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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.
The newest 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 enumerateAttributes() {
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
return m_Dataset.enumerateAttributes();
}
/**
* Tests if the headers of two instances are equivalent.
*
* @param inst another instance
* @return true if the header of the given instance is equivalent to this
* instance's header
* @throws UnassignedDatasetException if instance doesn't have access to any
* dataset
*/
// @ requires m_Dataset != null;
@Override
public/* @pure@ */boolean equalHeaders(Instance inst) {
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
return m_Dataset.equalHeaders(inst.dataset());
}
/**
* Checks if the headers of two instances are equivalent. If not, then returns
* a message why they differ.
*
* @param dataset another instance
* @return null if the header of the given instance is equivalent to this
* instance's header, otherwise a message with details on why they
* differ
*/
@Override
public String equalHeadersMsg(Instance inst) {
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
return m_Dataset.equalHeadersMsg(inst.dataset());
}
/**
* Tests whether an instance has a missing value. Skips the class attribute if
* set.
*
* @return true if instance has a missing value.
* @throws UnassignedDatasetException if instance doesn't have access to any
* dataset
*/
// @ requires m_Dataset != null;
@Override
public/* @pure@ */boolean hasMissingValue() {
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
int classIndex = classIndex();
for (int i = 0; i < numValues(); i++) {
if (index(i) != classIndex) {
if (isMissingSparse(i)) {
return true;
}
}
}
return false;
}
/**
* Inserts an attribute at the given position (0 to numAttributes()). Only
* succeeds if the instance does not have access to any dataset because
* otherwise inconsistencies could be introduced.
*
* @param position the attribute's position
* @throws RuntimeException if the instance has accesss to a dataset
* @throws IllegalArgumentException if the position is out of range
*/
// @ requires m_Dataset == null;
// @ requires 0 <= position && position <= numAttributes();
@Override
public void insertAttributeAt(int position) {
if (m_Dataset != null) {
throw new RuntimeException("Instance has accesss to a dataset!");
}
if ((position < 0) || (position > numAttributes())) {
throw new IllegalArgumentException("Can't insert attribute: index out "
+ "of range");
}
forceInsertAttributeAt(position);
}
/**
* Tests if a specific value is "missing".
*
* @param attIndex the attribute's index
* @return true if the value is "missing"
*/
@Override
public/* @pure@ */boolean isMissing(int attIndex) {
if (Utils.isMissingValue(value(attIndex))) {
return true;
}
return false;
}
/**
* Tests if a specific value is "missing", given an index in the sparse
* representation.
*
* @param indexOfIndex the index of the attribute's index
* @return true if the value is "missing"
*/
@Override
public/* @pure@ */boolean isMissingSparse(int indexOfIndex) {
if (Utils.isMissingValue(valueSparse(indexOfIndex))) {
return true;
}
return false;
}
/**
* Tests if a specific value is "missing". The given attribute has to belong
* to a dataset.
*
* @param att the attribute
* @return true if the value is "missing"
*/
@Override
public/* @pure@ */boolean isMissing(Attribute att) {
return isMissing(att.index());
}
/**
* Returns the number of class labels.
*
* @return the number of class labels as an integer if the class attribute is
* nominal, 1 otherwise.
* @throws UnassignedDatasetException if instance doesn't have access to any
* dataset
*/
// @ requires m_Dataset != null;
@Override
public/* @pure@ */int numClasses() {
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
return m_Dataset.numClasses();
}
/**
* Sets the class value of an instance to be "missing". A deep copy of the
* vector of attribute values is performed before the value is set to be
* missing.
*
* @throws UnassignedClassException if the class is not set
* @throws UnassignedDatasetException if the instance doesn't have access to a
* dataset
*/
// @ requires classIndex() >= 0;
@Override
public void setClassMissing() {
int classIndex = classIndex();
if (classIndex < 0) {
throw new UnassignedClassException("Class is not set!");
}
setMissing(classIndex);
}
/**
* Sets the class value of an instance to the given value (internal
* floating-point format). A deep copy of the vector of attribute values is
* performed before the value is set.
*
* @param value the new attribute value (If the corresponding attribute is
* nominal (or a string) then this is the new value's index as a
* double).
