SOLR-11321: Add ebeAdd, ebeSubtract, ebeDivide, ebeMultiply, dotProduct and cosineSimilarity Stream Evaluators

This commit is contained in:
Joel Bernstein 2017-09-04 18:40:03 -04:00
parent e782082e71
commit 3423ae4b92
8 changed files with 508 additions and 78 deletions

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@ -33,84 +33,7 @@ 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;
import org.apache.solr.client.solrj.io.comp.StreamComparator; import org.apache.solr.client.solrj.io.comp.StreamComparator;
import org.apache.solr.client.solrj.io.eval.AbsoluteValueEvaluator; import org.apache.solr.client.solrj.io.eval.*;
import org.apache.solr.client.solrj.io.eval.AddEvaluator;
import org.apache.solr.client.solrj.io.eval.AndEvaluator;
import org.apache.solr.client.solrj.io.eval.AnovaEvaluator;
import org.apache.solr.client.solrj.io.eval.AppendEvaluator;
import org.apache.solr.client.solrj.io.eval.ArcCosineEvaluator;
import org.apache.solr.client.solrj.io.eval.ArcSineEvaluator;
import org.apache.solr.client.solrj.io.eval.ArcTangentEvaluator;
import org.apache.solr.client.solrj.io.eval.ArrayEvaluator;
import org.apache.solr.client.solrj.io.eval.AscEvaluator;
import org.apache.solr.client.solrj.io.eval.CeilingEvaluator;
import org.apache.solr.client.solrj.io.eval.CoalesceEvaluator;
import org.apache.solr.client.solrj.io.eval.ColumnEvaluator;
import org.apache.solr.client.solrj.io.eval.ConversionEvaluator;
import org.apache.solr.client.solrj.io.eval.ConvolutionEvaluator;
import org.apache.solr.client.solrj.io.eval.CopyOfEvaluator;
import org.apache.solr.client.solrj.io.eval.CopyOfRangeEvaluator;
import org.apache.solr.client.solrj.io.eval.CorrelationEvaluator;
import org.apache.solr.client.solrj.io.eval.CosineEvaluator;
import org.apache.solr.client.solrj.io.eval.CovarianceEvaluator;
import org.apache.solr.client.solrj.io.eval.CubedRootEvaluator;
import org.apache.solr.client.solrj.io.eval.CumulativeProbabilityEvaluator;
import org.apache.solr.client.solrj.io.eval.DescribeEvaluator;
import org.apache.solr.client.solrj.io.eval.DivideEvaluator;
import org.apache.solr.client.solrj.io.eval.EmpiricalDistributionEvaluator;
import org.apache.solr.client.solrj.io.eval.EqualToEvaluator;
import org.apache.solr.client.solrj.io.eval.EuclideanDistanceEvaluator;
import org.apache.solr.client.solrj.io.eval.ExclusiveOrEvaluator;
import org.apache.solr.client.solrj.io.eval.FindDelayEvaluator;
import org.apache.solr.client.solrj.io.eval.FloorEvaluator;
import org.apache.solr.client.solrj.io.eval.GreaterThanEqualToEvaluator;
import org.apache.solr.client.solrj.io.eval.GreaterThanEvaluator;
import org.apache.solr.client.solrj.io.eval.HistogramEvaluator;
import org.apache.solr.client.solrj.io.eval.HyperbolicCosineEvaluator;
import org.apache.solr.client.solrj.io.eval.HyperbolicSineEvaluator;
import org.apache.solr.client.solrj.io.eval.HyperbolicTangentEvaluator;
import org.apache.solr.client.solrj.io.eval.IfThenElseEvaluator;
import org.apache.solr.client.solrj.io.eval.KolmogorovSmirnovEvaluator;
import org.apache.solr.client.solrj.io.eval.LengthEvaluator;
import org.apache.solr.client.solrj.io.eval.LessThanEqualToEvaluator;
import org.apache.solr.client.solrj.io.eval.LessThanEvaluator;
import org.apache.solr.client.solrj.io.eval.ModuloEvaluator;
import org.apache.solr.client.solrj.io.eval.MovingAverageEvaluator;
import org.apache.solr.client.solrj.io.eval.MultiplyEvaluator;
