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Add chiSquareDataSet Stream Evaluator
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@ -290,10 +290,11 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware,
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.withFunctionName("sumSq", SumSqEvaluator.class)
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.withFunctionName("akima", AkimaEvaluator.class)
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.withFunctionName("lerp", LerpEvaluator.class)
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.withFunctionName("chiSquareDataSet", ChiSquareDataSetEvaluator.class)
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// Boolean Stream Evaluators
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.withFunctionName("and", AndEvaluator.class)
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.withFunctionName("and", AndEvaluator.class)
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.withFunctionName("eor", ExclusiveOrEvaluator.class)
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.withFunctionName("eq", EqualToEvaluator.class)
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.withFunctionName("gt", GreaterThanEvaluator.class)
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@ -0,0 +1,65 @@
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/*
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* Licensed to the Apache Software Foundation (ASF) under one or more
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* contributor license agreements. See the NOTICE file distributed with
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* this work for additional information regarding copyright ownership.
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* The ASF licenses this file to You under the Apache License, Version 2.0
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* (the "License"); you may not use this file except in compliance with
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* the License. You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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package org.apache.solr.client.solrj.io.eval;
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import java.io.IOException;
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import java.util.HashMap;
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import java.util.List;
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import java.util.Map;
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import org.apache.commons.math3.stat.inference.ChiSquareTest;
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import org.apache.solr.client.solrj.io.Tuple;
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import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
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import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
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public class ChiSquareDataSetEvaluator extends RecursiveNumericListEvaluator implements TwoValueWorker {
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protected static final long serialVersionUID = 1L;
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public ChiSquareDataSetEvaluator(StreamExpression expression, StreamFactory factory) throws IOException {
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super(expression, factory);
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}
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@Override
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public Object doWork(Object value1, Object value2) throws IOException {
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List<Number> listA = (List<Number>) value1;
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List<Number> listB = (List<Number>) value2;
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long[] sampleA = new long[listA.size()];
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long[] sampleB = new long[listB.size()];
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for(int i=0; i<sampleA.length; i++) {
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sampleA[i] = listA.get(i).longValue();
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}
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for(int i=0; i<sampleB.length; i++) {
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sampleB[i] = listB.get(i).longValue();
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}
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ChiSquareTest chiSquareTest = new ChiSquareTest();
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double chiSquare = chiSquareTest.chiSquareDataSetsComparison(sampleA, sampleB);
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double p = chiSquareTest.chiSquareTestDataSetsComparison(sampleA, sampleB);
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Map<String,Number> m = new HashMap<>();
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m.put("chisquare-statistic", chiSquare);
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m.put("p-value", p);
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return new Tuple(m);
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}
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}
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@ -7224,6 +7224,31 @@ public class StreamExpressionTest extends SolrCloudTestCase {
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assertEquals(pval3.doubleValue(), 0.0404907407662755, .0001);
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}
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@Test
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public void testChiSquareDataSet() throws Exception {
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String cexpr = "let(echo=true," +
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" a=array(1,1,2,3,4,5,6,7,9,10,11,12), " +
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" b=array(1,1,2,3,4,5,6,7,1,1,1,1), " +
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" chisquare=chiSquareDataSet(a, b))";
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ModifiableSolrParams paramsLoc = new ModifiableSolrParams();
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paramsLoc.set("expr", cexpr);
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paramsLoc.set("qt", "/stream");
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String url = cluster.getJettySolrRunners().get(0).getBaseUrl().toString()+"/"+COLLECTIONORALIAS;
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TupleStream solrStream = new SolrStream(url, paramsLoc);
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StreamContext context = new StreamContext();
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solrStream.setStreamContext(context);
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List<Tuple> tuples = getTuples(solrStream);
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assertTrue(tuples.size() == 1);
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Map testResult = (Map)tuples.get(0).get("chisquare");
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Number tstat = (Number)testResult.get("chisquare-statistic");
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Number pval = (Number)testResult.get("p-value");
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assertEquals(tstat.doubleValue(), 20.219464814599252, .0001);
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assertEquals(pval.doubleValue(), 0.04242018685334226, .0001);
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}
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@Test
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public void testMultiVariateNormalDistribution() throws Exception {
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String cexpr = "let(echo=true," +
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