* @throws UnassignedClassException if the class is not set
* @throws UnaddignedDatasetException if the instance doesn't have access to a
* dataset
*/
// @ requires classIndex() >= 0;
@Override
public void setClassValue(double value) {
int classIndex = classIndex();
if (classIndex < 0) {
throw new UnassignedClassException("Class is not set!");
}
setValue(classIndex, value);
}
/**
* Sets the class value of an instance to the given value. A deep copy of the
* vector of attribute values is performed before the value is set.
*
* @param value the new class value (If the class is a string attribute and
* the value can't be found, the value is added to the attribute).
* @throws UnassignedClassException if the class is not set
* @throws UnassignedDatasetException if the dataset is not set
* @throws IllegalArgumentException if the attribute is not nominal or a
* string, or the value couldn't be found for a nominal attribute
*/
// @ requires classIndex() >= 0;
@Override
public final void setClassValue(String value) {
int classIndex = classIndex();
if (classIndex < 0) {
throw new UnassignedClassException("Class is not set!");
}
setValue(classIndex, value);
}
/**
* Sets the reference to the dataset. Does not check if the instance is
* compatible with the dataset. Note: the dataset does not know about this
* instance. If the structure of the dataset's header gets changed, this
* instance will not be adjusted automatically.
*
* @param instances the reference to the dataset
*/
@Override
public final void setDataset(Instances instances) {
m_Dataset = instances;
}
/**
* Sets a specific value to be "missing". Performs a deep copy of the vector
* of attribute values before the value is set to be missing.
*
* @param attIndex the attribute's index
*/
@Override
public final void setMissing(int attIndex) {
setValue(attIndex, Utils.missingValue());
}
/**
* Sets a specific value to be "missing". Performs a deep copy of the vector
* of attribute values before the value is set to be missing. The given
* attribute has to belong to a dataset.
*
* @param att the attribute
*/
@Override
public final void setMissing(Attribute att) {
setMissing(att.index());
}
/**
* Sets a value of a nominal or string attribute to the given value. Performs
* a deep copy of the vector of attribute values before the value is set.
*
* @param attIndex the attribute's index
* @param value the new attribute value (If the attribute is a string
* attribute and the value can't be found, the value is added to the
* attribute).
* @throws UnassignedDatasetException if the dataset is not set
* @throws IllegalArgumentException if the selected attribute is not nominal
* or a string, or the supplied value couldn't be found for a
* nominal attribute
*/
// @ requires m_Dataset != null;
@Override
public final void setValue(int attIndex, String value) {
int valIndex;
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
if (!attribute(attIndex).isNominal() && !attribute(attIndex).isString()) {
throw new IllegalArgumentException(
"Attribute neither nominal nor string!");
}
valIndex = attribute(attIndex).indexOfValue(value);
if (valIndex == -1) {
if (attribute(attIndex).isNominal()) {
throw new IllegalArgumentException(
"Value not defined for given nominal attribute!");
} else {
attribute(attIndex).forceAddValue(value);
valIndex = attribute(attIndex).indexOfValue(value);
}
}
setValue(attIndex, valIndex);
}
/**
* Sets a specific value in the instance to the given value (internal
* floating-point format). Performs a deep copy of the vector of attribute
* values before the value is set, so if you are planning on calling setValue
* many times it may be faster to create a new instance using toDoubleArray.
* The given attribute has to belong to a dataset.
*
* @param att the attribute
* @param value the new attribute value (If the corresponding attribute is
* nominal (or a string) then this is the new value's index as a
* double).
*/
@Override
public final void setValue(Attribute att, double value) {
setValue(att.index(), value);
}
/**
* Sets a value of an nominal or string attribute to the given value. Performs
* a deep copy of the vector of attribute values before the value is set, so
* if you are planning on calling setValue many times it may be faster to
* create a new instance using toDoubleArray. The given attribute has to
* belong to a dataset.
*
* @param att the attribute
* @param value the new attribute value (If the attribute is a string
* attribute and the value can't be found, the value is added to the
* attribute).
