mirror of https://github.com/apache/lucene.git
SOLR-10765: Add anova Stream Evaluator
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@ -192,6 +192,7 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware,
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.withFunctionName("sequence", SequenceEvaluator.class)
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.withFunctionName("sequence", SequenceEvaluator.class)
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.withFunctionName("array", ArrayEvaluator.class)
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.withFunctionName("array", ArrayEvaluator.class)
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.withFunctionName("hist", HistogramEvaluator.class)
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.withFunctionName("hist", HistogramEvaluator.class)
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.withFunctionName("anova", AnovaEvaluator.class)
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// metrics
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// metrics
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.withFunctionName("min", MinMetric.class)
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.withFunctionName("min", MinMetric.class)
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@ -0,0 +1,76 @@
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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.ArrayList;
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import java.util.List;
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import java.util.HashMap;
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import java.util.Map;
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import org.apache.commons.math3.stat.inference.OneWayAnova;
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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.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 AnovaEvaluator extends ComplexEvaluator implements Expressible {
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private static final long serialVersionUID = 1;
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public AnovaEvaluator(StreamExpression expression, StreamFactory factory) throws IOException {
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super(expression, factory);
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}
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public Tuple evaluate(Tuple tuple) throws IOException {
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List<double[]> list = new ArrayList();
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for(StreamEvaluator subEvaluator : subEvaluators) {
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List<Number> nums = (List<Number>)subEvaluator.evaluate(tuple);
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double[] darray = new double[nums.size()];
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for(int i=0; i< nums.size(); i++) {
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darray[i]=nums.get(i).doubleValue();
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}
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list.add(darray);
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}
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OneWayAnova anova = new OneWayAnova();
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double p = anova.anovaPValue(list);
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double f = anova.anovaFValue(list);
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Map m = new HashMap();
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m.put("p-value", p);
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m.put("f-ratio", f);
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return new Tuple(m);
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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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@ -5821,6 +5821,24 @@ public class StreamExpressionTest extends SolrCloudTestCase {
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assertTrue(out.get(5).doubleValue() == 500.23D);
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assertTrue(out.get(5).doubleValue() == 500.23D);
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}
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}
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@Test
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public void testAnova() throws Exception {
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String cexpr = "anova(array(1,2,3,5,4,6), array(5,2,3,5,4,6), array(1,2,7,5,4,6))";
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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 out = (Map)tuples.get(0).get("return-value");
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assertEquals((double)out.get("p-value"), 0.788298D, .0001);
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assertEquals((double)out.get("f-ratio"), 0.24169D, .0001);
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}
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@Test
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@Test
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public void testScale() throws Exception {
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public void testScale() throws Exception {
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UpdateRequest updateRequest = new UpdateRequest();
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UpdateRequest updateRequest = new UpdateRequest();
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