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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 .
*/
/*
* AttributeMetaInfo.java
* Copyright (C) 2014 University of Waikato, Hamilton, New Zealand
*
*/
package weka.core;
import java.io.IOException;
import java.io.Serializable;
import java.io.StreamTokenizer;
import java.io.StringReader;
import java.util.Properties;
public class AttributeMetaInfo implements Serializable, RevisionHandler {
/** The attribute's metadata. */
protected ProtectedProperties m_Metadata;
/** The attribute's ordering. */
protected int m_Ordering;
/** Whether the attribute is regular. */
protected boolean m_IsRegular;
/** Whether the attribute is averagable. */
protected boolean m_IsAveragable;
/** Whether the attribute has a zeropoint. */
protected boolean m_HasZeropoint;
/** The attribute's lower numeric bound. */
protected double m_LowerBound;
/** Whether the lower bound is open. */
protected boolean m_LowerBoundIsOpen;
/** The attribute's upper numeric bound. */
protected double m_UpperBound;
/** Whether the upper bound is open */
protected boolean m_UpperBoundIsOpen;
/**
* Creates the meta info object based on the given meta data.
*/
public AttributeMetaInfo(ProtectedProperties metadata, Attribute att) {
setMetadata(metadata, att);
}
/**
* Sets the metadata for the attribute. Processes the strings stored in the
* metadata of the attribute so that the properties can be set up for the
* easy-access metadata methods. Any strings sought that are omitted will
* cause default values to be set.
*
* The following properties are recognised: ordering, averageable, zeropoint,
* regular, weight, and range.
*
* All other properties can be queried and handled appropriately by classes
* calling the getMetadata() method.
*
* @param metadata the metadata
* @throws IllegalArgumentException if the properties are not consistent
*/
// @ requires metadata != null;
private void setMetadata(ProtectedProperties metadata, Attribute att) {
m_Metadata = metadata;
if (att.m_Type == Attribute.DATE) {
m_Ordering = Attribute.ORDERING_ORDERED;
m_IsRegular = true;
m_IsAveragable = false;
m_HasZeropoint = false;
} else {
// get ordering
String orderString = m_Metadata.getProperty("ordering", "");
// numeric ordered attributes are averagable and zeropoint by default
String def;
if (att.m_Type == Attribute.NUMERIC && orderString.compareTo("modulo") != 0
&& orderString.compareTo("symbolic") != 0) {
def = "true";
} else {
def = "false";
}
// determine boolean states
m_IsAveragable = (m_Metadata.getProperty("averageable", def).compareTo(
"true") == 0);
m_HasZeropoint = (m_Metadata.getProperty("zeropoint", def).compareTo(
"true") == 0);
// averagable or zeropoint implies regular
if (m_IsAveragable || m_HasZeropoint) {
def = "true";
}
m_IsRegular = (m_Metadata.getProperty("regular", def).compareTo("true") == 0);
// determine ordering
if (orderString.compareTo("symbolic") == 0) {
m_Ordering = Attribute.ORDERING_SYMBOLIC;
} else if (orderString.compareTo("ordered") == 0) {
m_Ordering = Attribute.ORDERING_ORDERED;
} else if (orderString.compareTo("modulo") == 0) {
m_Ordering = Attribute.ORDERING_MODULO;
} else {
if (att.m_Type == Attribute.NUMERIC || m_IsAveragable || m_HasZeropoint) {
m_Ordering = Attribute.ORDERING_ORDERED;
} else {
m_Ordering = Attribute.ORDERING_SYMBOLIC;
}
}
}
// consistency checks
if (m_IsAveragable && !m_IsRegular) {
throw new IllegalArgumentException("An averagable attribute must be"
+ " regular");
}
if (m_HasZeropoint && !m_IsRegular) {
throw new IllegalArgumentException("A zeropoint attribute must be"
+ " regular");
}
if (m_IsRegular && m_Ordering == Attribute.ORDERING_SYMBOLIC) {
throw new IllegalArgumentException("A symbolic attribute cannot be"
+ " regular");
}
if (m_IsAveragable && m_Ordering != Attribute.ORDERING_ORDERED) {
throw new IllegalArgumentException("An averagable attribute must be"
+ " ordered");
}
if (m_HasZeropoint && m_Ordering != Attribute.ORDERING_ORDERED) {
throw new IllegalArgumentException("A zeropoint attribute must be"
+ " ordered");
}
// determine weight
att.m_Weight = 1.0;
String weightString = m_Metadata.getProperty("weight");
if (weightString != null) {
try {
att.m_Weight = Double.valueOf(weightString).doubleValue();
} catch (NumberFormatException e) {
// Check if value is really a number
throw new IllegalArgumentException("Not a valid attribute weight: '"
+ weightString + "'");
}
}
// determine numeric range
if (att.m_Type == Attribute.NUMERIC) {
setNumericRange(m_Metadata.getProperty("range"));
}
}
/**
* Sets the numeric range based on a string. If the string is null the range
* will default to [-inf,+inf]. A square brace represents a closed interval, a
* curved brace represents an open interval, and 'inf' represents infinity.