import org.apache.solr.client.solrj.io.eval.NaturalLogEvaluator;
import org.apache.solr.client.solrj.io.eval.NormalDistributionEvaluator;
import org.apache.solr.client.solrj.io.eval.NormalizeEvaluator;
import org.apache.solr.client.solrj.io.eval.NotEvaluator;
import org.apache.solr.client.solrj.io.eval.OrEvaluator;
import org.apache.solr.client.solrj.io.eval.PercentileEvaluator;
import org.apache.solr.client.solrj.io.eval.PowerEvaluator;
import org.apache.solr.client.solrj.io.eval.PredictEvaluator;
import org.apache.solr.client.solrj.io.eval.RankEvaluator;
import org.apache.solr.client.solrj.io.eval.RawValueEvaluator;
import org.apache.solr.client.solrj.io.eval.RegressionEvaluator;
import org.apache.solr.client.solrj.io.eval.ResidualsEvaluator;
import org.apache.solr.client.solrj.io.eval.ReverseEvaluator;
import org.apache.solr.client.solrj.io.eval.RoundEvaluator;
import org.apache.solr.client.solrj.io.eval.SampleEvaluator;
import org.apache.solr.client.solrj.io.eval.ScaleEvaluator;
import org.apache.solr.client.solrj.io.eval.SequenceEvaluator;
import org.apache.solr.client.solrj.io.eval.SineEvaluator;
import org.apache.solr.client.solrj.io.eval.SquareRootEvaluator;
import org.apache.solr.client.solrj.io.eval.SubtractEvaluator;
import org.apache.solr.client.solrj.io.eval.TangentEvaluator;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorDay;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorDayOfQuarter;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorDayOfYear;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorEpoch;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorHour;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorMinute;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorMonth;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorQuarter;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorSecond;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorWeek;
import org.apache.solr.client.solrj.io.eval.TemporalEvaluatorYear;
import org.apache.solr.client.solrj.io.eval.UniformDistributionEvaluator;
import org.apache.solr.client.solrj.io.eval.UuidEvaluator;
import org.apache.solr.client.solrj.io.graph.GatherNodesStream; import org.apache.solr.client.solrj.io.graph.GatherNodesStream;
import org.apache.solr.client.solrj.io.graph.ShortestPathStream; import org.apache.solr.client.solrj.io.graph.ShortestPathStream;
import org.apache.solr.client.solrj.io.ops.ConcatOperation; import org.apache.solr.client.solrj.io.ops.ConcatOperation;
@ -352,6 +275,12 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware,
.withFunctionName("ks", KolmogorovSmirnovEvaluator.class) .withFunctionName("ks", KolmogorovSmirnovEvaluator.class)
.withFunctionName("asc", AscEvaluator.class) .withFunctionName("asc", AscEvaluator.class)
.withFunctionName("cumulativeProbability", CumulativeProbabilityEvaluator.class) .withFunctionName("cumulativeProbability", CumulativeProbabilityEvaluator.class)
.withFunctionName("ebeAdd", EBEAddEvaluator.class)
.withFunctionName("ebeSubtract", EBESubtractEvaluator.class)
.withFunctionName("ebeMultiply", EBEMultiplyEvaluator.class)
.withFunctionName("ebeDivide", EBEDivideEvaluator.class)
.withFunctionName("dotProduct", DotProductEvaluator.class)
.withFunctionName("cosineSimilarity", CosineSimilarityEvaluator.class)
// Boolean Stream Evaluators // Boolean Stream Evaluators
.withFunctionName("and", AndEvaluator.class) .withFunctionName("and", AndEvaluator.class)

