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The DSI utilities are a mishmash of classes accumulated during the last twenty years in projects developed at the DSI (Dipartimento di Scienze dell'Informazione, i.e., Information Sciences Department), now DI (Dipartimento di Informatica, i.e., Informatics Department), of the Universita` degli Studi di Milano.
package it.unimi.dsi.util;
/*
* DSI utilities
*
* Copyright (C) 2010-2018 Paolo Boldi and Sebastiano Vigna
*
* This library is free software; you can redistribute it and/or modify it
* under the terms of the GNU Lesser General Public License as published by the Free
* Software Foundation; either version 3 of the License, or (at your option)
* any later version.
*
* This library 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 Lesser General Public License
* for more details.
*
* You should have received a copy of the GNU Lesser General Public License
* along with this program; if not, see .
*
*/
import static org.junit.Assert.assertTrue;
import it.unimi.dsi.logging.ProgressLogger;
import org.junit.Ignore;
import org.junit.Test;
public class HyperLogLogCounterArrayTest {
@Test
public void testSingle() {
final int numTrials = 10;
for(int size: new int[] { 1, 10, 100, 1000, 100000 }) {
for(int log2m: new int[] { 6, 8, 12 }) {
final double rsd = HyperLogLogCounterArray.relativeStandardDeviation(log2m);
int correct = 0;
for (int trial = 0; trial < numTrials; trial++) {
HyperLogLogCounterArray a = new HyperLogLogCounterArray(1, size, log2m, trial);
final int incr = (int)((1L << 32) / size);
int x = Integer.MIN_VALUE;
for(int i = 0; i < size; i++) {
a.add(0, x);
x += incr;
}
System.err.println("Trial " + trial + ", size " + size + ", error: " + (size - a.count(0)) / size + " " + (Math.abs(size - a.count(0)) < 2 * rsd * size ? "(+)" : "(-)"));
if (Math.abs(size - a.count(0)) / size < 2 * rsd) correct++;
}
System.err.println("Correct trials for size " + size + ", rsd " + rsd + ": " + correct);
assertTrue(correct + " < " + 9, correct >= 9);
}
}
}
@Test
public void testDouble() {
final int numTrials = 10;
for(int size: new int[] { 1, 10, 100, 1000, 100000 }) {
for(int log2m: new int[] { 4, 6, 8, 12 }) {
final double rsd = HyperLogLogCounterArray.relativeStandardDeviation(log2m);
int correct0 = 0, correct1 = 0;
for (int trial = 0; trial < numTrials; trial++) {
HyperLogLogCounterArray a = new HyperLogLogCounterArray(2, size, log2m, trial);
final int incr = (int)((1L << 32) / size);
int x = Integer.MIN_VALUE;
for(int i = 0; i < size; i++) {
a.add(0, x);
a.add(1, x);
x += incr;
}
System.err.println("Trial " + trial + " (0), size " + size + ", error: " + (size - a.count(0)) / size + " " + (Math.abs(size - a.count(0)) < 2 * rsd * size ? "(+)" : "(-)"));
System.err.println("Trial " + trial + " (1), size " + size + ", error: " + (size - a.count(1)) / size + " " + (Math.abs(size - a.count(1)) < 2 * rsd * size ? "(+)" : "(-)"));
if (Math.abs(size - a.count(0)) / size < 2 * rsd) correct0++;
if (Math.abs(size - a.count(1)) / size < 2 * rsd) correct1++;
}
System.err.println("Correct trials (0) for size " + size + ", rsd " + rsd + ": " + correct0);
System.err.println("Correct trials (1) for size " + size + ", rsd " + rsd + ": " + correct1);
assertTrue(correct0 + " < " + 9, correct0 >= 9);
assertTrue(correct1 + " < " + 9, correct1 >= 9);
}
}
}
@Ignore("too slow")
@Test
public void testLarge() {
final int numTrials = 10;
for(long size: new long[] { 1000000000, 4000000000L }) {
