| /** |
| * 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); |
| } |
| } |