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Posted to commits@lucene.apache.org by dp...@apache.org on 2017/06/28 18:17:37 UTC

[14/20] lucene-solr:master: SOLR-10123: Upgraded the Analytics Component to version 2.0

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/d5963beb/solr/contrib/analytics/src/java/org/apache/solr/analytics/function/mapping/LambdaFunction.java
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diff --git a/solr/contrib/analytics/src/java/org/apache/solr/analytics/function/mapping/LambdaFunction.java b/solr/contrib/analytics/src/java/org/apache/solr/analytics/function/mapping/LambdaFunction.java
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+/*
+ * 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.analytics.function.mapping;
+
+import java.util.function.Consumer;
+import java.util.function.DoubleConsumer;
+import java.util.function.IntConsumer;
+import java.util.function.LongConsumer;
+
+import org.apache.solr.analytics.function.mapping.LambdaFunction.BoolInBoolOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.DoubleInDoubleOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.FloatInFloatOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.IntInIntOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.LongInLongOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.StringInStringOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.TwoBoolInBoolOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.TwoDoubleInDoubleOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.TwoFloatInFloatOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.TwoIntInIntOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.TwoLongInLongOutLambda;
+import org.apache.solr.analytics.function.mapping.LambdaFunction.TwoStringInStringOutLambda;
+import org.apache.solr.analytics.util.function.BooleanConsumer;
+import org.apache.solr.analytics.util.function.FloatConsumer;
+import org.apache.solr.analytics.value.AnalyticsValueStream;
+import org.apache.solr.analytics.value.BooleanValue;
+import org.apache.solr.analytics.value.BooleanValueStream;
+import org.apache.solr.analytics.value.DateValue;
+import org.apache.solr.analytics.value.DateValueStream;
+import org.apache.solr.analytics.value.DoubleValue;
+import org.apache.solr.analytics.value.DoubleValueStream;
+import org.apache.solr.analytics.value.FloatValue;
+import org.apache.solr.analytics.value.FloatValueStream;
+import org.apache.solr.analytics.value.IntValue;
+import org.apache.solr.analytics.value.IntValueStream;
+import org.apache.solr.analytics.value.LongValue;
+import org.apache.solr.analytics.value.LongValueStream;
+import org.apache.solr.analytics.value.StringValue;
+import org.apache.solr.analytics.value.StringValueStream;
+import org.apache.solr.analytics.value.BooleanValue.AbstractBooleanValue;
+import org.apache.solr.analytics.value.BooleanValueStream.AbstractBooleanValueStream;
+import org.apache.solr.analytics.value.DateValue.AbstractDateValue;
+import org.apache.solr.analytics.value.DateValueStream.AbstractDateValueStream;
+import org.apache.solr.analytics.value.DoubleValue.AbstractDoubleValue;
+import org.apache.solr.analytics.value.DoubleValueStream.AbstractDoubleValueStream;
+import org.apache.solr.analytics.value.FloatValue.AbstractFloatValue;
+import org.apache.solr.analytics.value.FloatValueStream.AbstractFloatValueStream;
+import org.apache.solr.analytics.value.IntValue.AbstractIntValue;
+import org.apache.solr.analytics.value.IntValueStream.AbstractIntValueStream;
+import org.apache.solr.analytics.value.LongValue.AbstractLongValue;
+import org.apache.solr.analytics.value.LongValueStream.AbstractLongValueStream;
+import org.apache.solr.analytics.value.StringValue.AbstractStringValue;
+import org.apache.solr.analytics.value.StringValueStream.AbstractStringValueStream;
+import org.apache.solr.common.SolrException;
+import org.apache.solr.common.SolrException.ErrorCode;
+
+/**
+ * Lambda Functions are used to easily create basic mapping functions.
+ * <p>
+ * There are lambda functions for all types: boolean, int, long, float, double, date and string.
+ * Lambda functions must have parameters of all the same type, which will be the same type as the returned Value or ValueStream.
+ * <p>
+ * The types of functions that are accepted are: (multi = multi-valued expression, single = single-valued expression)
+ * <ul>
+ * <li> {@code func(single) -> single}
+ * <li> {@code func(multi) -> multi}
+ * <li> {@code func(single,single) -> single}
+ * <li> {@code func(multi,single) -> multi}
+ * <li> {@code func(single,multi) -> multi}
+ * <li> {@code func(multi) -> single}
+ * <li> {@code func(single,single,...) -> single}
+ * (You can also specify whether all parameters must exist, or at least one must exist for the returned value to exist)
+ * </ul>
+ * <p>
+ * NOTE: The combination of name and parameters MUST be unique for an expression.
+ * <br>
+ * For example consider if {@code join(fieldA, ',')} and {@code join(fieldA, ';')} are both called. If the JoinFunction uses:
+ * <br>
+ * {@code LambdaFunction.createStringLambdaFunction("join", (a,b) -> a + sep + b, (StringValueStream)params[0])}
+ * <br>
+ * then both the name "join" and single parameter fieldA will be used for two DIFFERENT expressions.
+ * This does not meet the uniqueness requirmenet and will break the query.
+ * <br>
+ * A solution to this is to name the function using the missing information:
+ * <br>
+ * {@code LambdaFunction.createStringLambdaFunction("join(" + sep + ")", (a,b) -> a + sep + b, (StringValueStream)params[0])}
+ * <br>
+ * Therefore both expressions will have fieldA as the only parameter, but the names {@code "join(,)"} and {@code "join(;)"} will be different.
+ * This meets the uniqueness requirement for lambda functions.
+ */
+public class LambdaFunction {
+  private static final boolean defaultMultiExistsMethod = true;
+  
+  /* *********************
+   * 
+   *  Boolean Functions
+   * 
+   * *********************/
+  
+  /**
+   * Creates a function that takes in either a single or multi valued boolean expression and returns the same type of expression with
+   * the given lambda function applied to every value.
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (boolean) -> boolean}
+   * @param param the expression to apply the lambda to
+   * @return an expression the same type as was given with the lambda applied
+   */
+  public static BooleanValueStream createBooleanLambdaFunction(String name, BoolInBoolOutLambda lambda, BooleanValueStream param) {
+    if (param instanceof BooleanValue) {
+      return new BooleanValueInBooleanValueOutFunction(name,lambda,(BooleanValue)param);
+    } else {
+      return new BooleanStreamInBooleanStreamOutFunction(name,lambda,param);
+    }
+  }
+  /**
+   * Creates a function that takes in a multi-valued boolean expression and returns a single-valued boolean expression.
+   * The given lambda is used to associatively (order not guaranteed) reduce all values for a document down to a single value. 
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param param the expression to be reduced per-document
+   * @return a single-valued expression which has been reduced for every document
+   */
+  public static BooleanValue createBooleanLambdaFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValueStream param) {
+    return new BooleanStreamInBooleanValueOutFunction(name,lambda,param);
+  }
+  /**
+   * Creates a function that maps two booleans to a single boolean.
+   * This can take the following shapes:
+   * <ul>
+   * <li> Taking in two single-valued expressions and returning a single-valued expression which represents the lambda combination of the inputs.
+   * <li> Taking in a single-valued expression and a multi-valued expression and returning a multi-valued expression which
+   * represents the lambda combination of the single-value input with each of the values of the multi-value input.
+   * <br>
+   * The inputs can be either {@code func(single,multi)} or {@code func(multi,single)}.
