Github user tillrohrmann commented on a diff in the pull request: https://github.com/apache/flink/pull/949#discussion_r35985116 --- Diff: flink-core/src/main/java/org/apache/flink/api/common/operators/util/ReservoirSamplerWithReplacement.java --- @@ -0,0 +1,122 @@ +/* + * 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.flink.api.common.operators.util; + +import com.google.common.base.Preconditions; +import org.apache.commons.math3.distribution.PoissonDistribution; + +import java.util.ArrayList; +import java.util.Iterator; +import java.util.LinkedList; +import java.util.List; +import java.util.Random; + +/** + * A simple in memory implementation of Reservoir Sampling with replacement, and with only one pass through + * the input iteration whose size is unpredictable. + * This implementation refers to the algorithm described in "Reservoir-based Random Sampling with Replacement + * from Data Stream". + * + * @param <T> the type of sample. + */ +public class ReservoirSamplerWithReplacement<T> extends RandomSampler<T> { + private final int numSamples; + private final Random random; + private PoissonDistribution poissonDistribution; + private List<Integer> positions; + + /** + * Create a reservoir sampler with fixed sample size and default random number generator. + * + * @param numSamples number of samples to retain in reservoir, must be non-negative. + */ + public ReservoirSamplerWithReplacement(int numSamples) { + this(numSamples, new Random()); + } + + /** + * Create a reservoir sampler with fixed sample size and random number generator seed. + * + * @param numSamples number of samples to retain in reservoir, must be non-negative. + * @param seed random number generator seed + */ + public ReservoirSamplerWithReplacement(int numSamples, long seed) { + this(numSamples, new Random(seed)); + } + + /** + * Create a reservoir sampler with fixed sample size and random number generator. + * + * @param numSamples number of samples to retain in reservoir, must be non-negative. --- End diff -- "@param" is missing
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