mirror of https://github.com/apache/lucene.git
SOLR-10582: Add Correlation Evaluator
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@ -236,6 +236,7 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware,
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.withFunctionName("cbrt", CubedRootEvaluator.class)
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.withFunctionName("coalesce", CoalesceEvaluator.class)
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.withFunctionName("uuid", UuidEvaluator.class)
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.withFunctionName("corr", CorrelationEvaluator.class)
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// Conditional Stream Evaluators
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@ -33,6 +33,7 @@
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<dependency org="org.apache.httpcomponents" name="httpmime" rev="${/org.apache.httpcomponents/httpmime}" conf="compile"/>
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<dependency org="org.apache.httpcomponents" name="httpcore" rev="${/org.apache.httpcomponents/httpcore}" conf="compile"/>
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<dependency org="commons-io" name="commons-io" rev="${/commons-io/commons-io}" conf="compile"/>
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<dependency org="org.apache.commons" name="commons-math3" rev="${/org.apache.commons/commons-math3}" conf="compile"/>
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<dependency org="org.codehaus.woodstox" name="woodstox-core-asl" rev="${/org.codehaus.woodstox/woodstox-core-asl}" conf="compile"/>
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<dependency org="org.codehaus.woodstox" name="stax2-api" rev="${/org.codehaus.woodstox/stax2-api}" conf="compile"/>
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<dependency org="org.noggit" name="noggit" rev="${/org.noggit/noggit}" conf="compile"/>
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@ -0,0 +1,77 @@
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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.stream;
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import java.io.IOException;
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import java.util.List;
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import org.apache.commons.math3.stat.correlation.PearsonsCorrelation;
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import org.apache.solr.client.solrj.io.Tuple;
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import org.apache.solr.client.solrj.io.eval.ComplexEvaluator;
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import org.apache.solr.client.solrj.io.eval.StreamEvaluator;
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import org.apache.solr.client.solrj.io.stream.expr.Explanation;
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import org.apache.solr.client.solrj.io.stream.expr.Explanation.ExpressionType;
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import org.apache.solr.client.solrj.io.stream.expr.Expressible;
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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.StreamExpressionParameter;
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import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
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public class CorrelationEvaluator extends ComplexEvaluator implements Expressible {
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private static final long serialVersionUID = 1;
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public CorrelationEvaluator(StreamExpression expression, StreamFactory factory) throws IOException {
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super(expression, factory);
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}
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public Number evaluate(Tuple tuple) throws IOException {
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StreamEvaluator colEval1 = subEvaluators.get(0);
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StreamEvaluator colEval2 = subEvaluators.get(1);
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List<Number> numbers1 = (List<Number>)colEval1.evaluate(tuple);
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List<Number> numbers2 = (List<Number>)colEval2.evaluate(tuple);
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double[] column1 = new double[numbers1.size()];
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double[] column2 = new double[numbers2.size()];
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for(int i=0; i<numbers1.size(); i++) {
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column1[i] = numbers1.get(i).doubleValue();
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}
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for(int i=0; i<numbers2.size(); i++) {
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column2[i] = numbers2.get(i).doubleValue();
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}
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PearsonsCorrelation pearsonsCorrelation = new PearsonsCorrelation();
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return pearsonsCorrelation.correlation(column1, column2);
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}
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@Override
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public StreamExpressionParameter toExpression(StreamFactory factory) throws IOException {
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StreamExpression expression = new StreamExpression(factory.getFunctionName(getClass()));
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return expression;
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}
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@Override
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public Explanation toExplanation(StreamFactory factory) throws IOException {
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return new Explanation(nodeId.toString())
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.withExpressionType(ExpressionType.EVALUATOR)
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.withFunctionName(factory.getFunctionName(getClass()))
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.withImplementingClass(getClass().getName())
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.withExpression(toExpression(factory).toString());
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}
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}
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@ -5109,7 +5109,50 @@ public class StreamExpressionTest extends SolrCloudTestCase {
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}
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@Test
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public void testCorrelationStream() throws Exception {
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UpdateRequest updateRequest = new UpdateRequest();
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int i=0;
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while(i<50) {
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updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2016", "5", "1"), "price_f", "400.00");
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}
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while(i<100) {
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updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2015", "5", "1"), "price_f", "300.0");
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}
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while(i<150) {
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updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2014", "5", "1"), "price_f", "500.0");
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}
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while(i<250) {
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updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2013", "5", "1"), "price_f", "100.00");
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}
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updateRequest.commit(cluster.getSolrClient(), COLLECTIONORALIAS);
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String expr = "timeseries("+COLLECTIONORALIAS+", q=\"*:*\", start=\"2013-01-01T01:00:00.000Z\", " +
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"end=\"2016-12-01T01:00:00.000Z\", " +
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"gap=\"+1YEAR\", " +
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"field=\"test_dt\", " +
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"count(*), sum(price_f), max(price_f), min(price_f))";
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String cexpr = "let(a="+expr+", b=select("+expr+",mult(-1, count(*)) as nvalue), c=col(a, count(*)), d=col(b, nvalue), tuple(corr=corr(c,d)))";
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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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assertTrue(tuples.get(0).getDouble("corr").equals(-1.0D));
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}
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