+   * </ul>
+   * <p>
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (boolean,boolean) -> boolean}
+   * @param param1 the first parameter in the lambda
+   * @param param2 the second parameter in the lambda
+   * @return a single or multi valued expression combining the two parameters with the given lambda
+   * @throws SolrException if neither parameter is single-valued
+   */
+  public static BooleanValueStream createBooleanLambdaFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValueStream param1, BooleanValueStream param2) throws SolrException {
+    if (param1 instanceof BooleanValue && param2 instanceof BooleanValue) {
+      return new TwoBooleanValueInBooleanValueOutFunction(name,lambda,(BooleanValue)param1,(BooleanValue)param2);
+    } else if (param1 instanceof BooleanValue) {
+      return new BooleanValueBooleanStreamInBooleanStreamOutFunction(name,lambda,(BooleanValue)param1,param2);
+    } else if (param2 instanceof BooleanValue) {
+      return new BooleanStreamBooleanValueInBooleanStreamOutFunction(name,lambda,param1,(BooleanValue)param2);
+    } else {
+      throw new SolrException(ErrorCode.BAD_REQUEST,"The "+name+" function requires at least 1 single-valued parameter.");
+    }
+  }
+  /**
+   * Forwards the creation of the function to {@link #createBooleanLambdaFunction(String, TwoBoolInBoolOutLambda, BooleanValue[], boolean)},
+   * using {@value #defaultMultiExistsMethod} for the last argument ({@code allMustExist}).
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static BooleanValue createBooleanLambdaFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValue[] params) {
+    return createBooleanLambdaFunction(name,lambda,params,defaultMultiExistsMethod);
+  }
+  /**
+   * Creates a function that associatively (order is guaranteed) reduces multiple
+   * single-value boolean expressions into a single-value boolean expression for each document.
+   * <br>
+   * For a document, every parameter's value must exist for the resulting value to exist if {@code allMustExist} is true.
+   * If {@code allMustExist} is false, only one of the parameters' values must exist.
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @param allMustExist whether all parameters are required to exist
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static BooleanValue createBooleanLambdaFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValue[] params, boolean allMustExist) {
+    if (allMustExist) {
+      return new MultiBooleanValueInBooleanValueOutRequireAllFunction(name,lambda,params);
+    } else {
+      return new MultiBooleanValueInBooleanValueOutRequireOneFunction(name,lambda,params);
+    }
+  }
+  
+  /* *********************
+   * 
+   *  Integer Functions
+   * 
+   * *********************/
+  
+  /**
+   * Creates a function that takes in either a single or multi valued integer expression and returns the same type of expression with
+   * the given lambda function applied to every value.
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (integer) -> integer}
+   * @param param the expression to apply the lambda to
+   * @return an expression the same type as was given with the lambda applied
+   */
+  public static IntValueStream createIntLambdaFunction(String name, IntInIntOutLambda lambda, IntValueStream param) {
+    if (param instanceof IntValue) {
+      return new IntValueInIntValueOutFunction(name,lambda,(IntValue)param);
+    } else {
+      return new IntStreamInIntStreamOutFunction(name,lambda,param);
+    }
+  }
+  /**
+   * Creates a function that takes in a multi-valued integer expression and returns a single-valued integer expression.
+   * The given lambda is used to associatively (order not guaranteed) reduce all values for a document down to a single value. 
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (integer, integer) -> integer}
+   * @param param the expression to be reduced per-document
+   * @return a single-valued expression which has been reduced for every document
+   */
+  public static IntValue createIntLambdaFunction(String name, TwoIntInIntOutLambda lambda, IntValueStream param) {
+    return new IntStreamInIntValueOutFunction(name,lambda,param);
+  }
+  /**
+   * Creates a function that maps two integers to a single integer.
+   * This can take the following shapes:
+   * <ul>
+   * <li> Taking in two single-valued expressions and returning a single-valued expression which represents the lambda combination of the inputs.
+   * <li> Taking in a single-valued expression and a multi-valued expression and returning a multi-valued expression which
+   * represents the lambda combination of the single-value input with each of the values of the multi-value input.
+   * <br>
+   * The inputs can be either {@code func(single,multi)} or {@code func(multi,single)}.
+   * </ul>
+   * <p>
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (integer,integer) -> integer}
+   * @param param1 the first parameter in the lambda
+   * @param param2 the second parameter in the lambda
+   * @return a single or multi valued expression combining the two parameters with the given lambda
+   * @throws SolrException if neither parameter is single-valued
+   */
+  public static IntValueStream createIntLambdaFunction(String name, TwoIntInIntOutLambda lambda, IntValueStream param1, IntValueStream param2) throws SolrException {
+    if (param1 instanceof IntValue && param2 instanceof IntValue) {
+      return new TwoIntValueInIntValueOutFunction(name,lambda,(IntValue)param1,(IntValue)param2);
+    } else if (param1 instanceof IntValue) {
+      return new IntValueIntStreamInIntStreamOutFunction(name,lambda,(IntValue)param1,param2);
+    } else if (param2 instanceof IntValue) {
+      return new IntStreamIntValueInIntStreamOutFunction(name,lambda,param1,(IntValue)param2);
+    } else {
+      throw new SolrException(ErrorCode.BAD_REQUEST,"The "+name+" function requires at least 1 single-valued parameter.");
+    }
+  }
+  /**
+   * Forwards the creation of the function to {@link #createIntLambdaFunction(String, TwoIntInIntOutLambda, IntValue[], boolean)},
+   * using {@value #defaultMultiExistsMethod} for the last argument ({@code allMustExist}).
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static IntValue createIntLambdaFunction(String name, TwoIntInIntOutLambda lambda, IntValue[] params) {
+    return createIntLambdaFunction(name,lambda,params,defaultMultiExistsMethod);
+  }
+  /**
+   * Creates a function that associatively (order is guaranteed) reduces multiple
+   * single-value integer expressions into a single-value integer expression for each document.
+   * <br>
+   * For a document, every parameter's value must exist for the resulting value to exist if {@code allMustExist} is true.
+   * If {@code allMustExist} is false, only one of the parameters' values must exist.
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (integer, integer) -> integer}
+   * @param params the expressions to reduce
+   * @param allMustExist whether all parameters are required to exist
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static IntValue createIntLambdaFunction(String name, TwoIntInIntOutLambda lambda, IntValue[] params, boolean allMustExist) {
+    if (allMustExist) {
+      return new MultiIntValueInIntValueOutRequireAllFunction(name,lambda,params);
+    } else {
+      return new MultiIntValueInIntValueOutRequireOneFunction(name,lambda,params);
+    }
+  }
+  
+  /* *********************
+   * 
+   *  Long Functions
+   * 
+   * *********************/
+  
+  /**
+   * Creates a function that takes in either a single or multi valued long expression and returns the same type of expression with
+   * the given lambda function applied to every value.
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (long) -> long}
+   * @param param the expression to apply the lambda to
+   * @return an expression the same type as was given with the lambda applied
+   */
+  public static LongValueStream createLongLambdaFunction(String name, LongInLongOutLambda lambda, LongValueStream param) {
+    if (param instanceof LongValue) {
+      return new LongValueInLongValueOutFunction(name,lambda,(LongValue)param);
+    } else {
+      return new LongStreamInLongStreamOutFunction(name,lambda,param);
+    }
+  }
+  /**
+   * Creates a function that takes in a multi-valued long expression and returns a single-valued long expression.
+   * The given lambda is used to associatively (order not guaranteed) reduce all values for a document down to a single value. 
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param param the expression to be reduced per-document
+   * @return a single-valued expression which has been reduced for every document
+   */
+  public static LongValue createLongLambdaFunction(String name, TwoLongInLongOutLambda lambda, LongValueStream param) {
+    return new LongStreamInLongValueOutFunction(name,lambda,param);
+  }
+  /**
+   * Creates a function that maps two longs to a single long.
+   * This can take the following shapes:
+   * <ul>
+   * <li> Taking in two single-valued expressions and returning a single-valued expression which represents the lambda combination of the inputs.
+   * <li> Taking in a single-valued expression and a multi-valued expression and returning a multi-valued expression which
+   * represents the lambda combination of the single-value input with each of the values of the multi-value input.
