io.datakernel.aggregation.measure.HyperLogLog Maven / Gradle / Ivy
Go to download
Show more of this group Show more artifacts with this name
Show all versions of datakernel-aggregation Show documentation
Show all versions of datakernel-aggregation Show documentation
Log-structured merge-tree table with fields representing aggregate functions, designed for OLAP workload.
/*
* Copyright (C) 2015 SoftIndex LLC.
*
* 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 io.datakernel.aggregation.measure;
import io.datakernel.util.HashUtils;
import static java.lang.Math.exp;
import static java.lang.Math.log;
public final class HyperLogLog implements Comparable {
private final byte[] registers;
public HyperLogLog(int registers) {
this.registers = new byte[registers];
}
public HyperLogLog(byte[] registers) {
this.registers = registers;
}
public byte[] getRegisters() {
return registers;
}
public static HyperLogLog union(HyperLogLog a, HyperLogLog b) {
assert a.registers.length == b.registers.length;
byte[] buckets = new byte[a.registers.length];
for (int i = 0; i < a.registers.length; i++) {
buckets[i] = a.registers[i] > b.registers[i] ? a.registers[i] : b.registers[i];
}
return new HyperLogLog(buckets);
}
public void union(HyperLogLog another) {
assert this.registers.length == another.registers.length;
for (int i = 0; i < this.registers.length; i++) {
byte thisValue = this.registers[i];
byte thatValue = another.registers[i];
if (thatValue > thisValue) {
this.registers[i] = thatValue;
}
}
}
public void addToRegister(int register, int valueHash) {
int zeros = Integer.numberOfTrailingZeros(valueHash) + 1;
if (this.registers[register] < zeros) {
this.registers[register] = (byte) zeros;
}
}
public void addLongHash(long longHash) {
addToRegister((int) (longHash) & (registers.length - 1), (int) (longHash >>> 32));
}
public void addObject(Object item) {
addInt(item.hashCode());
}
public void addLong(long value) {
addLongHash(HashUtils.murmur3hash(value));
}
public void addInt(int value) {
addLongHash(HashUtils.murmur3hash(value));
}
private static final double ALPHA_16 = 0.673 * 16 * 16;
private static final double ALPHA_32 = 0.697 * 32 * 32;
private static final double ALPHA_64 = 0.709 * 64 * 64;
private static final double ALPHA_XX = 0.7213;
private static final double NLOG2 = -log(2.0);
public int estimate() {
int m = registers.length;
double alpha;
if (m == 16) {
alpha = ALPHA_16;
} else if (m == 32) {
alpha = ALPHA_32;
} else if (m == 64) {
alpha = ALPHA_64;
} else {
alpha = ALPHA_XX / (1 + 1.079 / m) * m * m;
}
double sum = 0;
for (byte value : registers) {
sum += exp(value * NLOG2);
}
double estimate = alpha / sum;
if (estimate < 5.0 / 2.0 * m) {
int zeroCount = 0;
for (byte bucket : registers) {
if (bucket == 0)
zeroCount++;
}
if (zeroCount != 0) {
estimate = m * log((double) m / zeroCount);
}
}
return (int) estimate;
}
@Override
public int compareTo(HyperLogLog that) {
return Integer.compare(this.estimate(), that.estimate());
}
}