/**
* 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);
}
}