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@ -0,0 +1,67 @@
/*
* 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.math.BigDecimal;
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;
public class CosineSimilarityEvaluator extends RecursiveNumericEvaluator implements TwoValueWorker {
protected static final long serialVersionUID = 1L;
public CosineSimilarityEvaluator(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)));
}
if(!(first instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the first value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
if(!(second instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the second value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
double[] d1 = ((List) first).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray();
double[] d2 = ((List) second).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray();
return cosineSimilarity(d1, d2);
}
private double cosineSimilarity(double[] vectorA, double[] vectorB) {
double dotProduct = 0.0;
double normA = 0.0;
double normB = 0.0;
for (int i = 0; i < vectorA.length; i++) {
dotProduct += vectorA[i] * vectorB[i];
normA += Math.pow(vectorA[i], 2);
normB += Math.pow(vectorB[i], 2);
}
return dotProduct / (Math.sqrt(normA) * Math.sqrt(normB));
}
}

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@ -0,0 +1,58 @@
/*
* 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.math.BigDecimal;
import java.util.List;
import java.util.Locale;
import org.apache.commons.math3.linear.RealVector;
import org.apache.commons.math3.linear.ArrayRealVector;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
public class DotProductEvaluator extends RecursiveNumericEvaluator implements TwoValueWorker {
protected static final long serialVersionUID = 1L;
public DotProductEvaluator(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)));
}
if(!(first instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the first value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
if(!(second instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the second value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
RealVector v = new ArrayRealVector(((List) first).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray());
RealVector v2 = new ArrayRealVector(((List) second).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray());
return v.dotProduct(v2);
}
}

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@ -0,0 +1,63 @@
/*
* 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.math.BigDecimal;
import java.util.ArrayList;
import java.util.List;
import java.util.Locale;
import org.apache.commons.math3.util.MathArrays;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
public class EBEAddEvaluator extends RecursiveNumericEvaluator implements TwoValueWorker {
protected static final long serialVersionUID = 1L;
public EBEAddEvaluator(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)));
}
if(!(first instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the first value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
if(!(second instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the second value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
double[] result = MathArrays.ebeAdd(
((List) first).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray(),
((List) second).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray()
);
List<Number> numbers = new ArrayList();
for(double d : result) {
numbers.add(d);
}
return numbers;
}
}

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@ -0,0 +1,63 @@
/*
* 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.math.BigDecimal;
import java.util.ArrayList;
import java.util.List;
import java.util.Locale;
import org.apache.commons.math3.util.MathArrays;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
public class EBEDivideEvaluator extends RecursiveNumericEvaluator implements TwoValueWorker {
protected static final long serialVersionUID = 1L;
public EBEDivideEvaluator(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)));
}
if(!(first instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the first value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
if(!(second instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the second value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
double[] result = MathArrays.ebeDivide(
((List) first).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray(),
((List) second).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray()
);
List<Number> numbers = new ArrayList();
for(double d : result) {
numbers.add(d);
}
return numbers;
}
}

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@ -0,0 +1,63 @@
/*
* 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.math.BigDecimal;
import java.util.ArrayList;
import java.util.List;
import java.util.Locale;
import org.apache.commons.math3.util.MathArrays;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
public class EBEMultiplyEvaluator extends RecursiveNumericEvaluator implements TwoValueWorker {
protected static final long serialVersionUID = 1L;
public EBEMultiplyEvaluator(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)));
}
if(!(first instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the first value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
if(!(second instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the second value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
double[] result = MathArrays.ebeMultiply(
((List) first).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray(),
((List) second).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray()
);
List<Number> numbers = new ArrayList();
for(double d : result) {
numbers.add(d);
}
return numbers;
}
}

