/numFound/==5"; | ||
for (int i = 1; i <= 5; i++) { | ||
tests[i] = "/response/docs/[" + (i - 1) + "]/id==\"" + expectedInterleaved[(i - 1)] + "\""; | ||
tests[i + 5] = "/response/docs/[" + (i - 1) + "]/interleavingPick==" + expectedInterleavingPicks[(i - 1)]; | ||
} | ||
assertJQ("/query" + query.toQueryString(), tests); | ||
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} | ||
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} |
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