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Posted to commits@lucene.apache.org by cp...@apache.org on 2017/09/06 09:39:30 UTC

[28/50] lucene-solr:jira/solr-10990: SOLR-11321: Add ebeAdd, ebeSubtract, ebeDivide, ebeMultiply, dotProduct and cosineSimilarity Stream Evaluators

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


Project: http://git-wip-us.apache.org/repos/asf/lucene-solr/repo
Commit: http://git-wip-us.apache.org/repos/asf/lucene-solr/commit/3423ae4b
Tree: http://git-wip-us.apache.org/repos/asf/lucene-solr/tree/3423ae4b
Diff: http://git-wip-us.apache.org/repos/asf/lucene-solr/diff/3423ae4b

Branch: refs/heads/jira/solr-10990
Commit: 3423ae4b920ef51d685c9efc7f2cad390d987b87
Parents: e782082
Author: Joel Bernstein <jb...@apache.org>
Authored: Mon Sep 4 18:40:03 2017 -0400
Committer: Joel Bernstein <jb...@apache.org>
Committed: Mon Sep 4 18:40:03 2017 -0400

----------------------------------------------------------------------
 .../org/apache/solr/handler/StreamHandler.java  |  85 ++-----------
 .../io/eval/CosineSimilarityEvaluator.java      |  67 ++++++++++
 .../solrj/io/eval/DotProductEvaluator.java      |  58 +++++++++
 .../client/solrj/io/eval/EBEAddEvaluator.java   |  63 ++++++++++
 .../solrj/io/eval/EBEDivideEvaluator.java       |  63 ++++++++++
 .../solrj/io/eval/EBEMultiplyEvaluator.java     |  63 ++++++++++
 .../solrj/io/eval/EBESubtractEvaluator.java     |  63 ++++++++++
 .../solrj/io/stream/StreamExpressionTest.java   | 124 +++++++++++++++++++
 8 files changed, 508 insertions(+), 78 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/core/src/java/org/apache/solr/handler/StreamHandler.java
----------------------------------------------------------------------
diff --git a/solr/core/src/java/org/apache/solr/handler/StreamHandler.java b/solr/core/src/java/org/apache/solr/handler/StreamHandler.java
index 8b6a6c0..9613ec3 100644
--- a/solr/core/src/java/org/apache/solr/handler/StreamHandler.java
+++ b/solr/core/src/java/org/apache/solr/handler/StreamHandler.java
@@ -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.Tuple;
 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.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.eval.*;
 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.ops.ConcatOperation;
@@ -352,6 +275,12 @@ public class StreamHandler extends RequestHandlerBase implements SolrCoreAware,
         .withFunctionName("ks", KolmogorovSmirnovEvaluator.class)
         .withFunctionName("asc", AscEvaluator.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
         .withFunctionName("and", AndEvaluator.class)

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/CosineSimilarityEvaluator.java
----------------------------------------------------------------------
diff --git a/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/CosineSimilarityEvaluator.java b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/CosineSimilarityEvaluator.java
new file mode 100644
index 0000000..ea88400
--- /dev/null
+++ b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/CosineSimilarityEvaluator.java
@@ -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));
+  }
+
+}

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/DotProductEvaluator.java
----------------------------------------------------------------------
diff --git a/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/DotProductEvaluator.java b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/DotProductEvaluator.java
new file mode 100644
index 0000000..3133bac
--- /dev/null
+++ b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/DotProductEvaluator.java
@@ -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);
+
+  }
+}

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEAddEvaluator.java
----------------------------------------------------------------------
diff --git a/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEAddEvaluator.java b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEAddEvaluator.java
new file mode 100644
index 0000000..c1eec9b
--- /dev/null
+++ b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEAddEvaluator.java
@@ -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;
+  }
+}

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEDivideEvaluator.java
----------------------------------------------------------------------
diff --git a/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEDivideEvaluator.java b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEDivideEvaluator.java
new file mode 100644
index 0000000..c457f68
--- /dev/null
+++ b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEDivideEvaluator.java
@@ -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;
+  }
+}

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEMultiplyEvaluator.java
----------------------------------------------------------------------
diff --git a/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEMultiplyEvaluator.java b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEMultiplyEvaluator.java
new file mode 100644
index 0000000..b3617cd
--- /dev/null
+++ b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBEMultiplyEvaluator.java
@@ -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;
+  }
+}

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBESubtractEvaluator.java
----------------------------------------------------------------------
diff --git a/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBESubtractEvaluator.java b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBESubtractEvaluator.java
new file mode 100644
index 0000000..2f2f022
--- /dev/null
+++ b/solr/solrj/src/java/org/apache/solr/client/solrj/io/eval/EBESubtractEvaluator.java
@@ -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;
+  }
+}

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/3423ae4b/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java
----------------------------------------------------------------------
diff --git a/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java b/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java
index 670b39d..f831dac 100644
--- a/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java
+++ b/solr/solrj/src/test/org/apache/solr/client/solrj/io/stream/StreamExpressionTest.java
@@ -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