+   * <br>
+   * The inputs can be either {@code func(single,multi)} or {@code func(multi,single)}.
+   * </ul>
+   * <p>
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (long,long) -> long}
+   * @param param1 the first parameter in the lambda
+   * @param param2 the second parameter in the lambda
+   * @return a single or multi valued expression combining the two parameters with the given lambda
+   * @throws SolrException if neither parameter is single-valued
+   */
+  public static LongValueStream createLongLambdaFunction(String name, TwoLongInLongOutLambda lambda, LongValueStream param1, LongValueStream param2) throws SolrException {
+    if (param1 instanceof LongValue && param2 instanceof LongValue) {
+      return new TwoLongValueInLongValueOutFunction(name,lambda,(LongValue)param1,(LongValue)param2);
+    } else if (param1 instanceof LongValue) {
+      return new LongValueLongStreamInLongStreamOutFunction(name,lambda,(LongValue)param1,param2);
+    } else if (param2 instanceof LongValue) {
+      return new LongStreamLongValueInLongStreamOutFunction(name,lambda,param1,(LongValue)param2);
+    } else {
+      throw new SolrException(ErrorCode.BAD_REQUEST,"The "+name+" function requires at least 1 single-valued parameter.");
+    }
+  }
+  /**
+   * Forwards the creation of the function to {@link #createLongLambdaFunction(String, TwoLongInLongOutLambda, LongValue[], boolean)},
+   * using {@value #defaultMultiExistsMethod} for the last argument ({@code allMustExist}).
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static LongValue createLongLambdaFunction(String name, TwoLongInLongOutLambda lambda, LongValue[] params) {
+    return createLongLambdaFunction(name,lambda,params,defaultMultiExistsMethod);
+  }
+  /**
+   * Creates a function that associatively (order is guaranteed) reduces multiple
+   * single-value long expressions into a single-value long expression for each document.
+   * <br>
+   * For a document, every parameter's value must exist for the resulting value to exist if {@code allMustExist} is true.
+   * If {@code allMustExist} is false, only one of the parameters' values must exist.
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (long, long) -> long}
+   * @param params the expressions to reduce
+   * @param allMustExist whether all parameters are required to exist
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static LongValue createLongLambdaFunction(String name, TwoLongInLongOutLambda lambda, LongValue[] params, boolean allMustExist) {
+    if (allMustExist) {
+      return new MultiLongValueInLongValueOutRequireAllFunction(name,lambda,params);
+    } else {
+      return new MultiLongValueInLongValueOutRequireOneFunction(name,lambda,params);
+    }
+  }
+  
+  /* *********************
+   * 
+   *  Float Functions
+   * 
+   * *********************/
+  
+  /**
+   * Creates a function that takes in either a single or multi valued float expression and returns the same type of expression with
+   * the given lambda function applied to every value.
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (float) -> float}
+   * @param param the expression to apply the lambda to
+   * @return an expression the same type as was given with the lambda applied
+   */
+  public static FloatValueStream createFloatLambdaFunction(String name, FloatInFloatOutLambda lambda, FloatValueStream param) {
+    if (param instanceof FloatValue) {
+      return new FloatValueInFloatValueOutFunction(name,lambda,(FloatValue)param);
+    } else {
+      return new FloatStreamInFloatStreamOutFunction(name,lambda,param);
+    }
+  }
+  /**
+   * Creates a function that takes in a multi-valued float expression and returns a single-valued float expression.
+   * The given lambda is used to associatively (order not guaranteed) reduce all values for a document down to a single value. 
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (float, float) -> float}
+   * @param param the expression to be reduced per-document
+   * @return a single-valued expression which has been reduced for every document
+   */
+  public static FloatValue createFloatLambdaFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValueStream param) {
+    return new FloatStreamInFloatValueOutFunction(name,lambda,param);
+  }
+  /**
+   * Creates a function that maps two floats to a single float.
+   * This can take the following shapes:
+   * <ul>
+   * <li> Taking in two single-valued expressions and returning a single-valued expression which represents the lambda combination of the inputs.
+   * <li> Taking in a single-valued expression and a multi-valued expression and returning a multi-valued expression which
+   * represents the lambda combination of the single-value input with each of the values of the multi-value input.
+   * <br>
+   * The inputs can be either {@code func(single,multi)} or {@code func(multi,single)}.
+   * </ul>
+   * <p>
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (float,float) -> float}
+   * @param param1 the first parameter in the lambda
+   * @param param2 the second parameter in the lambda
+   * @return a single or multi valued expression combining the two parameters with the given lambda
+   * @throws SolrException if neither parameter is single-valued
+   */
+  public static FloatValueStream createFloatLambdaFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValueStream param1, FloatValueStream param2) throws SolrException {
+    if (param1 instanceof FloatValue && param2 instanceof FloatValue) {
+      return new TwoFloatValueInFloatValueOutFunction(name,lambda,(FloatValue)param1,(FloatValue)param2);
+    } else if (param1 instanceof FloatValue) {
+      return new FloatValueFloatStreamInFloatStreamOutFunction(name,lambda,(FloatValue)param1,param2);
+    } else if (param2 instanceof FloatValue) {
+      return new FloatStreamFloatValueInFloatStreamOutFunction(name,lambda,param1,(FloatValue)param2);
+    } else {
+      throw new SolrException(ErrorCode.BAD_REQUEST,"The "+name+" function requires at least 1 single-valued parameter.");
+    }
+  }
+  /**
+   * Forwards the creation of the function to {@link #createFloatLambdaFunction(String, TwoFloatInFloatOutLambda, FloatValue[], boolean)},
+   * using {@value #defaultMultiExistsMethod} for the last argument ({@code allMustExist}).
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static FloatValue createFloatLambdaFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValue[] params) {
+    return createFloatLambdaFunction(name,lambda,params,defaultMultiExistsMethod);
+  }
+  /**
+   * Creates a function that associatively (order is guaranteed) reduces multiple
+   * single-value float expressions into a single-value float expression for each document.
+   * <br>
+   * For a document, every parameter's value must exist for the resulting value to exist if {@code allMustExist} is true.
+   * If {@code allMustExist} is false, only one of the parameters' values must exist.
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (float, float) -> float}
+   * @param params the expressions to reduce
+   * @param allMustExist whether all parameters are required to exist
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static FloatValue createFloatLambdaFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValue[] params, boolean allMustExist) {
+    if (allMustExist) {
+      return new MultiFloatValueInFloatValueOutRequireAllFunction(name,lambda,params);
+    } else {
+      return new MultiFloatValueInFloatValueOutRequireOneFunction(name,lambda,params);
+    }
+  }
+  
+  /* *********************
+   * 
+   *  Double Functions
+   * 
+   * *********************/
+  
+  /**
+   * Creates a function that takes in either a single or multi valued double expression and returns the same type of expression with
+   * the given lambda function applied to every value.
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (double) -> double}
+   * @param param the expression to apply the lambda to
+   * @return an expression the same type as was given with the lambda applied
+   */
+  public static DoubleValueStream createDoubleLambdaFunction(String name, DoubleInDoubleOutLambda lambda, DoubleValueStream param) {
+    if (param instanceof DoubleValue) {
+      return new DoubleValueInDoubleValueOutFunction(name,lambda,(DoubleValue)param);
+    } else {
+      return new DoubleStreamInDoubleStreamOutFunction(name,lambda,param);
+    }
+  }
+  /**
+   * Creates a function that takes in a multi-valued double expression and returns a single-valued double expression.
+   * The given lambda is used to associatively (order not guaranteed) reduce all values for a document down to a single value. 
