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The Waikato Environment for Knowledge Analysis (WEKA), a machine
learning workbench. This version represents the developer version, the
"bleeding edge" of development, you could say. New functionality gets added
to this version.
/*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see m_parameterDefs = null;
public String getName() {
return m_functionName;
}
/**
* Returns an array of the names of the parameters expected
* as input by this function. May return null if this function
* can take an unbounded number of parameters (i.e. min, max, etc.).
*
* @return an array of the parameter names or null if there are an
* unbounded number of parameters.
*/
public abstract String[] getParameterNames();
/**
* Set the structure of the parameters that are expected as input by
* this function. This must be called before getOutputDef() is called.
*
* @param paramDefs the structure of the input parameters
* @throws Exception if the number or types of parameters are not acceptable by
* this function
*/
public abstract void setParameterDefs(ArrayList paramDefs) throws Exception;
/**
* Get the structure of the result produced by this function.
*
* @return the structure of the result produced by this function.
*/
public abstract Attribute getOutputDef();
/**
* Get the result of applying this function.
*
* @param incoming the arguments to this function (supplied in order to match that
* of the parameter definitions
* @return the result of applying this function. When the optype is
* categorical or ordinal, an index into the values of the output definition
* is returned.
* @throws Exception if there is a problem computing the result of this function
*/
public abstract double getResult(double[] incoming) throws Exception;
/**
* Get the result of applying this function. Subclasses should overide this
* method when they might produce categorical values where the legal set of
* values can't be determined apriori (i.e. by just using the input parameter
* definitions). An example is the substring function - in this case there
* is no way of knowing apriori what all the legal values will be because the
* start position and length parameters are not known until the function is
* invoked. In this scenario, a client could call getResultCategorical()
* repeatedly (in an initialization routine) in order to manually build the
* list of legal values and then call this method at processing time, passing
* in the pre-computed output structure.
*
* This default implementation ignores the supplied output definition argument
* and simply invokes getResult(incoming).
*
* @param incoming the arguments to this function (supplied in order to match that
* of the parameter definitions
* @param outputDef the output definition to use for looking up the index of
* result values (in the case of categorical results)
* @return the result of applying this function. When the optype is
* categorical or ordinal, an index into the values of the output definition
* is returned.
* @throws Exception if there is a problem computing the result of this function
*
public double getResult(double[] incoming, Attribute outputDef) throws Exception {
if (outputDef.isString()) {
throw new Exception("[Function] outputDef argument must not be a String attribute!");
}
return getResult(incoming);
}*/
/**
* Get the result of applying this function when the output type categorical.
* Will throw an exception for numeric output. If subclasses output definition
* is a string attribute (i.e. because all legal values can't be computed apriori),
* then the subclass will need to overide this method and return something sensible
* in this case.
*
* @param incoming the incoming arguments to this function (supplied in order to match
* that of the parameter definitions
* @return the result of applying this function as a String.
* @throws Exception if this method is not applicable because the optype is not
* categorical/ordinal
*
public String getResultCategorical(double[] incoming) throws Exception {
if (getOutputDef().isNumeric()) {
throw new Exception("[Function] can't return nominal value, output is numeric!!");
}
if (getOutputDef().isString()) {
throw new Exception("[Function] subclass neeeds to overide this method and do "
+ "something sensible when the output def is a string attribute.");
}
return getOutputDef().value((int)getResult(incoming));
} */
//public static FieldMetaInfo.Optype
/**
* Get a built-in PMML Function.
*
* @param name the name of the function to get.
* @return a built-in Function or null if the named function is not
* known/supported.
*/
public static Function getFunction(String name) {
Function result = null;
name = name.trim();
if (name.equals("+")) {
result = new BuiltInArithmetic(BuiltInArithmetic.Operator.ADDITION);
} else if (name.equals("-")) {
result = new BuiltInArithmetic(BuiltInArithmetic.Operator.SUBTRACTION);
} else if (name.equals("*")) {
result = new BuiltInArithmetic(BuiltInArithmetic.Operator.MULTIPLICATION);
} else if (name.equals("/")) {
result = new BuiltInArithmetic(BuiltInArithmetic.Operator.DIVISION);
} else if (name.equals(BuiltInMath.MathFunc.MIN.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.MIN);
} else if (name.equals(BuiltInMath.MathFunc.MAX.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.MAX);
} else if (name.equals(BuiltInMath.MathFunc.SUM.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.SUM);
} else if (name.equals(BuiltInMath.MathFunc.AVG.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.AVG);
} else if (name.equals(BuiltInMath.MathFunc.LOG10.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.LOG10);
} else if (name.equals(BuiltInMath.MathFunc.LN.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.LN);
} else if (name.equals(BuiltInMath.MathFunc.SQRT.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.SQRT);
} else if (name.equals(BuiltInMath.MathFunc.ABS.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.ABS);
} else if (name.equals(BuiltInMath.MathFunc.EXP.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.EXP);
} else if (name.equals(BuiltInMath.MathFunc.POW.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.POW);
} else if (name.equals(BuiltInMath.MathFunc.THRESHOLD.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.THRESHOLD);
} else if (name.equals(BuiltInMath.MathFunc.FLOOR.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.FLOOR);
} else if (name.equals(BuiltInMath.MathFunc.CEIL.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.CEIL);
} else if (name.equals(BuiltInMath.MathFunc.ROUND.toString())) {
result = new BuiltInMath(BuiltInMath.MathFunc.ROUND);
} else if (name.equals(BuiltInString.StringFunc.UPPERCASE.toString())) {
result = new BuiltInString(BuiltInString.StringFunc.UPPERCASE);
} else if (name.equals(BuiltInString.StringFunc.SUBSTRING.toString())) {
result = new BuiltInString(BuiltInString.StringFunc.SUBSTRING);
} else if (name.equals(BuiltInString.StringFunc.TRIMBLANKS.toString())) {
result = new BuiltInString(BuiltInString.StringFunc.TRIMBLANKS);
}
return result;
}
/**
* Get either a function. Built-in functions are queried first, and then
* DefineFunctions in the TransformationDictionary (if any).
*
* @param name the name of the function to get.
* @param transDict the TransformationDictionary (may be null if there is
* no dictionary).
* @return the function
* @throws Exception if the named function is not known/supported.
*/
public static Function getFunction(String name, TransformationDictionary transDict)
throws Exception {
Function result = getFunction(name);
// try the defined functions in the TransformationDictionary (if any)
if (result == null && transDict != null) {
result = transDict.getFunction(name);
}
if (result == null) {
throw new Exception("[Function] unknown/unsupported function " + name);
}
return result;
}
public String toString() {
return toString("");
}
public String toString(String pad) {
return pad + this.getClass().getName();
}
}