From 1cc49d18c2eae0b2034ef74607ed65496b11bf6a Mon Sep 17 00:00:00 2001 From: Joel Bernstein Date: Wed, 3 Jan 2018 13:56:56 -0500 Subject: [PATCH] Add chiSquareDataSet Stream Evaluator --- .../apache/solr/handler/StreamHandler.java | 3 +- .../io/eval/ChiSquareDataSetEvaluator.java | 65 +++++++++++++++++++ .../solrj/io/stream/StreamExpressionTest.java | 25 +++++++ 3 files changed, 92 insertions(+), 1 deletion(-) create mode 100644 solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/ChiSquareDataSetEvaluator.java diff --git a/solr/core/src/java/org/apache/solr/handler/StreamHandler.java b/solr/core/src/java/org/apache/solr/handler/StreamHandler.java index 0a880c69d6e..b8c5ae568a9 100644 --- a/solr/core/src/java/org/apache/solr/handler/StreamHandler.java +++ b/solr/core/src/java/org/apache/solr/handler/StreamHandler.java @@ -290,10 +290,11 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware, .withFunctionName("sumSq", SumSqEvaluator.class) .withFunctionName("akima", AkimaEvaluator.class) .withFunctionName("lerp", LerpEvaluator.class) + .withFunctionName("chiSquareDataSet", ChiSquareDataSetEvaluator.class) // Boolean Stream Evaluators - .withFunctionName("and", AndEvaluator.class) + .withFunctionName("and", AndEvaluator.class) .withFunctionName("eor", ExclusiveOrEvaluator.class) .withFunctionName("eq", EqualToEvaluator.class) .withFunctionName("gt", GreaterThanEvaluator.class) diff --git a/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/ChiSquareDataSetEvaluator.java b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/ChiSquareDataSetEvaluator.java new file mode 100644 index 00000000000..9eb963a7df6 --- /dev/null +++ b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/ChiSquareDataSetEvaluator.java @@ -0,0 +1,65 @@ +/* + * 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.client.solrj.io.eval; + +import java.io.IOException; +import java.util.HashMap; +import java.util.List; +import java.util.Map; + +import org.apache.commons.math3.stat.inference.ChiSquareTest; +import org.apache.solr.client.solrj.io.Tuple; +import org.apache.solr.client.solrj.io.stream.expr.StreamExpression; +import org.apache.solr.client.solrj.io.stream.expr.StreamFactory; + + +public class ChiSquareDataSetEvaluator extends RecursiveNumericListEvaluator implements TwoValueWorker { + protected static final long serialVersionUID = 1L; + + public ChiSquareDataSetEvaluator(StreamExpression expression, StreamFactory factory) throws IOException { + super(expression, factory); + } + + @Override + public Object doWork(Object value1, Object value2) throws IOException { + + List listA = (List) value1; + List listB = (List) value2; + + long[] sampleA = new long[listA.size()]; + long[] sampleB = new long[listB.size()]; + + for(int i=0; i m = new HashMap<>(); + m.put("chisquare-statistic", chiSquare); + m.put("p-value", p); + return new Tuple(m); + + } +} \ No newline at end of file diff --git a/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java b/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java index fe107924847..17d67e3b2ae 100644 --- a/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java +++ b/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java @@ -7224,6 +7224,31 @@ public class StreamExpressionTest extends SolrCloudTestCase { assertEquals(pval3.doubleValue(), 0.0404907407662755, .0001); } + + @Test + public void testChiSquareDataSet() throws Exception { + String cexpr = "let(echo=true," + + " a=array(1,1,2,3,4,5,6,7,9,10,11,12), " + + " b=array(1,1,2,3,4,5,6,7,1,1,1,1), " + + " chisquare=chiSquareDataSet(a, b))"; + + ModifiableSolrParams paramsLoc = new ModifiableSolrParams(); + paramsLoc.set("expr", cexpr); + paramsLoc.set("qt", "/stream"); + String url = cluster.getJettySolrRunners().get(0).getBaseUrl().toString()+"/"+COLLECTIONORALIAS; + TupleStream solrStream = new SolrStream(url, paramsLoc); + StreamContext context = new StreamContext(); + solrStream.setStreamContext(context); + List tuples = getTuples(solrStream); + assertTrue(tuples.size() == 1); + Map testResult = (Map)tuples.get(0).get("chisquare"); + Number tstat = (Number)testResult.get("chisquare-statistic"); + Number pval = (Number)testResult.get("p-value"); + assertEquals(tstat.doubleValue(), 20.219464814599252, .0001); + assertEquals(pval.doubleValue(), 0.04242018685334226, .0001); + } + + @Test public void testMultiVariateNormalDistribution() throws Exception { String cexpr = "let(echo=true," +