SOLR-11400: Add logNormalDistribution Stream Evaluator

This commit is contained in:
Joel Bernstein 2017-09-27 13:52:35 -04:00
parent cc9c867083
commit 6b3447defd
4 changed files with 181 additions and 13 deletions

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@ -29,6 +29,7 @@ import java.util.Iterator;
import java.util.List; import java.util.List;
import java.util.Map; import java.util.Map;
import org.apache.commons.math3.distribution.LogNormalDistribution;
import org.apache.solr.client.solrj.io.ModelCache; import org.apache.solr.client.solrj.io.ModelCache;
import org.apache.solr.client.solrj.io.SolrClientCache; import org.apache.solr.client.solrj.io.SolrClientCache;
import org.apache.solr.client.solrj.io.Tuple; import org.apache.solr.client.solrj.io.Tuple;
@ -303,6 +304,8 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware,
.withFunctionName("constantDistribution", ConstantDistributionEvaluator.class) .withFunctionName("constantDistribution", ConstantDistributionEvaluator.class)
.withFunctionName("weibullDistribution", WeibullDistributionEvaluator.class) .withFunctionName("weibullDistribution", WeibullDistributionEvaluator.class)
.withFunctionName("mean", MeanEvaluator.class) .withFunctionName("mean", MeanEvaluator.class)
.withFunctionName("mode", ModeEvaluator.class)
.withFunctionName("logNormalDistribution", LogNormalDistributionEvaluator.class)
// Boolean Stream Evaluators // Boolean Stream Evaluators

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@ -0,0 +1,48 @@
/*
* 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.Locale;
import org.apache.commons.math3.distribution.LogNormalDistribution;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
public class LogNormalDistributionEvaluator extends RecursiveNumericEvaluator implements TwoValueWorker {
private static final long serialVersionUID = 1;
public LogNormalDistributionEvaluator(StreamExpression expression, StreamFactory factory) throws IOException {
super(expression, factory);
}
@Override
public Object doWork(Object first, Object second) throws IOException{
if(null == first){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - null found for the first value",toExpression(constructingFactory)));
}
if(null == second){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - null found for the second value",toExpression(constructingFactory)));
}
Number shape = (Number)first;
Number scale = (Number)second;
return new LogNormalDistribution(scale.doubleValue(), shape.doubleValue());
}
}

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@ -0,0 +1,64 @@
/*
* 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.ArrayList;
import java.util.List;
import java.util.Locale;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
import org.apache.commons.math3.stat.StatUtils;
public class ModeEvaluator extends RecursiveObjectEvaluator implements OneValueWorker {
protected static final long serialVersionUID = 1L;
public ModeEvaluator(StreamExpression expression, StreamFactory factory) throws IOException{
super(expression, factory);
if(1 != containedEvaluators.size()){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - expecting exactly 1 value but found %d",expression,containedEvaluators.size()));
}
}
@Override
public Object doWork(Object value) throws IOException{
if(null == value){
throw new IOException(String.format(Locale.ROOT, "Unable to find %s(...) because the value is null", constructingFactory.getFunctionName(getClass())));
}
else if(value instanceof List){
List<Number> c = (List<Number>) value;
double[] data = new double[c.size()];
for(int i=0; i< c.size(); i++) {
data[i] = c.get(i).doubleValue();
}
double[] mode = StatUtils.mode(data);
List<Number> l = new ArrayList();
for(double d : mode) {
l.add(d);
}
return l;
}
else{
throw new IOException(String.format(Locale.ROOT, "Unable to find %s(...) because the value is not a collection, instead a %s was found", constructingFactory.getFunctionName(getClass()), value.getClass().getSimpleName()));
}
}
}

