SOLR-10582: Add Correlation Evaluator

This commit is contained in:
Joel Bernstein 2017-04-28 15:01:43 -04:00
parent e2521b2a8b
commit 7f6f68c7f4
4 changed files with 122 additions and 0 deletions

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@ -236,6 +236,7 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware,
.withFunctionName("cbrt", CubedRootEvaluator.class)
.withFunctionName("coalesce", CoalesceEvaluator.class)
.withFunctionName("uuid", UuidEvaluator.class)
.withFunctionName("corr", CorrelationEvaluator.class)
// Conditional Stream Evaluators

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@ -33,6 +33,7 @@
<dependency org="org.apache.httpcomponents" name="httpmime" rev="${/org.apache.httpcomponents/httpmime}" conf="compile"/>
<dependency org="org.apache.httpcomponents" name="httpcore" rev="${/org.apache.httpcomponents/httpcore}" conf="compile"/>
<dependency org="commons-io" name="commons-io" rev="${/commons-io/commons-io}" conf="compile"/>
<dependency org="org.apache.commons" name="commons-math3" rev="${/org.apache.commons/commons-math3}" conf="compile"/>
<dependency org="org.codehaus.woodstox" name="woodstox-core-asl" rev="${/org.codehaus.woodstox/woodstox-core-asl}" conf="compile"/>
<dependency org="org.codehaus.woodstox" name="stax2-api" rev="${/org.codehaus.woodstox/stax2-api}" conf="compile"/>
<dependency org="org.noggit" name="noggit" rev="${/org.noggit/noggit}" conf="compile"/>

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@ -0,0 +1,77 @@
/*
* 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.stream;
import java.io.IOException;
import java.util.List;
import org.apache.commons.math3.stat.correlation.PearsonsCorrelation;
import org.apache.solr.client.solrj.io.Tuple;
import org.apache.solr.client.solrj.io.eval.ComplexEvaluator;
import org.apache.solr.client.solrj.io.eval.StreamEvaluator;
import org.apache.solr.client.solrj.io.stream.expr.Explanation;
import org.apache.solr.client.solrj.io.stream.expr.Explanation.ExpressionType;
import org.apache.solr.client.solrj.io.stream.expr.Expressible;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpressionParameter;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
public class CorrelationEvaluator extends ComplexEvaluator implements Expressible {
private static final long serialVersionUID = 1;
public CorrelationEvaluator(StreamExpression expression, StreamFactory factory) throws IOException {
super(expression, factory);
}
public Number evaluate(Tuple tuple) throws IOException {
StreamEvaluator colEval1 = subEvaluators.get(0);
StreamEvaluator colEval2 = subEvaluators.get(1);
List<Number> numbers1 = (List<Number>)colEval1.evaluate(tuple);
List<Number> numbers2 = (List<Number>)colEval2.evaluate(tuple);
double[] column1 = new double[numbers1.size()];
double[] column2 = new double[numbers2.size()];
for(int i=0; i<numbers1.size(); i++) {
column1[i] = numbers1.get(i).doubleValue();
}
for(int i=0; i<numbers2.size(); i++) {
column2[i] = numbers2.get(i).doubleValue();
}
PearsonsCorrelation pearsonsCorrelation = new PearsonsCorrelation();
return pearsonsCorrelation.correlation(column1, column2);
}
@Override
public StreamExpressionParameter toExpression(StreamFactory factory) throws IOException {
StreamExpression expression = new StreamExpression(factory.getFunctionName(getClass()));
return expression;
}
@Override
public Explanation toExplanation(StreamFactory factory) throws IOException {
return new Explanation(nodeId.toString())
.withExpressionType(ExpressionType.EVALUATOR)
.withFunctionName(factory.getFunctionName(getClass()))
.withImplementingClass(getClass().getName())
.withExpression(toExpression(factory).toString());
}
}

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@ -5109,7 +5109,50 @@ public class StreamExpressionTest extends SolrCloudTestCase {
}
@Test
public void testCorrelationStream() throws Exception {
UpdateRequest updateRequest = new UpdateRequest();
int i=0;
while(i<50) {
updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2016", "5", "1"), "price_f", "400.00");
}
while(i<100) {
updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2015", "5", "1"), "price_f", "300.0");
}
while(i<150) {
updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2014", "5", "1"), "price_f", "500.0");
}
while(i<250) {
updateRequest.add(id, "id_"+(++i),"test_dt", getDateString("2013", "5", "1"), "price_f", "100.00");
}
updateRequest.commit(cluster.getSolrClient(), COLLECTIONORALIAS);
String expr = "timeseries("+COLLECTIONORALIAS+", q=\"*:*\", start=\"2013-01-01T01:00:00.000Z\", " +
"end=\"2016-12-01T01:00:00.000Z\", " +
"gap=\"+1YEAR\", " +
"field=\"test_dt\", " +
"count(*), sum(price_f), max(price_f), min(price_f))";
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)))";
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<Tuple> tuples = getTuples(solrStream);
assertTrue(tuples.size() == 1);
assertTrue(tuples.get(0).getDouble("corr").equals(-1.0D));
}