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This artifact provides the implementation of the L* learning algorithm described in the paper "Learning Regular
Sets from Queries and Counterexamples" (https://doi.org/10.1016/0890-5401(87)90052-6) by Dana Angluin including
variations and optimizations thereof such as the versions based on "On the Learnability of Infinitary Regular
Sets" (https://dx.doi.org/10.1006/inco.1995.1070) by Oded Maler and Amir Pnueli or "Inference of finite automata
using homing sequences" (http://dx.doi.org/10.1006/inco.1993.1021) by Ronald L. Rivest and Robert E. Schapire.
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/* Copyright (C) 2013-2023 TU Dortmund
* This file is part of LearnLib, http://www.learnlib.de/.
*
* Licensed 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 de.learnlib.algorithm.lstar.closing;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;
import de.learnlib.datastructure.observationtable.ObservationTable;
import de.learnlib.datastructure.observationtable.Row;
import de.learnlib.oracle.MembershipOracle;
import org.checkerframework.checker.nullness.qual.Nullable;
public class CloseRandomStrategy implements ClosingStrategy<@Nullable Object, @Nullable Object> {
private final Random random;
public CloseRandomStrategy() {
this(new Random());
}
public CloseRandomStrategy(Random random) {
this.random = random;
}
@Override
public List> selectClosingRows(List>> unclosedClasses,
ObservationTable table,
MembershipOracle oracle) {
List> result = new ArrayList<>(unclosedClasses.size());
for (List> clazz : unclosedClasses) {
int card = clazz.size();
result.add(clazz.get(random.nextInt(card)));
}
return result;
}
@Override
public String toString() {
return "CloseRandom";
}
}
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