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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.

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/*
 *   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 .
 */

/**
 *    KStarCache.java
 *    Copyright (C) 1995-2012 University of Waikato
 *    Java port to Weka by Abdelaziz Mahoui ([email protected]).
 *
 */

package weka.classifiers.lazy.kstar;

import java.io.Serializable;

import weka.core.RevisionHandler;
import weka.core.RevisionUtils;

/**
 * A class representing the caching system used to keep track of each attribute
 * value and its corresponding scale factor or stop parameter.
 * 
 * @author Len Trigg ([email protected])
 * @author Abdelaziz Mahoui ([email protected])
 * @version $Revision: 10153 $
 */
public class KStarCache implements Serializable, RevisionHandler {

  /** for serialization */
  private static final long serialVersionUID = -7693632394267140678L;

  /**
   * cache table
   */
  CacheTable m_Cache = new CacheTable();

  /**
   * Stores the specified values in the cahce table for easy retrieval.
   * 
   * @param key attribute value used key to lookup the cache table.
   * @param value cache parameter: attribute scale/stop parameter.
   * @param pmiss cache parameter: transformation probability to attribute with
   *          missing value.
   */
  public void store(double key, double value, double pmiss) {
    if (!m_Cache.containsKey(key)) {
      m_Cache.insert(key, value, pmiss);
    }
  }

  /**
   * Checks if the specified key maps with an entry in the cache table
   * 
   * @param key the key to map with an entry in the hashtable.
   */
  public boolean containsKey(double key) {
    if (m_Cache.containsKey(key)) {
      return true;
    }
    return false;
  }

  /**
   * Returns the values in the cache mapped by the specified key
   * 
   * @param key the key used to retrieve the table entry.
   */
  public TableEntry getCacheValues(double key) {
    if (m_Cache.containsKey(key)) {
      return m_Cache.getEntry(key);
    }
    return null;
  }

  /**
   * A custom hashtable class to support the caching system.
   * 
   */
  public class CacheTable implements Serializable, RevisionHandler {

    /** for serialization */
    private static final long serialVersionUID = -8086106452588253423L;

    /** The hash table data. */
    private TableEntry[] m_Table;

    /** The total number of entries in the hash table. */
    private int m_Count;

    /** Rehashes the table when count exceeds this threshold. */
    private int m_Threshold;

    /** The load factor for the hashtable. */
    private final float m_LoadFactor;

    /** Accuracy value for equality */
    private final double EPSILON = 1.0E-5;

    /**
     * Constructs a new hashtable with a default capacity and load factor.
     */
    public CacheTable(int size, float loadFactor) {
      m_Table = new TableEntry[size];
      m_LoadFactor = loadFactor;
      m_Threshold = (int) (size * loadFactor);
      m_Count = 0;
    }

    /**
     * Constructs a new hashtable with a default capacity and load factor.
     */
    public CacheTable() {
      this(101, 0.75f);
    }

    /**
     * Tests if the specified double is a key in this hashtable.
     */
    public boolean containsKey(double key) {
      TableEntry[] table = m_Table;
      int hash = hashCode(key);
      int index = (hash & 0x7FFFFFFF) % table.length;
      for (TableEntry e = table[index]; e != null; e = e.next) {
        if ((e.hash == hash) && (Math.abs(e.key - key) < EPSILON)) {
          return true;
        }
      }
      return false;
    }

    /**
     * Inserts a new entry in the hashtable using the specified key. If the key
     * already exist in the hashtable, do nothing.
     */
    public void insert(double key, double value, double pmiss) {
      // Makes sure the key is not already in the hashtable.
      TableEntry e, ne;
      TableEntry[] table = m_Table;
      int hash = hashCode(key);
      int index = (hash & 0x7FFFFFFF) % table.length;
      // start looking along the chain
      for (e = table[index]; e != null; e = e.next) {
        if ((e.hash == hash) && (Math.abs(e.key - key) < EPSILON)) {
          return;
        }
      }
      // At this point, key is not in table.
      // Creates a new entry.
      ne = new TableEntry(hash, key, value, pmiss, table[index]);
      // Put entry at the head of the chain.
      table[index] = ne;
      m_Count++;
      // Rehash the table if the threshold is exceeded
      if (m_Count >= m_Threshold) {
        rehash();
      }
    }

