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MonteCarloIntegrationTest.java
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91 lines (77 loc) · 3.11 KB
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package com.thealgorithms.randomized;
import static com.thealgorithms.randomized.MonteCarloIntegration.approximate;
import static org.junit.jupiter.api.Assertions.assertEquals;
import static org.junit.jupiter.api.Assertions.assertNotNull;
import static org.junit.jupiter.api.Assertions.assertThrows;
import java.util.function.Function;
import org.junit.jupiter.api.Test;
class MonteCarloIntegrationTest {
private static final double EPSILON = 0.03; // Allow 3% error margin
@Test
void testConstantFunction() {
// Integral of f(x) = 2 from 0 to 1 is 2
Function<Double, Double> constant = x -> 2.0;
double result = approximate(constant, 0, 1, 10000);
assertEquals(2.0, result, EPSILON);
}
@Test
void testLinearFunction() {
// Integral of f(x) = x from 0 to 1 is 0.5
Function<Double, Double> linear = Function.identity();
double result = approximate(linear, 0, 1, 10000);
assertEquals(0.5, result, EPSILON);
}
@Test
void testQuadraticFunction() {
// Integral of f(x) = x^2 from 0 to 1 is 1/3
Function<Double, Double> quadratic = x -> x * x;
double result = approximate(quadratic, 0, 1, 10000);
assertEquals(1.0 / 3.0, result, EPSILON);
}
@Test
void testLargeSampleSize() {
// Integral of f(x) = x^2 from 0 to 1 is 1/3
Function<Double, Double> quadratic = x -> x * x;
double result = approximate(quadratic, 0, 1, 50000000);
assertEquals(1.0 / 3.0, result, EPSILON / 2); // Larger sample size, smaller error margin
}
@Test
void testReproducibility() {
Function<Double, Double> linear = Function.identity();
double result1 = approximate(linear, 0, 1, 10000, 42L);
double result2 = approximate(linear, 0, 1, 10000, 42L);
assertEquals(result1, result2, 0.0); // Exactly equal
}
@Test
void testNegativeInterval() {
// Integral of f(x) = x from -1 to 1 is 0
Function<Double, Double> linear = Function.identity();
double result = approximate(linear, -1, 1, 10000);
assertEquals(0.0, result, EPSILON);
}
@Test
void testNullFunction() {
Exception exception = assertThrows(IllegalArgumentException.class, () -> approximate(null, 0, 1, 1000));
assertNotNull(exception);
}
@Test
void testInvalidInterval() {
Function<Double, Double> linear = Function.identity();
Exception exception = assertThrows(IllegalArgumentException.class, () -> {
approximate(linear, 2, 1, 1000); // b <= a
});
assertNotNull(exception);
}
@Test
void testZeroSampleSize() {
Function<Double, Double> linear = Function.identity();
Exception exception = assertThrows(IllegalArgumentException.class, () -> approximate(linear, 0, 1, 0));
assertNotNull(exception);
}
@Test
void testNegativeSampleSize() {
Function<Double, Double> linear = Function.identity();
Exception exception = assertThrows(IllegalArgumentException.class, () -> approximate(linear, 0, 1, -100));
assertNotNull(exception);
}
}