* @throws IllegalArgumentException if the the attribute is not nominal or a
* string, or the value couldn't be found for a nominal attribute
*/
@Override
public final void setValue(Attribute att, String value) {
if (!att.isNominal() && !att.isString()) {
throw new IllegalArgumentException(
"Attribute neither nominal nor string!");
}
int valIndex = att.indexOfValue(value);
if (valIndex == -1) {
if (att.isNominal()) {
throw new IllegalArgumentException(
"Value not defined for given nominal attribute!");
} else {
att.forceAddValue(value);
valIndex = att.indexOfValue(value);
}
}
setValue(att.index(), valIndex);
}
/**
* Sets the weight of an instance.
*
* @param weight the weight
*/
@Override
public final void setWeight(double weight) {
m_Weight = weight;
}
/**
* Returns the relational value of a relational attribute.
*
* @param attIndex the attribute's index
* @return the corresponding relation as an Instances object
* @throws IllegalArgumentException if the attribute is not a relation-valued
* attribute
* @throws UnassignedDatasetException if the instance doesn't belong to a
* dataset.
*/
// @ requires m_Dataset != null;
@Override
public final/* @pure@ */Instances relationalValue(int attIndex) {
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
return relationalValue(m_Dataset.attribute(attIndex));
}
/**
* Returns the relational value of a relational attribute.
*
* @param att the attribute
* @return the corresponding relation as an Instances object, null if missing
* @throws IllegalArgumentException if the attribute is not a relation-valued
* attribute
* @throws UnassignedDatasetException if the instance doesn't belong to a
* dataset.
*/
@Override
public final/* @pure@ */Instances relationalValue(Attribute att) {
int attIndex = att.index();
if (att.isRelationValued()) {
if (isMissing(attIndex)) {
return null;
}
return att.relation((int) value(attIndex));
} else {
throw new IllegalArgumentException("Attribute isn't relation-valued!");
}
}
/**
* Returns the value of a nominal, string, date, or relational attribute for
* the instance as a string.
*
* @param attIndex the attribute's index
* @return the value as a string
* @throws IllegalArgumentException if the attribute is not a nominal, string,
* date, or relation-valued attribute.
* @throws UnassignedDatasetException if the instance doesn't belong to a
* dataset.
*/
// @ requires m_Dataset != null;
@Override
public final/* @pure@ */String stringValue(int attIndex) {
if (m_Dataset == null) {
throw new UnassignedDatasetException(
"Instance doesn't have access to a dataset!");
}
return stringValue(m_Dataset.attribute(attIndex));
}
/**
* Returns the value of a nominal, string, date, or relational attribute for
* the instance as a string.
*
* @param att the attribute
* @return the value as a string
* @throws IllegalArgumentException if the attribute is not a nominal, string,
* date, or relation-valued attribute.
* @throws UnassignedDatasetException if the instance doesn't belong to a
* dataset.
*/
@Override
public final/* @pure@ */String stringValue(Attribute att) {
int attIndex = att.index();
if (isMissing(attIndex)) {
return "?";
}
switch (att.type()) {
case Attribute.NOMINAL:
case Attribute.STRING:
return att.value((int) value(attIndex));
case Attribute.DATE:
return att.formatDate(value(attIndex));
case Attribute.RELATIONAL:
return att.relation((int) value(attIndex)).stringWithoutHeader();
default:
throw new IllegalArgumentException(
"Attribute isn't nominal, string or date!");
}
}
/**
* Returns the description of one instance with any numeric values printed at
* the supplied maximum number of decimal places. If the instance doesn't have
* access to a dataset, it returns the internal floating-point values. Quotes
* string values that contain whitespace characters.
*
* @param afterDecimalPoint the maximum number of digits permitted after the
* decimal point for a numeric value
*
* @return the instance's description as a string
*/
@Override
public final String toStringMaxDecimalDigits(int afterDecimalPoint) {
StringBuffer text = new StringBuffer(toStringNoWeight(afterDecimalPoint));
if (m_Weight != 1.0) {
text.append(",{" + Utils.doubleToString(m_Weight, afterDecimalPoint)
+ "}");
}
return text.toString();
}
/**
* Returns the description of one instance. If the instance doesn't have
* access to a dataset, it returns the internal floating-point values. Quotes
* string values that contain whitespace characters.
