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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_arguments = new ArrayList();
/** The function to apply (either built-in or a DefineFunction) */
protected Function m_function = null;
/** The structure of the result of Apply Expression */
protected Attribute m_outputStructure = null;
/**
* Constructor. Reads the function name and argument Expressions for
* this Apply Expression.
*
* @param apply the Element encapsulating this Apply
* @param opType the optype for this expression (taken from either the
* enclosing DefineFunction or DerivedField)
* @param fieldDefs an ArrayList of Attributes for the fields that this
* Expression might need to access
* @param transDict the TransformationDictionary (may be null if there is
* no dictionary)
* @throws Exception if there is a problem parsing this Apply Expression
*/
protected Apply(Element apply, FieldMetaInfo.Optype opType, ArrayList fieldDefs,
TransformationDictionary transDict)
throws Exception {
super(opType, fieldDefs);
String functionName = apply.getAttribute("function");
if (functionName == null || functionName.length() == 0) {
// try the attribute "name" - a sample file produced by MARS
// uses this attribute name rather than "function" as defined
// in the PMML spec
functionName = apply.getAttribute("name");
}
if (functionName == null || functionName.length() == 0) {
throw new Exception("[Apply] No function name specified!!");
}
//System.err.println(" *** " + functionName);
m_function = Function.getFunction(functionName, transDict);
// now read the arguments
NodeList children = apply.getChildNodes();
for (int i = 0; i < children.getLength(); i++) {
Node child = children.item(i);
if (child.getNodeType() == Node.ELEMENT_NODE) {
String tagName = ((Element)child).getTagName();
if (!tagName.equals("Extension")) {
//System.err.println(" ++ " + tagName);
Expression tempExpression =
Expression.getExpression(tagName, child, m_opType, m_fieldDefs, transDict);
if (tempExpression != null) {
m_arguments.add(tempExpression);
}
}
}
}
if (fieldDefs != null) {
updateDefsForArgumentsAndFunction();
}
}
public void setFieldDefs(ArrayList fieldDefs) throws Exception {
super.setFieldDefs(fieldDefs);
updateDefsForArgumentsAndFunction();
}
private void updateDefsForArgumentsAndFunction() throws Exception {
for (int i = 0; i < m_arguments.size(); i++) {
m_arguments.get(i).setFieldDefs(m_fieldDefs);
}
// set the parameter defs for the function here so that we can determine
// the structure of the output we produce
ArrayList functionFieldDefs = new ArrayList(m_arguments.size());
for (int i = 0; i < m_arguments.size(); i++) {
functionFieldDefs.add(m_arguments.get(i).getOutputDef());
}
m_function.setParameterDefs(functionFieldDefs);
m_outputStructure = m_function.getOutputDef();
}
/**
* Get the result of evaluating the expression. In the case
* of a continuous optype, a real number is returned; in
* the case of a categorical/ordinal optype, the index of the nominal
* value is returned as a double.
*
* @param incoming the incoming parameter values
* @return the result of evaluating the expression
* @throws Exception if there is a problem computing the result
*/
public double getResult(double[] incoming)
throws Exception {
// assemble incoming to apply function to by processing each Expression
// in the list of arguments
double[] functionIncoming = new double[m_arguments.size()];
//ArrayList functionParamTypes = m_function.getParameters();
for (int i = 0; i < m_arguments.size(); i++) {
functionIncoming[i] = m_arguments.get(i).getResult(incoming);
}
double result = m_function.getResult(functionIncoming);
return result;
}
/**
* Get the result of evaluating the expression for continuous
* optype. Is the same as calling getResult() when the optype
* is continuous.
*
* @param incoming the incoming parameter values
* mining schema
* @return the result of evaluating the expression.
* @throws Exception if the optype is not continuous.
*/
public String getResultCategorical(double[] incoming) throws Exception {
if (m_opType == FieldMetaInfo.Optype.CONTINUOUS) {
throw new IllegalArgumentException("[Apply] Can't return result as "
+ "categorical/ordinal because optype is continuous!");
}
double result = getResult(incoming);
return m_outputStructure.value((int)result);
}
/**
* Return the structure of the result of applying this Expression
* as an Attribute.
*
* @return the structure of the result of applying this Expression as an
* Attribute.
*/
public Attribute getOutputDef() {
if (m_outputStructure == null) {
// return a "default" output def. This will get replaced
// by a final one when the final field defs are are set
// for all expressions after all derived fields are collected
return (m_opType == FieldMetaInfo.Optype.CATEGORICAL ||
m_opType == FieldMetaInfo.Optype.ORDINAL)
? new Attribute("Placeholder", new ArrayList())
: new Attribute("Placeholder");
}
return m_outputStructure;//.copy(attName);
}
public String toString(String pad) {
StringBuffer buff = new StringBuffer();
// Used for DefineFunctions so that we can see which arguments
// correspond to which parameters
String[] parameterNames = null;
buff.append(pad + "Apply [" + m_function.toString() +"]:\n");
buff.append(pad + "args:");
if (m_function instanceof DefineFunction) {
parameterNames = m_function.getParameterNames();
}
for (int i = 0; i < m_arguments.size(); i++) {
Expression e = m_arguments.get(i);
buff.append("\n" +
((parameterNames != null)
? pad + parameterNames[i] + " = "
: "")
+ e.toString(pad + " "));
}
return buff.toString();
}
}