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@ -6555,11 +6555,13 @@ public class StreamExpressionTest extends SolrCloudTestCase {
@Test @Test
public void testWeibullDistribution() throws Exception { public void testWeibullDistribution() throws Exception {
String cexpr = "let(echo=true, " + String cexpr = "let(echo=true, " +
"a=percentile(sample(weibullDistribution(1, 10),5000), 50), " + "a=describe(sample(weibullDistribution(.1, 10),10000)), " +
"b=percentile(sample(weibullDistribution(1, 50),5000), 50), " + "b=describe(sample(weibullDistribution(.5, 10),10000)), " +
"c=percentile(sample(weibullDistribution(1, 100),5000), 50)," + "c=describe(sample(weibullDistribution(1, 10),10000))," +
"d=percentile(sample(weibullDistribution(4, 10),5000), 50)," + "d=describe(sample(weibullDistribution(6, 10),10000))," +
"e=percentile(sample(weibullDistribution(8, 10),5000), 50))"; "e=mean(sample(weibullDistribution(1, 10),10000))," +
"f=mean(sample(weibullDistribution(1, 20),10000))," +
"g=mean(sample(weibullDistribution(1, 30),10000)))";
ModifiableSolrParams paramsLoc = new ModifiableSolrParams(); ModifiableSolrParams paramsLoc = new ModifiableSolrParams();
paramsLoc.set("expr", cexpr); paramsLoc.set("expr", cexpr);
@ -6570,17 +6572,68 @@ public class StreamExpressionTest extends SolrCloudTestCase {
solrStream.setStreamContext(context); solrStream.setStreamContext(context);
List<Tuple> tuples = getTuples(solrStream); List<Tuple> tuples = getTuples(solrStream);
assertTrue(tuples.size() == 1); assertTrue(tuples.size() == 1);
Number a = (Number)tuples.get(0).get("a"); Map a = (Map)tuples.get(0).get("a");
Number b = (Number)tuples.get(0).get("b"); Map b = (Map)tuples.get(0).get("b");
Number c = (Number)tuples.get(0).get("c"); Map c = (Map)tuples.get(0).get("c");
Number d = (Number)tuples.get(0).get("d"); Map d = (Map)tuples.get(0).get("d");
Number sa = (Number)a.get("skewness");
Number sb = (Number)b.get("skewness");
Number sc = (Number)c.get("skewness");
Number sd = (Number)d.get("skewness");
//Test shape change
assertTrue(sa.doubleValue() > sb.doubleValue());
assertTrue(sb.doubleValue() > sc.doubleValue());
assertTrue(sc.doubleValue() > sd.doubleValue());
assertTrue(sd.doubleValue() < 0.0);
//Test scale change
Number e = (Number)tuples.get(0).get("e"); Number e = (Number)tuples.get(0).get("e");
assertTrue(a.doubleValue() < b.doubleValue()); Number f = (Number)tuples.get(0).get("f");
assertTrue(b.doubleValue() < c.doubleValue()); Number g = (Number)tuples.get(0).get("g");
assertTrue(a.doubleValue() < d.doubleValue());
assertTrue(d.doubleValue() < e.doubleValue()); assertTrue(e.doubleValue() < f.doubleValue());
assertTrue(f.doubleValue() < g.doubleValue());
} }
@Test
public void testLogNormalDistribution() throws Exception {
String cexpr = "let(echo=true, " +
"a=describe(sample(logNormalDistribution(.1, 0),10000)), " +
"b=describe(sample(logNormalDistribution(.3, 0),10000)), " +
"c=describe(sample(logNormalDistribution(.6, 0),10000))," +
"d=mean(sample(logNormalDistribution(.3, 0),10000)), " +
"e=mean(sample(logNormalDistribution(.3, 2),10000)), " +
")";
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);
Map a = (Map)tuples.get(0).get("a");
Map b = (Map)tuples.get(0).get("b");
Map c = (Map)tuples.get(0).get("c");
Number sa = (Number)a.get("skewness");
Number sb = (Number)b.get("skewness");
Number sc = (Number)c.get("skewness");
assertTrue(sa.doubleValue() < sb.doubleValue());
assertTrue(sb.doubleValue() < sc.doubleValue());
Number d = (Number)tuples.get(0).get("d");
Number e = (Number)tuples.get(0).get("e");
assertTrue(d.doubleValue() < e.doubleValue());
}
@Test @Test
public void testMean() throws Exception { public void testMean() throws Exception {