*
* @return the instance's description as a string
*/
@Override
public String toString() {
return toStringMaxDecimalDigits(s_numericAfterDecimalPoint);
}
/**
* Returns the description of one value of the instance as a string. If the
* instance doesn't have access to a dataset, it returns the internal
* floating-point value. Quotes string values that contain whitespace
* characters, or if they are a question mark.
*
* @param attIndex the attribute's index
* @return the value's description as a string
*/
@Override
public final String toString(int attIndex) {
return toString(attIndex, s_numericAfterDecimalPoint);
}
/**
* Returns the description of one value of the instance as a string. If the
* instance doesn't have access to a dataset, it returns the internal
* floating-point value. Quotes string values that contain whitespace
* characters, or if they are a question mark.
*
* @param attIndex the attribute's index
* @param afterDecimalPoint the maximum number of digits permitted after the
* decimal point for numeric values
* @return the value's description as a string
*/
@Override
public final/* @pure@ */String toString(int attIndex, int afterDecimalPoint) {
StringBuffer text = new StringBuffer();
if (isMissing(attIndex)) {
text.append("?");
} else {
if (m_Dataset == null) {
text.append(Utils.doubleToString(value(attIndex), afterDecimalPoint));
} else {
switch (m_Dataset.attribute(attIndex).type()) {
case Attribute.NOMINAL:
case Attribute.STRING:
case Attribute.DATE:
case Attribute.RELATIONAL:
text.append(Utils.quote(stringValue(attIndex)));
break;
case Attribute.NUMERIC:
text.append(Utils.doubleToString(value(attIndex), afterDecimalPoint));
break;
default:
throw new IllegalStateException("Unknown attribute type");
}
}
}
return text.toString();
}
/**
* Returns the description of one value of the instance as a string. If the
* instance doesn't have access to a dataset it returns the internal
* floating-point value. Quotes string values that contain whitespace
* characters, or if they are a question mark. The given attribute has to
* belong to a dataset.
*
* @param att the attribute
* @return the value's description as a string
*/
@Override
public final String toString(Attribute att) {
return toString(att.index());
}
/**
* Returns the description of one value of the instance as a string. If the
* instance doesn't have access to a dataset it returns the internal
* floating-point value. Quotes string values that contain whitespace
* characters, or if they are a question mark. The given attribute has to
* belong to a dataset.
*
* @param att the attribute
* @param afterDecimalPoint the maximum number of decimal places to print
* @return the value's description as a string
*/
@Override
public final String toString(Attribute att, int afterDecimalPoint) {
return toString(att.index(), afterDecimalPoint);
}
/**
* Returns an instance's attribute value in internal format. The given
* attribute has to belong to a dataset.
*
* @param att the attribute
* @return the specified value as a double (If the corresponding attribute is
* nominal (or a string) then it returns the value's index as a
* double).
*/
@Override
public/* @pure@ */double value(Attribute att) {
return value(att.index());
}
/**
* Returns an instance's attribute value in internal format, given an index in
* the sparse representation.
*
* @param indexOfIndex the index of the attribute's index
* @return the specified value as a double (If the corresponding attribute is
* nominal (or a string) then it returns the value's index as a
* double).
*/
@Override
public/* @pure@ */double valueSparse(int indexOfIndex) {
return m_AttValues[indexOfIndex];
}
/**
* Returns the instance's weight.
*
* @return the instance's weight as a double
*/
@Override
public final/* @pure@ */double weight() {
return m_Weight;
}
/**
* Returns the revision string.
*
* @return the revision
*/
@Override
public String getRevision() {
return RevisionUtils.extract("$Revision: 10649 $");
}
/**
* Deletes an attribute at the given position (0 to numAttributes() - 1).
*
* @param position the attribute's position
*/
protected abstract void forceDeleteAttributeAt(int position);
/**
* Inserts an attribute at the given position (0 to numAttributes()) and sets
* its value to be missing.
*
* @param position the attribute's position
*/
protected abstract void forceInsertAttributeAt(int position);
}