* Examples of valid range strings: "[-inf,20)","(-13.5,-5.2)","(5,inf]"
*
* @param rangeString the string to parse as the attribute's numeric range
* @throws IllegalArgumentException if the range is not valid
*/
// @ requires rangeString != null;
private void setNumericRange(String rangeString) {
// set defaults
m_LowerBound = Double.NEGATIVE_INFINITY;
m_LowerBoundIsOpen = false;
m_UpperBound = Double.POSITIVE_INFINITY;
m_UpperBoundIsOpen = false;
if (rangeString == null) {
return;
}
// set up a tokenzier to parse the string
StreamTokenizer tokenizer = new StreamTokenizer(new StringReader(
rangeString));
tokenizer.resetSyntax();
tokenizer.whitespaceChars(0, ' ');
tokenizer.wordChars(' ' + 1, '\u00FF');
tokenizer.ordinaryChar('[');
tokenizer.ordinaryChar('(');
tokenizer.ordinaryChar(',');
tokenizer.ordinaryChar(']');
tokenizer.ordinaryChar(')');
try {
// get opening brace
tokenizer.nextToken();
if (tokenizer.ttype == '[') {
m_LowerBoundIsOpen = false;
} else if (tokenizer.ttype == '(') {
m_LowerBoundIsOpen = true;
} else {
throw new IllegalArgumentException("Expected opening brace on range,"
+ " found: " + tokenizer.toString());
}
// get lower bound
tokenizer.nextToken();
if (tokenizer.ttype != StreamTokenizer.TT_WORD) {
throw new IllegalArgumentException("Expected lower bound in range,"
+ " found: " + tokenizer.toString());
}
if (tokenizer.sval.compareToIgnoreCase("-inf") == 0) {
m_LowerBound = Double.NEGATIVE_INFINITY;
} else if (tokenizer.sval.compareToIgnoreCase("+inf") == 0) {
m_LowerBound = Double.POSITIVE_INFINITY;
} else if (tokenizer.sval.compareToIgnoreCase("inf") == 0) {
m_LowerBound = Double.NEGATIVE_INFINITY;
} else {
try {
m_LowerBound = Double.valueOf(tokenizer.sval).doubleValue();
} catch (NumberFormatException e) {
throw new IllegalArgumentException("Expected lower bound in range,"
+ " found: '" + tokenizer.sval + "'");
}
}
// get separating comma
if (tokenizer.nextToken() != ',') {
throw new IllegalArgumentException("Expected comma in range,"
+ " found: " + tokenizer.toString());
}
// get upper bound
tokenizer.nextToken();
if (tokenizer.ttype != StreamTokenizer.TT_WORD) {
throw new IllegalArgumentException("Expected upper bound in range,"
+ " found: " + tokenizer.toString());
}
if (tokenizer.sval.compareToIgnoreCase("-inf") == 0) {
m_UpperBound = Double.NEGATIVE_INFINITY;
} else if (tokenizer.sval.compareToIgnoreCase("+inf") == 0) {
m_UpperBound = Double.POSITIVE_INFINITY;
} else if (tokenizer.sval.compareToIgnoreCase("inf") == 0) {
m_UpperBound = Double.POSITIVE_INFINITY;
} else {
try {
m_UpperBound = Double.valueOf(tokenizer.sval).doubleValue();
} catch (NumberFormatException e) {
throw new IllegalArgumentException("Expected upper bound in range,"
+ " found: '" + tokenizer.sval + "'");
}
}
// get closing brace
tokenizer.nextToken();
if (tokenizer.ttype == ']') {
m_UpperBoundIsOpen = false;
} else if (tokenizer.ttype == ')') {
m_UpperBoundIsOpen = true;
} else {
throw new IllegalArgumentException("Expected closing brace on range,"
+ " found: " + tokenizer.toString());
}
// check for rubbish on end
if (tokenizer.nextToken() != StreamTokenizer.TT_EOF) {
throw new IllegalArgumentException("Expected end of range string,"
+ " found: " + tokenizer.toString());
}
} catch (IOException e) {
throw new IllegalArgumentException("IOException reading attribute range"
+ " string: " + e.getMessage());
}
if (m_UpperBound < m_LowerBound) {
throw new IllegalArgumentException("Upper bound (" + m_UpperBound
+ ") on numeric range is" + " less than lower bound (" + m_LowerBound
+ ")!");
}
}
/**
* Returns the revision string.
*
* @return the revision
*/
@Override
public String getRevision() {
return RevisionUtils.extract("$Revision: 10203 $");
}
}
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