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (double, double) -> double}
+   * @param param the expression to be reduced per-document
+   * @return a single-valued expression which has been reduced for every document
+   */
+  public static DoubleValue createDoubleLambdaFunction(String name, TwoDoubleInDoubleOutLambda lambda, DoubleValueStream param) {
+    return new DoubleStreamInDoubleValueOutFunction(name,lambda,param);
+  }
+  /**
+   * Creates a function that maps two doubles to a single double.
+   * This can take the following shapes:
+   * <ul>
+   * <li> Taking in two single-valued expressions and returning a single-valued expression which represents the lambda combination of the inputs.
+   * <li> Taking in a single-valued expression and a multi-valued expression and returning a multi-valued expression which
+   * represents the lambda combination of the single-value input with each of the values of the multi-value input.
+   * <br>
+   * The inputs can be either {@code func(single,multi)} or {@code func(multi,single)}.
+   * </ul>
+   * <p>
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (double,double) -> double}
+   * @param param1 the first parameter in the lambda
+   * @param param2 the second parameter in the lambda
+   * @return a single or multi valued expression combining the two parameters with the given lambda
+   * @throws SolrException if neither parameter is single-valued
+   */
+  public static DoubleValueStream createDoubleLambdaFunction(String name, TwoDoubleInDoubleOutLambda lambda, DoubleValueStream param1, DoubleValueStream param2) throws SolrException {
+    if (param1 instanceof DoubleValue && param2 instanceof DoubleValue) {
+      return new TwoDoubleValueInDoubleValueOutFunction(name,lambda,(DoubleValue)param1,(DoubleValue)param2);
+    } else if (param1 instanceof DoubleValue) {
+      return new DoubleValueDoubleStreamInDoubleStreamOutFunction(name,lambda,(DoubleValue)param1,param2);
+    } else if (param2 instanceof DoubleValue) {
+      return new DoubleStreamDoubleValueInDoubleStreamOutFunction(name,lambda,param1,(DoubleValue)param2);
+    } else {
+      throw new SolrException(ErrorCode.BAD_REQUEST,"The "+name+" function requires at least 1 single-valued parameter.");
+    }
+  }
+  /**
+   * Forwards the creation of the function to {@link #createDoubleLambdaFunction(String, TwoDoubleInDoubleOutLambda, DoubleValue[], boolean)},
+   * using {@value #defaultMultiExistsMethod} for the last argument ({@code allMustExist}).
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static DoubleValue createDoubleLambdaFunction(String name, TwoDoubleInDoubleOutLambda lambda, DoubleValue[] params) {
+    return createDoubleLambdaFunction(name,lambda,params,defaultMultiExistsMethod);
+  }
+  /**
+   * Creates a function that associatively (order is guaranteed) reduces multiple
+   * single-value double expressions into a single-value double expression for each document.
+   * <br>
+   * For a document, every parameter's value must exist for the resulting value to exist if {@code allMustExist} is true.
+   * If {@code allMustExist} is false, only one of the parameters' values must exist.
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (double, double) -> double}
+   * @param params the expressions to reduce
+   * @param allMustExist whether all parameters are required to exist
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static DoubleValue createDoubleLambdaFunction(String name, TwoDoubleInDoubleOutLambda lambda, DoubleValue[] params, boolean allMustExist) {
+    if (allMustExist) {
+      return new MultiDoubleValueInDoubleValueOutRequireAllFunction(name,lambda,params);
+    } else {
+      return new MultiDoubleValueInDoubleValueOutRequireOneFunction(name,lambda,params);
+    }
+  }
+  
+  /* *********************
+   * 
+   *  Date Functions
+   * 
+   * *********************/
+  
+  /**
+   * Creates a function that takes in either a single or multi valued date expression and returns the same type of expression with
+   * the given lambda function applied to every value. 
+   * 
+   * <p>
+   * NOTE: The lambda must work on longs, not Date objects
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (long) -> long}
+   * @param param the expression to apply the lambda to
+   * @return an expression the same type as was given with the lambda applied
+   */
+  public static DateValueStream createDateLambdaFunction(String name, LongInLongOutLambda lambda, DateValueStream param) {
+    if (param instanceof DateValue) {
+      return new DateValueInDateValueOutFunction(name,lambda,(DateValue)param);
+    } else {
+      return new DateStreamInDateStreamOutFunction(name,lambda,param);
+    }
+  }
+  /**
+   * Creates a function that takes in a multi-valued date expression and returns a single-valued date expression.
+   * The given lambda is used to associatively (order not guaranteed) reduce all values for a document down to a single value. 
+   * 
+   * <p>
+   * NOTE: The lambda must work on longs, not Date objects
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (long, long) -> long}
+   * @param param the expression to be reduced per-document
+   * @return a single-valued expression which has been reduced for every document
+   */
+  public static DateValue createDateLambdaFunction(String name, TwoLongInLongOutLambda lambda, DateValueStream param) {
+    return new DateStreamInDateValueOutFunction(name,lambda,param);
+  }
+  /**
+   * Creates a function that maps two dates to a single date.
+   * This can take the following shapes:
+   * <ul>
+   * <li> Taking in two single-valued expressions and returning a single-valued expression which represents the lambda combination of the inputs.
+   * <li> Taking in a single-valued expression and a multi-valued expression and returning a multi-valued expression which
+   * represents the lambda combination of the single-value input with each of the values of the multi-value input.
+   * <br>
+   * The inputs can be either {@code func(single,multi)} or {@code func(multi,single)}.
+   * </ul>
+   * 
+   * <p>
+   * NOTE: The lambda must work on longs, not Date objects
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (long,long) -> long}
+   * @param param1 the first parameter in the lambda
+   * @param param2 the second parameter in the lambda
+   * @return a single or multi valued expression combining the two parameters with the given lambda
+   * @throws SolrException if neither parameter is single-valued
+   */
+  public static DateValueStream createDateLambdaFunction(String name, TwoLongInLongOutLambda lambda, DateValueStream param1, DateValueStream param2) throws SolrException {
+    if (param1 instanceof DateValue && param2 instanceof DateValue) {
+      return new TwoDateValueInDateValueOutFunction(name,lambda,(DateValue)param1,(DateValue)param2);
+    } else if (param1 instanceof DateValue) {
+      return new DateValueDateStreamInDateStreamOutFunction(name,lambda,(DateValue)param1,param2);
+    } else if (param2 instanceof DateValue) {
+      return new DateStreamDateValueInDateStreamOutFunction(name,lambda,param1,(DateValue)param2);
+    } else {
+      throw new SolrException(ErrorCode.BAD_REQUEST,"The "+name+" function requires at least 1 single-valued parameter.");
+    }
+  }
+  /**
+   * Forwards the creation of the function to {@link #createDateLambdaFunction(String, TwoLongInLongOutLambda, DateValue[], boolean)},
+   * using {@value #defaultMultiExistsMethod} for the last argument ({@code allMustExist}).
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static DateValue createDateLambdaFunction(String name, TwoLongInLongOutLambda lambda, DateValue[] params) {
+    return createDateLambdaFunction(name,lambda,params,defaultMultiExistsMethod);
+  }
+  /**
+   * Creates a function that associatively (order is guaranteed) reduces multiple
+   * single-value date expressions into a single-value date expression for each document.
+   * <br>
+   * For a document, every parameter's value must exist for the resulting value to exist if {@code allMustExist} is true.
+   * If {@code allMustExist} is false, only one of the parameters' values must exist.