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@ -0,0 +1,63 @@
/*
* 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.math.BigDecimal;
import java.util.ArrayList;
import java.util.List;
import java.util.Locale;
import org.apache.commons.math3.util.MathArrays;
import org.apache.solr.client.solrj.io.stream.expr.StreamExpression;
import org.apache.solr.client.solrj.io.stream.expr.StreamFactory;
public class EBESubtractEvaluator extends RecursiveNumericEvaluator implements TwoValueWorker {
protected static final long serialVersionUID = 1L;
public EBESubtractEvaluator(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)));
}
if(!(first instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the first value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
if(!(second instanceof List<?>)){
throw new IOException(String.format(Locale.ROOT,"Invalid expression %s - found type %s for the second value, expecting a list of numbers",toExpression(constructingFactory), first.getClass().getSimpleName()));
}
double[] result = MathArrays.ebeSubtract(
((List) first).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray(),
((List) second).stream().mapToDouble(value -> ((BigDecimal) value).doubleValue()).toArray()
);
List<Number> numbers = new ArrayList();
for(double d : result) {
numbers.add(d);
}
return numbers;
}
}

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@ -6064,6 +6064,130 @@ public class StreamExpressionTest extends SolrCloudTestCase {
} }
} }
@Test
public void testEBESubtract() throws Exception {
String cexpr = "ebeSubtract(array(2,4,6,8,10,12),array(1,2,3,4,5,6))";
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);
List<Number> out = (List<Number>)tuples.get(0).get("return-value");
assertTrue(out.size() == 6);
assertTrue(out.get(0).intValue() == 1);
assertTrue(out.get(1).intValue() == 2);
assertTrue(out.get(2).intValue() == 3);
assertTrue(out.get(3).intValue() == 4);
assertTrue(out.get(4).intValue() == 5);
assertTrue(out.get(5).intValue() == 6);
}
@Test
public void testEBEMultiply() throws Exception {
String cexpr = "ebeMultiply(array(2,4,6,8,10,12),array(1,2,3,4,5,6))";
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);
List<Number> out = (List<Number>)tuples.get(0).get("return-value");
assertTrue(out.size() == 6);
assertTrue(out.get(0).intValue() == 2);
assertTrue(out.get(1).intValue() == 8);
assertTrue(out.get(2).intValue() == 18);
assertTrue(out.get(3).intValue() == 32);
assertTrue(out.get(4).intValue() == 50);
assertTrue(out.get(5).intValue() == 72);
}
@Test
public void testEBEAdd() throws Exception {
String cexpr = "ebeAdd(array(2,4,6,8,10,12),array(1,2,3,4,5,6))";
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);
List<Number> out = (List<Number>)tuples.get(0).get("return-value");
assertTrue(out.size() == 6);
assertTrue(out.get(0).intValue() == 3);
assertTrue(out.get(1).intValue() == 6);
assertTrue(out.get(2).intValue() == 9);
assertTrue(out.get(3).intValue() == 12);
assertTrue(out.get(4).intValue() == 15);
assertTrue(out.get(5).intValue() == 18);
}
@Test
public void testEBEDivide() throws Exception {
String cexpr = "ebeDivide(array(2,4,6,8,10,12),array(1,2,3,4,5,6))";
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);
List<Number> out = (List<Number>)tuples.get(0).get("return-value");
assertTrue(out.size() == 6);
assertTrue(out.get(0).intValue() == 2);
assertTrue(out.get(1).intValue() == 2);
assertTrue(out.get(2).intValue() == 2);
assertTrue(out.get(3).intValue() == 2);
assertTrue(out.get(4).intValue() == 2);
assertTrue(out.get(5).intValue() == 2);
}
@Test
public void testCosineSimilarity() throws Exception {
String cexpr = "cosineSimilarity(array(2,4,6,8),array(1,1,3,4))";
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);
Number cs = (Number)tuples.get(0).get("return-value");
assertTrue(cs.doubleValue() == 0.9838197164968291);
}
@Test
public void testDotProduct() throws Exception {
String cexpr = "dotProduct(array(2,4,6,8,10,12),array(1,2,3,4,5,6))";
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);
Number dotProduct = (Number)tuples.get(0).get("return-value");
assertTrue(dotProduct.doubleValue()== 182);
}
@Test @Test