for(int log2m: new int[] { 6, 8, 12 }) {
final double rsd = HyperLogLogCounterArray.relativeStandardDeviation(log2m);
int correct = 0;
for (int trial = 0; trial < numTrials; trial++) {
HyperLogLogCounterArray a = new HyperLogLogCounterArray(1, size, log2m, trial);
final long incr = (1L << 60) / size;
long x = Long.MIN_VALUE;
for(long i = size; i-- != 0;) {
a.add(0, x);
x += incr;
}
System.err.println("Trial " + trial + ", size " + size + ", error: " + (size - a.count(0)) / size + " " + (Math.abs(size - a.count(0)) < 2 * rsd * size ? "(+)" : "(-)"));
if (Math.abs(size - a.count(0)) / size < 2 * rsd) correct++;
}
System.err.println("Correct trials for size " + size + ", rsd " + rsd + ": " + correct);
assertTrue(correct + " < " + 9, correct >= 9);
}
}
}
@Ignore("too slow")
@Test
public void testExtreme() {
final int numTrials = 20, mustBeCorrect = 18;
final ProgressLogger pl = new ProgressLogger();
for(int log2m: new int[] { 6, 8, 12 }) {
final double rsd = HyperLogLogCounterArray.relativeStandardDeviation(log2m);
int correct = 0;
long size = 3L * 1024 * 1024 * 1024;
for (int trial = 0; trial < numTrials; trial++) {
HyperLogLogCounterArray a = new HyperLogLogCounterArray(1, size, log2m, trial);
pl.start();
for(int i = Integer.MIN_VALUE; i < Integer.MAX_VALUE; i++) if (i % 4 != 0) a.add(0, i);
pl.stop();
pl.count = size;
System.err.println(pl);
System.err.println("Trial " + trial + ", error: " + (size - a.count(0)) / size + " " + (Math.abs(size - a.count(0)) < 2 * rsd * size ? "(+)" : "(-)"));
if (Math.abs(size - a.count(0)) < 2 * rsd * size) correct++;
}
System.err.println("Correct trials for size " + size + ", rsd " + rsd + ": " + correct);
assertTrue(correct + " < " + mustBeCorrect, correct >= mustBeCorrect);
}
for(int log2m: new int[] { 6, 8, 12 }) {
final double rsd = HyperLogLogCounterArray.relativeStandardDeviation(log2m);
int correct = 0;
long size = 7L * 512 * 1024 * 1024;
for (int trial = 0; trial < numTrials; trial++) {
HyperLogLogCounterArray a = new HyperLogLogCounterArray(1, size, log2m, trial);
pl.start();
for(int i = Integer.MIN_VALUE; i < Integer.MAX_VALUE; i++) if (i % 8 != 0) a.add(0, i);
pl.stop();
pl.count = size;
System.err.println(pl);
System.err.println("Trial " + trial + ", error: " + (size - a.count(0)) / size + " " + (Math.abs(size - a.count(0)) < 2 * rsd * size ? "(+)" : "(-)"));
if (Math.abs(size - a.count(0)) / size < 2 * rsd) correct++;
}
System.err.println("Correct trials for size " + size + ", rsd " + rsd + ": " + correct);
assertTrue(correct + " < " + mustBeCorrect, mustBeCorrect >= 9);
}
for(int log2m: new int[] { 6, 8, 12 }) {
final double rsd = HyperLogLogCounterArray.relativeStandardDeviation(log2m);
int correct = 0;
long size = 8L * 1024 * 1024 * 1024;
for (int trial = 0; trial < numTrials; trial++) {
HyperLogLogCounterArray a = new HyperLogLogCounterArray(1, size, log2m, trial);
pl.start();
for(int i = Integer.MIN_VALUE; i < Integer.MAX_VALUE; i++) if (i % 8 != 0) a.add(0, i);
pl.stop();
pl.count = size;
System.err.println(pl);
System.err.println("Trial " + trial + ", error: " + (size - a.count(0)) / size + " " + (Math.abs(size - a.count(0)) < 2 * rsd * size ? "(+)" : "(-)"));
if (Math.abs(size - a.count(0)) / size < 2 * rsd) correct++;
}
System.err.println("Correct trials for size " + size + ", rsd " + rsd + ": " + correct);
assertTrue(correct + " < " + mustBeCorrect, mustBeCorrect >= 9);
}
}
public static void main(String arg[]) {
new HyperLogLogCounterArrayTest().testExtreme();
}
}