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authorAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:40 +0000
committerAndrej Shadura <andrewsh@debian.org>2019-03-09 22:30:40 +0000
commit337087b668d3a54f3afee3a9adb597a32e9f7e94 (patch)
treed860094269622472f8079d497ac7af02dbb4e038 /src/de/lmu/ifi/dbs/elki/datasource/filter/selection/RandomSamplingStreamFilter.java
parent14a486343aef55f97f54082d6b542dedebf6f3ba (diff)
Import Upstream version 0.6.5~20141030
Diffstat (limited to 'src/de/lmu/ifi/dbs/elki/datasource/filter/selection/RandomSamplingStreamFilter.java')
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diff --git a/src/de/lmu/ifi/dbs/elki/datasource/filter/selection/RandomSamplingStreamFilter.java b/src/de/lmu/ifi/dbs/elki/datasource/filter/selection/RandomSamplingStreamFilter.java
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+package de.lmu.ifi.dbs.elki.datasource.filter.selection;
+
+/*
+ This file is part of ELKI:
+ Environment for Developing KDD-Applications Supported by Index-Structures
+
+ Copyright (C) 2014
+ Ludwig-Maximilians-Universität München
+ Lehr- und Forschungseinheit für Datenbanksysteme
+ ELKI Development Team
+
+ This program is free software: you can redistribute it and/or modify
+ it under the terms of the GNU Affero 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 Affero General Public License for more details.
+
+ You should have received a copy of the GNU Affero General Public License
+ along with this program. If not, see <http://www.gnu.org/licenses/>.
+ */
+
+import java.util.Random;
+
+import de.lmu.ifi.dbs.elki.datasource.bundle.BundleMeta;
+import de.lmu.ifi.dbs.elki.datasource.filter.AbstractStreamFilter;
+import de.lmu.ifi.dbs.elki.math.random.RandomFactory;
+import de.lmu.ifi.dbs.elki.utilities.Alias;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.OptionID;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.constraints.CommonConstraints;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameterization.Parameterization;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.DoubleParameter;
+import de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters.RandomParameter;
+
+/**
+ * Subsampling stream filter.
+ *
+ * @author Erich Schubert
+ */
+@Alias({ "de.lmu.ifi.dbs.elki.datasource.filter.normalization.RandomSamplingStreamFilter" })
+public class RandomSamplingStreamFilter extends AbstractStreamFilter {
+ /**
+ * Probability
+ */
+ protected double prob;
+
+ /**
+ * Random generator
+ */
+ protected Random random;
+
+ /**
+ * Constructor.
+ *
+ * @param prob Probability
+ * @param rnd Random generator
+ */
+ public RandomSamplingStreamFilter(double prob, RandomFactory rnd) {
+ super();
+ this.prob = prob;
+ this.random = rnd.getSingleThreadedRandom();
+ }
+
+ @Override
+ public BundleMeta getMeta() {
+ return source.getMeta();
+ }
+
+ @Override
+ public Object data(int rnum) {
+ return source.data(rnum);
+ }
+
+ @Override
+ public Event nextEvent() {
+ while(true) {
+ Event ev = source.nextEvent();
+ switch(ev){
+ case END_OF_STREAM:
+ return ev;
+ case META_CHANGED:
+ return ev;
+ case NEXT_OBJECT:
+ if(random.nextDouble() < prob) {
+ return ev;
+ }
+ continue;
+ }
+ }
+ }
+
+ /**
+ * Parameterization class
+ *
+ * @author Erich Schubert
+ *
+ * @apiviz.exclude
+ */
+ public static class Parameterizer extends AbstractParameterizer {
+ /**
+ * Option ID for sampling probability
+ */
+ private static final OptionID PROB_ID = new OptionID("sampling.p", "Sampling probability. Each object has a chance of being samples with this probability.");
+
+ /**
+ * Option ID for random seed
+ */
+ private static final OptionID SEED_ID = new OptionID("sampling.seed", "Random generator seed for sampling.");
+
+ /**
+ * Probability
+ */
+ protected double prob;
+
+ /**
+ * Random generator
+ */
+ protected RandomFactory rnd;
+
+ @Override
+ protected void makeOptions(Parameterization config) {
+ super.makeOptions(config);
+ DoubleParameter probP = new DoubleParameter(PROB_ID);
+ probP.addConstraint(CommonConstraints.GREATER_EQUAL_ZERO_DOUBLE);
+ probP.addConstraint(CommonConstraints.LESS_EQUAL_ONE_DOUBLE);
+ if(config.grab(probP)) {
+ prob = probP.getValue().doubleValue();
+ }
+ RandomParameter rndP = new RandomParameter(SEED_ID);
+ if(config.grab(rndP)) {
+ rnd = rndP.getValue();
+ }
+ }
+
+ @Override
+ protected RandomSamplingStreamFilter makeInstance() {
+ return new RandomSamplingStreamFilter(prob, rnd);
+ }
+ }
+}