    /**
     * Returns the table entry to which the specified key is mapped in this
     * hashtable.
     * 
     * @return a table entry.
     */
    public TableEntry getEntry(double key) {
      TableEntry[] table = m_Table;
      int hash = hashCode(key);
      int index = (hash & 0x7FFFFFFF) % table.length;
      for (TableEntry e = table[index]; e != null; e = e.next) {
        if ((e.hash == hash) && (Math.abs(e.key - key) < EPSILON)) {
          return e;
        }
      }
      return null;
    }

    /**
     * Returns the number of keys in this hashtable.
     * 
     * @return the number of keys in this hashtable.
     */
    public int size() {
      return m_Count;
    }

    /**
     * Tests if this hashtable maps no keys to values.
     * 
     * @return true if this hastable maps no keys to values.
     */
    public boolean isEmpty() {
      return m_Count == 0;
    }

    /**
     * Clears this hashtable so that it contains no keys.
     */
    public void clear() {
      TableEntry table[] = m_Table;
      for (int index = table.length; --index >= 0;) {
        table[index] = null;
      }
      m_Count = 0;
    }

    /**
     * Rehashes the contents of the hashtable into a hashtable with a larger
     * capacity. This method is called automatically when the number of keys in
     * the hashtable exceeds this hashtable's capacity and load factor.
     */
    private void rehash() {
      int oldCapacity = m_Table.length;
      TableEntry[] oldTable = m_Table;
      int newCapacity = oldCapacity * 2 + 1;
      TableEntry[] newTable = new TableEntry[newCapacity];
      m_Threshold = (int) (newCapacity * m_LoadFactor);
      m_Table = newTable;
      TableEntry e, old;
      for (int i = oldCapacity; i-- > 0;) {
        for (old = oldTable[i]; old != null;) {
          e = old;
          old = old.next;
          int index = (e.hash & 0x7FFFFFFF) % newCapacity;
          e.next = newTable[index];
          newTable[index] = e;
        }
      }
    }

    /**
     * Returns the hash code of the specified double.
     * 
     * @return the hash code of the specified double.
     */
    private int hashCode(double key) {
      long bits = Double.doubleToLongBits(key);
      return (int) (bits ^ (bits >> 32));
    }

    /**
     * Returns the revision string.
     * 
     * @return the revision
     */
    @Override
    public String getRevision() {
      return RevisionUtils.extract("$Revision: 10153 $");
    }
  } // CacheTable

  /**
   * Hashtable collision list.
   */
  public class TableEntry implements Serializable, RevisionHandler {

    /** for serialization */
    private static final long serialVersionUID = 4057602386766259138L;

    /** attribute value hash code */
    public int hash;

    /** attribute value */
    public double key;

    /** scale factor or stop parameter */
    public double value;

    /** transformation probability to missing value */
    public double pmiss;

    /** next table entry (separate chaining) */
    public TableEntry next = null;

    /** Constructor */
    public TableEntry(int hash, double key, double value, double pmiss,
      TableEntry next) {
      this.hash = hash;
      this.key = key;
      this.value = value;
      this.pmiss = pmiss;
      this.next = next;
    }

    /**
     * Returns the revision string.
     * 
     * @return the revision
     */
    @Override
    public String getRevision() {
      return RevisionUtils.extract("$Revision: 10153 $");
    }
  } // TableEntry

  /**
   * Returns the revision string.
   * 
   * @return the revision
   */
  @Override
  public String getRevision() {
    return RevisionUtils.extract("$Revision: 10153 $");
  }

} // Cache




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