/** * 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 org.apache.aurora.scheduler.sla; import java.util.List; import com.google.common.math.Quantiles; /** * Utility methods for the SLA calculations. */ final class SlaUtil { private SlaUtil() { // Utility class. } /** * Reports the percentile value from the continuous distribution described by a given list of * samples. * * Example: [30, 60, 70, 90], the 50 percentile is 65.0 (i.e. larger values cover 50% of the PDF * (Probability Density Function)). * Example: [30, 60, 70, 90], the 75 percentile is 52.5 (i.e. larger values cover 75% of the PDF). * Example: [30, 60, 70, 90], the 90 percentile is 39.0 (i.e. larger values cover 85% of the PDF). * Example: [30, 60, 70, 90], the 99 percentile is 30.9 (i.e. larger values cover 95% of the PDF). * * @param list List to calculate percentile for. * @param percentile Percentile value to apply. * @return Element at the given percentile. */ static Number percentile(List<Long> list, double percentile) { if (list.isEmpty()) { return 0.0; } // index should be a full integer. use quantile scale to allow reporting of percentile values // such as p99.9. double percentileCopy = percentile; int quantileScale = 100; while ((percentileCopy - Math.floor(percentileCopy)) > 0) { quantileScale *= 10; percentileCopy *= 10; } return Quantiles.scale(quantileScale).index((int) Math.floor(quantileScale - percentileCopy)) .compute(list); } }