+   * 
+   * <p>
+   * NOTE: The lambda must work on longs, not Date objects
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (long, long) -> long}
+   * @param params the expressions to reduce
+   * @param allMustExist whether all parameters are required to exist
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static DateValue createDateLambdaFunction(String name, TwoLongInLongOutLambda lambda, DateValue[] params, boolean allMustExist) {
+    if (allMustExist) {
+      return new MultiDateValueInDateValueOutRequireAllFunction(name,lambda,params);
+    } else {
+      return new MultiDateValueInDateValueOutRequireOneFunction(name,lambda,params);
+    }
+  }
+  
+  /* *********************
+   * 
+   *  String Functions
+   * 
+   * *********************/
+  
+  /**
+   * Creates a function that takes in either a single or multi valued string expression and returns the same type of expression with
+   * the given lambda function applied to every value.
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (String) -> String}
+   * @param param the expression to apply the lambda to
+   * @return an expression the same type as was given with the lambda applied
+   */
+  public static StringValueStream createStringLambdaFunction(String name, StringInStringOutLambda lambda, StringValueStream param) {
+    if (param instanceof StringValue) {
+      return new StringValueInStringValueOutFunction(name,lambda,(StringValue)param);
+    } else {
+      return new StringStreamInStringStreamOutFunction(name,lambda,param);
+    }
+  }
+  /**
+   * Creates a function that takes in a multi-valued string expression and returns a single-valued string expression.
+   * The given lambda is used to associatively (order not guaranteed) reduce all values for a document down to a single value. 
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (String, String) -> String}
+   * @param param the expression to be reduced per-document
+   * @return a single-valued expression which has been reduced for every document
+   */
+  public static StringValue createStringLambdaFunction(String name, TwoStringInStringOutLambda lambda, StringValueStream param) {
+    return new StringStreamInStringValueOutFunction(name,lambda,param);
+  }
+  /**
+   * Creates a function that maps two strings to a single string.
+   * This can take the following shapes:
+   * <ul>
+   * <li> Taking in two single-valued expressions and returning a single-valued expression which represents the lambda combination of the inputs.
+   * <li> Taking in a single-valued expression and a multi-valued expression and returning a multi-valued expression which
+   * represents the lambda combination of the single-value input with each of the values of the multi-value input.
+   * <br>
+   * The inputs can be either {@code func(single,multi)} or {@code func(multi,single)}.
+   * </ul>
+   * <p>
+   * 
+   * @param name name for the function
+   * @param lambda the function to be applied to every value: {@code (String,String) -> String}
+   * @param param1 the first parameter in the lambda
+   * @param param2 the second parameter in the lambda
+   * @return a single or multi valued expression combining the two parameters with the given lambda
+   * @throws SolrException if neither parameter is single-valued
+   */
+  public static StringValueStream createStringLambdaFunction(String name, TwoStringInStringOutLambda lambda, StringValueStream param1, StringValueStream param2) throws SolrException {
+    if (param1 instanceof StringValue && param2 instanceof StringValue) {
+      return new TwoStringValueInStringValueOutFunction(name,lambda,(StringValue)param1,(StringValue)param2);
+    } else if (param1 instanceof StringValue) {
+      return new StringValueStringStreamInStringStreamOutFunction(name,lambda,(StringValue)param1,param2);
+    } else if (param2 instanceof StringValue) {
+      return new StringStreamStringValueInStringStreamOutFunction(name,lambda,param1,(StringValue)param2);
+    } else {
+      throw new SolrException(ErrorCode.BAD_REQUEST,"The "+name+" function requires at least 1 single-valued parameter.");
+    }
+  }
+  /**
+   * Forwards the creation of the function to {@link #createStringLambdaFunction(String, TwoStringInStringOutLambda, StringValue[], boolean)},
+   * using {@value #defaultMultiExistsMethod} for the last argument ({@code allMustExist}).
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (boolean, boolean) -> boolean}
+   * @param params the expressions to reduce
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static StringValue createStringLambdaFunction(String name, TwoStringInStringOutLambda lambda, StringValue[] params) {
+    return createStringLambdaFunction(name,lambda,params,defaultMultiExistsMethod);
+  }
+  /**
+   * Creates a function that associatively (order is guaranteed) reduces multiple
+   * single-value string expressions into a single-value string expression for each document.
+   * <br>
+   * For a document, every parameter's value must exist for the resulting value to exist if {@code allMustExist} is true.
+   * If {@code allMustExist} is false, only one of the parameters' values must exist.
+   * 
+   * @param name name for the function
+   * @param lambda the associative function used to reduce the values: {@code (String, String) -> String}
+   * @param params the expressions to reduce
+   * @param allMustExist whether all parameters are required to exist
+   * @return a single-value expression that reduces the parameters with the given lambda
+   */
+  public static StringValue createStringLambdaFunction(String name, TwoStringInStringOutLambda lambda, StringValue[] params, boolean allMustExist) {
+    if (allMustExist) {
+      return new MultiStringValueInStringValueOutRequireAllFunction(name,lambda,params);
+    } else {
+      return new MultiStringValueInStringValueOutRequireOneFunction(name,lambda,params);
+    }
+  }
+  
+
+  /*
+   * Single Parameter
+   */
+  // Boolean Out
+  @FunctionalInterface
+  public static interface BoolInBoolOutLambda   { boolean apply(boolean a); }
+  @FunctionalInterface
+  public static interface IntInBoolOutLambda    { boolean apply(int     a); }
+  @FunctionalInterface
+  public static interface LongInBoolOutLambda   { boolean apply(long    a); }
+  @FunctionalInterface
+  public static interface FloatInBoolOutLambda  { boolean apply(float   a); }
+  @FunctionalInterface
+  public static interface DoubleInBoolOutLambda { boolean apply(double  a); }
+  @FunctionalInterface
+  public static interface StringInBoolOutLambda { boolean apply(double  a); }
+  // Int Out
+  @FunctionalInterface
+  public static interface BoolInIntOutLambda   { int apply(boolean a); }
+  @FunctionalInterface
+  public static interface IntInIntOutLambda    { int apply(int     a); }
+  @FunctionalInterface
+  public static interface LongInIntOutLambda   { int apply(long    a); }
+  @FunctionalInterface
+  public static interface FloatInIntOutLambda  { int apply(float   a); }
+  @FunctionalInterface
+  public static interface DoubleInIntOutLambda { int apply(double  a); }
+  @FunctionalInterface
+  public static interface StringInIntOutLambda { int apply(double  a); }
+  // Long Out
+  @FunctionalInterface
+  public static interface BoolInLongOutLambda   { long apply(boolean a); }
+  @FunctionalInterface
+  public static interface IntInLongOutLambda    { long apply(int     a); }
+  @FunctionalInterface
+  public static interface LongInLongOutLambda   { long apply(long    a); }
+  @FunctionalInterface
+  public static interface FloatInLongOutLambda  { long apply(float   a); }
+  @FunctionalInterface
+  public static interface DoubleInLongOutLambda { long apply(double  a); }
+  @FunctionalInterface
+  public static interface StringInLongOutLambda { long apply(double  a); }
+  // Float Out
+  @FunctionalInterface
+  public static interface BoolInFloatOutLambda   { float apply(boolean a); }
+  @FunctionalInterface
+  public static interface IntInFloatOutLambda    { float apply(int     a); }
+  @FunctionalInterface
+  public static interface LongInFloatOutLambda   { float apply(long    a); }
+  @FunctionalInterface
+  public static interface FloatInFloatOutLambda  { float apply(float   a); }
+  @FunctionalInterface
+  public static interface DoubleInFloatOutLambda { float apply(double  a); }
+  @FunctionalInterface
+  public static interface StringInFloatOutLambda { float apply(String  a); }
+  //Double Out
+  @FunctionalInterface
+  public static interface BoolInDoubleOutLambda   { double apply(boolean a); }
+  @FunctionalInterface
+  public static interface IntInDoubleOutLambda    { double apply(int     a); }
+  @FunctionalInterface
+  public static interface LongInDoubleOutLambda   { double apply(long    a); }
+  @FunctionalInterface
+  public static interface FloatInDoubleOutLambda  { double apply(float   a); }
+  @FunctionalInterface
+  public static interface DoubleInDoubleOutLambda { double apply(double  a); }
