com.caseystella.analytics.distribution.sampling.AChao Maven / Gradle / Ivy
/**
* Copyright (C) 2016 Hurence ([email protected])
*
* 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 com.caseystella.analytics.distribution.sampling;
import java.util.ArrayList;
import java.util.Collection;
import java.util.List;
import java.util.Random;
/**
* See http://arxiv.org/pdf/1012.0256.pdf
*/
class AChao {
private final List reservoir;
double runningCount;
private final int reservoirCapacity;
private final Random random;
public AChao(int capacity) {
this(capacity, new Random());
}
public AChao(int capacity, Random random) {
reservoir = new ArrayList<>();
reservoirCapacity = capacity;
this.random = random;
}
public final List getReservoir() {
return reservoir;
}
public void insert(T ele, double weight) {
runningCount += weight;
if (reservoir.size() < reservoirCapacity) {
reservoir.add(ele);
} else if (random.nextDouble() < weight / runningCount) {
reservoir.remove(random.nextInt(reservoirCapacity));
reservoir.add(ele);
}
}
}
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