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/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.mahout.vectorizer.encoders;
import java.util.Locale;
import org.apache.mahout.math.Vector;
import com.google.common.base.Charsets;
public class InteractionValueEncoder extends FeatureVectorEncoder {
private final FeatureVectorEncoder firstEncoder;
private final FeatureVectorEncoder secondEncoder;
public InteractionValueEncoder(String name, FeatureVectorEncoder encoderOne, FeatureVectorEncoder encoderTwo) {
super(name, 2);
firstEncoder = encoderOne;
secondEncoder = encoderTwo;
}
/**
* Adds a value to a vector.
*
* @param originalForm The original form of the first value as a string.
* @param data The vector to which the value should be added.
*/
@Override
public void addToVector(String originalForm, double w, Vector data) {
throw new UnsupportedOperationException("addToVector is not supported for InteractionVectorEncoder");
}
/**
* Adds a value to a vector. (Unsupported)
*
* @param originalForm The original form of the first value as a byte array.
* @param data The vector to which the value should be added.
*/
@Override
public void addToVector(byte[] originalForm, double w, Vector data) {
throw new UnsupportedOperationException("addToVector is not supported for InteractionVectorEncoder");
}
/**
* Adds a value to a vector.
*
* @param original1 The original form of the first value as a string.
* @param original2 The original form of the second value as a string.
* @param weight How much to weight this interaction
* @param data The vector to which the value should be added.
*/
public void addInteractionToVector(String original1, String original2, double weight, Vector data) {
byte[] originalForm1 = bytesForString(original1);
byte[] originalForm2 = bytesForString(original2);
addInteractionToVector(originalForm1, originalForm2, weight, data);
}
/**
* Adds a value to a vector.
*
* @param originalForm1 The original form of the first value as a byte array.
* @param originalForm2 The original form of the second value as a byte array.
* @param weight How much to weight this interaction
* @param data The vector to which the value should be added.
*/
public void addInteractionToVector(byte[] originalForm1, byte[] originalForm2, double weight, Vector data) {
String name = getName();
double w = getWeight(originalForm1, originalForm2, weight);
for (int i = 0; i < probes(); i++) {
Iterable jValues =
secondEncoder.hashesForProbe(originalForm2, data.size(), name, i % secondEncoder.getProbes());
for (Integer k : firstEncoder.hashesForProbe(originalForm1, data.size(), name, i % firstEncoder.getProbes())) {
for (Integer j : jValues) {
int n = (k + j) % data.size();
if (isTraceEnabled()) {
trace(String.format("%s:%s", new String(originalForm1, Charsets.UTF_8), new String(originalForm2,
Charsets.UTF_8)), n);
}
data.set(n, data.get(n) + w);
}
}
}
}
private int probes() {
return getProbes();
}
protected double getWeight(byte[] originalForm1, byte[] originalForm2, double w) {
return firstEncoder.getWeight(originalForm1, 1.0) * secondEncoder.getWeight(originalForm2, 1.0) * w;
}
/**
* Converts a value into a form that would help a human understand the internals of how the value
* is being interpreted. For text-like things, this is likely to be a list of the terms found with
* associated weights (if any).
*
* @param originalForm The original form of the value as a string.
* @return A string that a human can read.
*/
@Override
public String asString(String originalForm) {
return String.format(Locale.ENGLISH, "%s:%s", getName(), originalForm);
}
@Override
protected int hashForProbe(byte[] originalForm, int dataSize, String name, int probe) {
return hash(name, probe, dataSize);
}
}
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