+  @FunctionalInterface
+  public static interface StringInDoubleOutLambda { double apply(String  a); }
+  //String Out
+  @FunctionalInterface
+  public static interface BoolInStringOutLambda   { String apply(boolean a); }
+  @FunctionalInterface
+  public static interface IntInStringOutLambda    { String apply(int     a); }
+  @FunctionalInterface
+  public static interface LongInStringOutLambda   { String apply(long    a); }
+  @FunctionalInterface
+  public static interface FloatInStringOutLambda  { String apply(float   a); }
+  @FunctionalInterface
+  public static interface DoubleInStringOutLambda { String apply(double  a); }
+  @FunctionalInterface
+  public static interface StringInStringOutLambda { String apply(String  a); }
+  
+  /*
+   * Two Parameters
+   */
+  //Boolean Out
+  @FunctionalInterface
+  public static interface TwoBoolInBoolOutLambda   { boolean apply(boolean a, boolean b); }
+  @FunctionalInterface
+  public static interface TwoIntInBoolOutLambda    { boolean apply(int     a, int     b); }
+  @FunctionalInterface
+  public static interface TwoLongInBoolOutLambda   { boolean apply(long    a, long    b); }
+  @FunctionalInterface
+  public static interface TwoFloatInBoolOutLambda  { boolean apply(float   a, float   b); }
+  @FunctionalInterface
+  public static interface TwoDoubleInBoolOutLambda { boolean apply(double  a, double  b); }
+  @FunctionalInterface
+  public static interface TwoStringInBoolOutLambda { boolean apply(double  a, double  b); }
+  //Int Out
+  @FunctionalInterface
+  public static interface TwoBoolInIntOutLambda   { int apply(boolean a, boolean b); }
+  @FunctionalInterface
+  public static interface TwoIntInIntOutLambda    { int apply(int     a, int     b); }
+  @FunctionalInterface
+  public static interface TwoLongInIntOutLambda   { int apply(long    a, long    b); }
+  @FunctionalInterface
+  public static interface TwoFloatInIntOutLambda  { int apply(float   a, float   b); }
+  @FunctionalInterface
+  public static interface TwoDoubleInIntOutLambda { int apply(double  a, double  b); }
+  @FunctionalInterface
+  public static interface TwoStringInIntOutLambda { int apply(double  a, double  b); }
+  //Long Out
+  @FunctionalInterface
+  public static interface TwoBoolInLongOutLambda   { long apply(boolean a, boolean b); }
+  @FunctionalInterface
+  public static interface TwoIntInLongOutLambda    { long apply(int     a, int     b); }
+  @FunctionalInterface
+  public static interface TwoLongInLongOutLambda   { long apply(long    a, long    b); }
+  @FunctionalInterface
+  public static interface TwoFloatInLongOutLambda  { long apply(float   a, float   b); }
+  @FunctionalInterface
+  public static interface TwoDoubleInLongOutLambda { long apply(double  a, double  b); }
+  @FunctionalInterface
+  public static interface TwoStringInLongOutLambda { long apply(double  a, double  b); }
+  //Float Out
+  @FunctionalInterface
+  public static interface TwoBoolInFloatOutLambda   { float apply(boolean a, boolean b); }
+  @FunctionalInterface
+  public static interface TwoIntInFloatOutLambda    { float apply(int     a, int     b); }
+  @FunctionalInterface
+  public static interface TwoLongInFloatOutLambda   { float apply(long    a, long    b); }
+  @FunctionalInterface
+  public static interface TwoFloatInFloatOutLambda  { float apply(float   a, float   b); }
+  @FunctionalInterface
+  public static interface TwoDoubleInFloatOutLambda { float apply(double  a, double  b); }
+  @FunctionalInterface
+  public static interface TwoStringInFloatOutLambda { float apply(String  a, String  b); }
+  //Double Out
+  @FunctionalInterface
+  public static interface TwoBoolInDoubleOutLambda   { double apply(boolean a, boolean b); }
+  @FunctionalInterface
+  public static interface TwoIntInDoubleOutLambda    { double apply(int     a, int     b); }
+  @FunctionalInterface
+  public static interface TwoLongInDoubleOutLambda   { double apply(long    a, long    b); }
+  @FunctionalInterface
+  public static interface TwoFloatInDoubleOutLambda  { double apply(float   a, float   b); }
+  @FunctionalInterface
+  public static interface TwoDoubleInDoubleOutLambda { double apply(double  a, double  b); }
+  @FunctionalInterface
+  public static interface TwoStringInDoubleOutLambda { double apply(String  a, String  b); }
+  //String Out
+  @FunctionalInterface
+  public static interface TwoBoolInStringOutLambda   { String apply(boolean a, boolean b); }
+  @FunctionalInterface
+  public static interface TwoIntInStringOutLambda    { String apply(int     a, int     b); }
+  @FunctionalInterface
+  public static interface TwoLongInStringOutLambda   { String apply(long    a, long    b); }
+  @FunctionalInterface
+  public static interface TwoFloatInStringOutLambda  { String apply(float   a, float   b); }
+  @FunctionalInterface
+  public static interface TwoDoubleInStringOutLambda { String apply(double  a, double  b); }
+  @FunctionalInterface
+  public static interface TwoStringInStringOutLambda { String apply(String  a, String  b); }
+} 
+class BooleanValueInBooleanValueOutFunction extends AbstractBooleanValue {
+  private final BooleanValue param;
+  private final BoolInBoolOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public BooleanValueInBooleanValueOutFunction(String name, BoolInBoolOutLambda lambda, BooleanValue param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+
+  @Override
+  public boolean getBoolean() {
+    boolean value = lambda.apply(param.getBoolean());
+    exists = param.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class BooleanStreamInBooleanStreamOutFunction extends AbstractBooleanValueStream {
+  private final BooleanValueStream param;
+  private final BoolInBoolOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public BooleanStreamInBooleanStreamOutFunction(String name, BoolInBoolOutLambda lambda, BooleanValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  @Override
+  public void streamBooleans(BooleanConsumer cons) {
+    param.streamBooleans(value -> cons.accept(lambda.apply(value)));
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class BooleanStreamInBooleanValueOutFunction extends AbstractBooleanValue implements BooleanConsumer {
+  private final BooleanValueStream param;
+  private final TwoBoolInBoolOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public BooleanStreamInBooleanValueOutFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+  private boolean value;
+
+  @Override
+  public boolean getBoolean() {
+    exists = false;
+    param.streamBooleans(this);
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  public void accept(boolean paramValue) {
+    if (!exists) {
+      exists = true;
+      value = paramValue;
+    } else {
+      value = lambda.apply(value, paramValue);
+    }
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class TwoBooleanValueInBooleanValueOutFunction extends AbstractBooleanValue {
+  private final BooleanValue param1;
+  private final BooleanValue param2;
+  private final TwoBoolInBoolOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public TwoBooleanValueInBooleanValueOutFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValue param1, BooleanValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+  
+  private boolean exists = false;
+
+  @Override
+  public boolean getBoolean() {
+    boolean value = lambda.apply(param1.getBoolean(), param2.getBoolean());
+    exists = param1.exists() && param2.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class BooleanValueBooleanStreamInBooleanStreamOutFunction extends AbstractBooleanValueStream {
+  private final BooleanValue param1;
+  private final BooleanValueStream param2;
+  private final TwoBoolInBoolOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public BooleanValueBooleanStreamInBooleanStreamOutFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValue param1, BooleanValueStream param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamBooleans(BooleanConsumer cons) {
+    boolean value1 = param1.getBoolean();
+    if (param1.exists()) {
+      param2.streamBooleans(value2 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class BooleanStreamBooleanValueInBooleanStreamOutFunction extends AbstractBooleanValueStream {
+  private final BooleanValueStream param1;
+  private final BooleanValue param2;
+  private final TwoBoolInBoolOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public BooleanStreamBooleanValueInBooleanStreamOutFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValueStream param1, BooleanValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamBooleans(BooleanConsumer cons) {
+    boolean value2 = param2.getBoolean();
+    if (param2.exists()) {
+      param1.streamBooleans(value1 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+abstract class MultiBooleanValueInBooleanValueOutFunction extends AbstractBooleanValue {
+  protected final BooleanValue[] params;
