
com.clearspring.analytics.stream.frequency.CountMin64TinyLfu Maven / Gradle / Ivy
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/*
* Copyright 2015 Gilga Einziger. All Rights Reserved.
*
* 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 com.clearspring.analytics.stream.frequency;
import com.github.benmanes.caffeine.cache.simulator.BasicSettings;
import com.github.benmanes.caffeine.cache.simulator.admission.Frequency;
import com.typesafe.config.Config;
/**
* A version of the TinyLFU sketch based on a regular conservative update sketch. The difference is
* that a counter may not exceed a maximum and any time the sum of events reach a predefined values
* we divide all counters by 2 in what is called a reset operation.
*
* For more details see TinyLFU: A
* Highly Efficient Cache Admission Policy.
*
* The CountMinSketch parameters are described in
* Twitter's implementation.
*
* @author [email protected] (Gilga Einziger)
*/
public final class CountMin64TinyLfu implements Frequency {
private static final int MAX_COUNT = 15;
final CountMinSketch sketch;
final int sampleSize;
int size;
public CountMin64TinyLfu(Config config) {
BasicSettings settings = new BasicSettings(config);
sampleSize = 10 * settings.maximumSize();
if (settings.tinyLfu().conservative()) {
sketch = new ConservativeAddSketch(settings.tinyLfu().countMin64().eps(),
settings.tinyLfu().countMin64().confidence(), settings.randomSeed());
} else {
sketch = new CountMinSketch(settings.tinyLfu().countMin64().eps(),
settings.tinyLfu().countMin64().confidence(), settings.randomSeed());
}
}
/** Returns the estimated usage frequency of the item. */
@Override
public int frequency(long o) {
return (int) sketch.estimateCount(o);
}
@Override
public void increment(long o) {
if (sketch.estimateCount(o) < MAX_COUNT) {
sketch.add(o, 1);
}
size += 1;
resetIfNeeded();
}
private void resetIfNeeded() {
if (size > sampleSize) {
size /= 2;
for (int i = 0; i < sketch.depth; i++) {
for (int j = 0; j < sketch.width; j++) {
size -= sketch.table[i][j] & 1;
sketch.table[i][j] >>>= 1;
}
}
}
}
}