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Original file line number Diff line number Diff line change
@@ -0,0 +1,49 @@
package com.thealgorithms.randomized;

import java.util.ArrayList;
import java.util.List;
import java.util.Random;

/**
* Reservoir Sampling Algorithm
*
* Use Case:
* - Efficient for selecting k random items from a stream of unknown size
* - Used in streaming systems, big data, and memory-limited environments
*
* Time Complexity: O(n)
* Space Complexity: O(k)
*
* Author: Michael Alexander Montoya (@cureprotocols)
*/
public class ReservoirSampling {

/**
* Selects k random elements from a stream using reservoir sampling.
*
* @param stream The input stream as an array of integers.
* @param sampleSize The number of elements to sample.
* @return A list containing k randomly selected elements.
*/
public static List<Integer> sample(int[] stream, int sampleSize) {
if (sampleSize > stream.length) {
throw new IllegalArgumentException("Sample size cannot exceed stream size.");
}

List<Integer> reservoir = new ArrayList<>(sampleSize);
Random rand = new Random();

for (int i = 0; i < stream.length; i++) {
if (i < sampleSize) {
reservoir.add(stream[i]);
} else {
int j = rand.nextInt(i + 1);
if (j < sampleSize) {
reservoir.set(j, stream[i]);
}
}
}

return reservoir;
}
}
Original file line number Diff line number Diff line change
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package com.thealgorithms.randomized;

import static org.junit.jupiter.api.Assertions.*;

import java.util.Arrays;
import java.util.List;
import org.junit.jupiter.api.Test;

public class ReservoirSamplingTest {

@Test
public void testSampleSizeEqualsStreamLength() {
int[] stream = {1, 2, 3, 4, 5};
int sampleSize = 5;

List<Integer> result = ReservoirSampling.sample(stream, sampleSize);

assertEquals(sampleSize, result.size());
assertTrue(Arrays.stream(stream).allMatch(result::contains));
}

@Test
public void testSampleSizeLessThanStreamLength() {
int[] stream = {10, 20, 30, 40, 50, 60};
int sampleSize = 3;

List<Integer> result = ReservoirSampling.sample(stream, sampleSize);

assertEquals(sampleSize, result.size());
for (int value : result) {
assertTrue(Arrays.stream(stream).anyMatch(x -> x == value));
}
}

@Test
public void testSampleSizeGreaterThanStreamLengthThrowsException() {
int[] stream = {1, 2, 3};

Exception exception = assertThrows(IllegalArgumentException.class, () -> {
ReservoirSampling.sample(stream, 5);
});

assertEquals("Sample size cannot exceed stream size.", exception.getMessage());
}
}
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