+  protected final TwoBoolInBoolOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public MultiBooleanValueInBooleanValueOutFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValue[] params) {
+    this.name = name;
+    this.lambda = lambda;
+    this.params = params;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,params);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,params);
+  }
+  
+  protected boolean exists = false;
+  protected boolean temp;
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class MultiBooleanValueInBooleanValueOutRequireAllFunction extends MultiBooleanValueInBooleanValueOutFunction {
+  
+  public MultiBooleanValueInBooleanValueOutRequireAllFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValue[] params) {
+    super(name, lambda, params);
+  }
+  
+  @Override
+  public boolean getBoolean() {
+    boolean value = params[0].getBoolean();
+    exists = params[0].exists();
+    for (int i = 1; i < params.length && exists; ++i) {
+      value = lambda.apply(value, params[i].getBoolean());
+      exists = params[i].exists();
+    }
+    return value;
+  }
+}
+class MultiBooleanValueInBooleanValueOutRequireOneFunction extends MultiBooleanValueInBooleanValueOutFunction {
+  
+  public MultiBooleanValueInBooleanValueOutRequireOneFunction(String name, TwoBoolInBoolOutLambda lambda, BooleanValue[] params) {
+    super(name, lambda, params);
+  }
+  
+  @Override
+  public boolean getBoolean() {
+    int i = -1;
+    boolean value = false;
+    exists = false;
+    while (++i < params.length) {
+      value = params[i].getBoolean();
+      exists = params[i].exists();
+      if (exists) {
+        break;
+      }
+    }
+    while (++i < params.length) {
+      temp = params[i].getBoolean();
+      if (params[i].exists()) {
+        value = lambda.apply(value, temp);
+      }
+    }
+    return value;
+  }
+}
+class IntValueInIntValueOutFunction extends AbstractIntValue {
+  private final IntValue param;
+  private final IntInIntOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public IntValueInIntValueOutFunction(String name, IntInIntOutLambda lambda, IntValue param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+
+  @Override
+  public int getInt() {
+    int value = lambda.apply(param.getInt());
+    exists = param.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class IntStreamInIntStreamOutFunction extends AbstractIntValueStream {
+  private final IntValueStream param;
+  private final IntInIntOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public IntStreamInIntStreamOutFunction(String name, IntInIntOutLambda lambda, IntValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  @Override
+  public void streamInts(IntConsumer cons) {
+    param.streamInts(value -> cons.accept(lambda.apply(value)));
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class IntStreamInIntValueOutFunction extends AbstractIntValue implements IntConsumer {
+  private final IntValueStream param;
+  private final TwoIntInIntOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public IntStreamInIntValueOutFunction(String name, TwoIntInIntOutLambda lambda, IntValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+  private int value;
+
+  @Override
+  public int getInt() {
+    exists = false;
+    param.streamInts(this);
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  public void accept(int paramValue) {
+    if (!exists) {
+      exists = true;
+      value = paramValue;
+    } else {
+      value = lambda.apply(value, paramValue);
+    }
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class TwoIntValueInIntValueOutFunction extends AbstractIntValue {
+  private final IntValue param1;
+  private final IntValue param2;
+  private final TwoIntInIntOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public TwoIntValueInIntValueOutFunction(String name, TwoIntInIntOutLambda lambda, IntValue param1, IntValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+  
+  private boolean exists = false;
+
+  @Override
+  public int getInt() {
+    int value = lambda.apply(param1.getInt(), param2.getInt());
+    exists = param1.exists() && param2.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class IntValueIntStreamInIntStreamOutFunction extends AbstractIntValueStream {
+  private final IntValue param1;
+  private final IntValueStream param2;
+  private final TwoIntInIntOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public IntValueIntStreamInIntStreamOutFunction(String name, TwoIntInIntOutLambda lambda, IntValue param1, IntValueStream param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamInts(IntConsumer cons) {
+    int value1 = param1.getInt();
+    if (param1.exists()) {
+      param2.streamInts(value2 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class IntStreamIntValueInIntStreamOutFunction extends AbstractIntValueStream {
+  private final IntValueStream param1;
+  private final IntValue param2;
+  private final TwoIntInIntOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public IntStreamIntValueInIntStreamOutFunction(String name, TwoIntInIntOutLambda lambda, IntValueStream param1, IntValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamInts(IntConsumer cons) {
+    int value2 = param2.getInt();
+    if (param2.exists()) {
+      param1.streamInts(value1 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+abstract class MultiIntValueInIntValueOutFunction extends AbstractIntValue {
+  protected final IntValue[] params;
+  protected final TwoIntInIntOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public MultiIntValueInIntValueOutFunction(String name, TwoIntInIntOutLambda lambda, IntValue[] params) {
+    this.name = name;
+    this.lambda = lambda;
+    this.params = params;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,params);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,params);
+  }
+  
+  protected boolean exists = false;
+  protected int temp;
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class MultiIntValueInIntValueOutRequireAllFunction extends MultiIntValueInIntValueOutFunction {
+  
+  public MultiIntValueInIntValueOutRequireAllFunction(String name, TwoIntInIntOutLambda lambda, IntValue[] params) {
+    super(name, lambda, params);
+  }
+  
+  @Override
+  public int getInt() {
+    int value = params[0].getInt();
+    exists = params[0].exists();
+    for (int i = 1; i < params.length && exists; ++i) {
+      value = lambda.apply(value, params[i].getInt());
+      exists = params[i].exists();
+    }
+    return value;
+  }
+}
+class MultiIntValueInIntValueOutRequireOneFunction extends MultiIntValueInIntValueOutFunction {
+  
+  public MultiIntValueInIntValueOutRequireOneFunction(String name, TwoIntInIntOutLambda lambda, IntValue[] params) {
+    super(name, lambda, params);
+  }
+  
+  @Override
+  public int getInt() {
+    int i = -1;
+    int value = 0;
+    exists = false;
+    while (++i < params.length) {
+      value = params[i].getInt();
+      exists = params[i].exists();
+      if (exists) {
+        break;
+      }
+    }
+    while (++i < params.length) {
+      temp = params[i].getInt();
+      if (params[i].exists()) {
+        value = lambda.apply(value, temp);
+      }
+    }
+    return value;
+  }
+}
+class LongValueInLongValueOutFunction extends AbstractLongValue {
+  private final LongValue param;
+  private final LongInLongOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public LongValueInLongValueOutFunction(String name, LongInLongOutLambda lambda, LongValue param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+
+  @Override
+  public long getLong() {
+    long value = lambda.apply(param.getLong());
+    exists = param.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class LongStreamInLongStreamOutFunction extends AbstractLongValueStream {
+  private final LongValueStream param;
+  private final LongInLongOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public LongStreamInLongStreamOutFunction(String name, LongInLongOutLambda lambda, LongValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  @Override
+  public void streamLongs(LongConsumer cons) {
+    param.streamLongs(value -> cons.accept(lambda.apply(value)));
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class LongStreamInLongValueOutFunction extends AbstractLongValue implements LongConsumer {
+  private final LongValueStream param;
+  private final TwoLongInLongOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public LongStreamInLongValueOutFunction(String name, TwoLongInLongOutLambda lambda, LongValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+  private long value;
+
+  @Override
+  public long getLong() {
+    exists = false;
+    param.streamLongs(this);
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  public void accept(long paramValue) {
+    if (!exists) {
+      exists = true;
+      value = paramValue;
+    } else {
+      value = lambda.apply(value, paramValue);
+    }
