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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 opennlp.tools.ml;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import opennlp.tools.ml.model.AbstractModelWriter;
import opennlp.tools.ml.model.ComparablePredicate;
import opennlp.tools.ml.model.Context;
public abstract class AbstractMLModelWriter extends AbstractModelWriter {
private static final Logger logger = LoggerFactory.getLogger(AbstractMLModelWriter.class);
protected Context[] PARAMS;
protected String[] OUTCOME_LABELS;
protected String[] PRED_LABELS;
protected int numOutcomes;
/**
* Sorts and optimizes the model parameters. Thereby, parameters with
* {@code 0} weight and predicates with no parameters are removed.
*
* @return A {@link ComparablePredicate[]}.
*/
protected abstract ComparablePredicate[] sortValues();
/**
* Computes outcome patterns via {@link ComparablePredicate[] predicates}.
*
* @return A {@link List} of {@link List} that represent
* the outcomes patterns.
*/
protected List> computeOutcomePatterns(ComparablePredicate[] sorted) {
ComparablePredicate cp = sorted[0];
List> outcomePatterns = new ArrayList<>();
List newGroup = new ArrayList<>();
for (ComparablePredicate predicate : sorted) {
if (cp.compareTo(predicate) == 0) {
newGroup.add(predicate);
} else {
cp = predicate;
outcomePatterns.add(newGroup);
newGroup = new ArrayList<>();
newGroup.add(predicate);
}
}
outcomePatterns.add(newGroup);
logger.info("{} outcome patterns", outcomePatterns.size());
return outcomePatterns;
}
/**
* Compresses outcome patterns.
*
* @return A {@link List} of {@link List} that represent
* the remaining outcomes patterns.
*/
protected List> compressOutcomes(ComparablePredicate[] sorted) {
List> outcomePatterns = new ArrayList<>();
if (sorted.length > 0) {
ComparablePredicate cp = sorted[0];
List newGroup = new ArrayList<>();
for (ComparablePredicate comparablePredicate : sorted) {
if (cp.compareTo(comparablePredicate) == 0) {
newGroup.add(comparablePredicate);
} else {
cp = comparablePredicate;
outcomePatterns.add(newGroup);
newGroup = new ArrayList<>();
newGroup.add(comparablePredicate);
}
}
outcomePatterns.add(newGroup);
}
return outcomePatterns;
}
@Override
public void persist() throws IOException {
// the mapping from outcomes to their integer indexes
writeInt(OUTCOME_LABELS.length);
for (String label : OUTCOME_LABELS) {
writeUTF(label);
}
// the mapping from predicates to the outcomes they contributed to.
// The sorting is done so that we actually can write this out more
// compactly than as the entire list.
ComparablePredicate[] sorted = sortValues();
List> compressed = computeOutcomePatterns(sorted);
writeInt(compressed.size());
for (List a : compressed) {
writeUTF(a.size() + a.get(0).toString());
}
// the mapping from predicate names to their integer indexes
writeInt(sorted.length);
for (ComparablePredicate s : sorted) {
writeUTF(s.name);
}
// write out the parameters
for (ComparablePredicate comparablePredicate : sorted)
for (int j = 0; j < comparablePredicate.params.length; j++)
writeDouble(comparablePredicate.params[j]);
close();
}
}
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