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class TwoLongValueInLongValueOutFunction extends AbstractLongValue {
+  private final LongValue param1;
+  private final LongValue param2;
+  private final TwoLongInLongOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public TwoLongValueInLongValueOutFunction(String name, TwoLongInLongOutLambda lambda, LongValue param1, LongValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+  
+  private boolean exists = false;
+
+  @Override
+  public long getLong() {
+    long value = lambda.apply(param1.getLong(), param2.getLong());
+    exists = param1.exists() && param2.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class LongValueLongStreamInLongStreamOutFunction extends AbstractLongValueStream {
+  private final LongValue param1;
+  private final LongValueStream param2;
+  private final TwoLongInLongOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public LongValueLongStreamInLongStreamOutFunction(String name, TwoLongInLongOutLambda lambda, LongValue param1, LongValueStream param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamLongs(LongConsumer cons) {
+    long value1 = param1.getLong();
+    if (param1.exists()) {
+      param2.streamLongs(value2 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class LongStreamLongValueInLongStreamOutFunction extends AbstractLongValueStream {
+  private final LongValueStream param1;
+  private final LongValue param2;
+  private final TwoLongInLongOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public LongStreamLongValueInLongStreamOutFunction(String name, TwoLongInLongOutLambda lambda, LongValueStream param1, LongValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamLongs(LongConsumer cons) {
+    long value2 = param2.getLong();
+    if (param2.exists()) {
+      param1.streamLongs(value1 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+abstract class MultiLongValueInLongValueOutFunction extends AbstractLongValue {
+  protected final LongValue[] params;
+  protected final TwoLongInLongOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public MultiLongValueInLongValueOutFunction(String name, TwoLongInLongOutLambda lambda, LongValue[] params) {
+    this.name = name;
+    this.lambda = lambda;
+    this.params = params;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,params);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,params);
+  }
+  
+  protected boolean exists = false;
+  protected long temp;
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class MultiLongValueInLongValueOutRequireAllFunction extends MultiLongValueInLongValueOutFunction {
+  
+  public MultiLongValueInLongValueOutRequireAllFunction(String name, TwoLongInLongOutLambda lambda, LongValue[] params) {
+    super(name, lambda, params);
+  }
+  
+  @Override
+  public long getLong() {
+    long value = params[0].getLong();
+    exists = params[0].exists();
+    for (int i = 1; i < params.length && exists; ++i) {
+      value = lambda.apply(value, params[i].getLong());
+      exists = params[i].exists();
+    }
+    return value;
+  }
+}
+class MultiLongValueInLongValueOutRequireOneFunction extends MultiLongValueInLongValueOutFunction {
+  
+  public MultiLongValueInLongValueOutRequireOneFunction(String name, TwoLongInLongOutLambda lambda, LongValue[] params) {
+    super(name, lambda, params);
+  }
+  
+  @Override
+  public long getLong() {
+    int i = -1;
+    long value = 0;
+    exists = false;
+    while (++i < params.length) {
+      value = params[i].getLong();
+      exists = params[i].exists();
+      if (exists) {
+        break;
+      }
+    }
+    while (++i < params.length) {
+      temp = params[i].getLong();
+      if (params[i].exists()) {
+        value = lambda.apply(value, temp);
+      }
+    }
+    return value;
+  }
+}
+class FloatValueInFloatValueOutFunction extends AbstractFloatValue {
+  private final FloatValue param;
+  private final FloatInFloatOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public FloatValueInFloatValueOutFunction(String name, FloatInFloatOutLambda lambda, FloatValue param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+
+  @Override
+  public float getFloat() {
+    float value = lambda.apply(param.getFloat());
+    exists = param.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class FloatStreamInFloatStreamOutFunction extends AbstractFloatValueStream {
+  private final FloatValueStream param;
+  private final FloatInFloatOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public FloatStreamInFloatStreamOutFunction(String name, FloatInFloatOutLambda lambda, FloatValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  @Override
+  public void streamFloats(FloatConsumer cons) {
+    param.streamFloats(value -> cons.accept(lambda.apply(value)));
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class FloatStreamInFloatValueOutFunction extends AbstractFloatValue implements FloatConsumer {
+  private final FloatValueStream param;
+  private final TwoFloatInFloatOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public FloatStreamInFloatValueOutFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValueStream param) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param = param;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param);
+  }
+
+  private boolean exists = false;
+  private float value;
+
+  @Override
+  public float getFloat() {
+    exists = false;
+    param.streamFloats(this);
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  public void accept(float paramValue) {
+    if (!exists) {
+      exists = true;
+      value = paramValue;
+    } else {
+      value = lambda.apply(value, paramValue);
+    }
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class TwoFloatValueInFloatValueOutFunction extends AbstractFloatValue {
+  private final FloatValue param1;
+  private final FloatValue param2;
+  private final TwoFloatInFloatOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public TwoFloatValueInFloatValueOutFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValue param1, FloatValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+  
+  private boolean exists = false;
+
+  @Override
+  public float getFloat() {
+    float value = lambda.apply(param1.getFloat(), param2.getFloat());
+    exists = param1.exists() && param2.exists();
+    return value;
+  }
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class FloatValueFloatStreamInFloatStreamOutFunction extends AbstractFloatValueStream {
+  private final FloatValue param1;
+  private final FloatValueStream param2;
+  private final TwoFloatInFloatOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public FloatValueFloatStreamInFloatStreamOutFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValue param1, FloatValueStream param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamFloats(FloatConsumer cons) {
+    float value1 = param1.getFloat();
+    if (param1.exists()) {
+      param2.streamFloats(value2 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+class FloatStreamFloatValueInFloatStreamOutFunction extends AbstractFloatValueStream {
+  private final FloatValueStream param1;
+  private final FloatValue param2;
+  private final TwoFloatInFloatOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public FloatStreamFloatValueInFloatStreamOutFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValueStream param1, FloatValue param2) {
+    this.name = name;
+    this.lambda = lambda;
+    this.param1 = param1;
+    this.param2 = param2;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,param1,param2);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,param1,param2);
+  }
+
+  @Override
+  public void streamFloats(FloatConsumer cons) {
+    float value2 = param2.getFloat();
+    if (param2.exists()) {
+      param1.streamFloats(value1 -> cons.accept(lambda.apply(value1,value2)));
+    }
+  }
+
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  public ExpressionType getExpressionType() {
+    return funcType;
+  }
+}
+abstract class MultiFloatValueInFloatValueOutFunction extends AbstractFloatValue {
+  protected final FloatValue[] params;
+  protected final TwoFloatInFloatOutLambda lambda;
+  private final String name;
+  private final String exprStr;
+  private final ExpressionType funcType;
+  
+  public MultiFloatValueInFloatValueOutFunction(String name, TwoFloatInFloatOutLambda lambda, FloatValue[] params) {
+    this.name = name;
+    this.lambda = lambda;
+    this.params = params;
+    this.exprStr = AnalyticsValueStream.createExpressionString(name,params);
+    this.funcType = AnalyticsValueStream.determineMappingPhase(exprStr,params);
+  }
+  
+  protected boolean exists = false;
+  protected float temp;
+  @Override
+  public boolean exists() {
+    return exists;
+  }
+  
+  @Override
+  public String getName() {
+    return name;
+  }
+  @Override
+  public String getExpressionStr() {
+    return exprStr;
+  }
+  @Override
+  p

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