/* SPDX-License-Identifier: Apache-2.0
*
* The OpenSearch Contributors require contributions made to
* this file be licensed under the Apache-2.0 license or a
* compatible open source license.
*/
/*
* Modifications Copyright OpenSearch Contributors. See
* GitHub history for details.
*
* Licensed to Elasticsearch B.V. under one or more contributor
* license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright
* ownership. Elasticsearch B.V. licenses this file to you 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.
*/
using System.Runtime.Serialization;
using OpenSearch.Net.Utf8Json;
namespace OpenSearch.Client
{
///
/// This single-value aggregation approximates the median absolute deviation of its search results.
///
/// Median absolute deviation is a measure of variability. It is a robust statistic, meaning that
/// it is useful for describing data that may have outliers, or may not be normally distributed.
/// For such data it can be more descriptive than standard deviation.
///
/// It is calculated as the median of each data point’s deviation from the median of the
/// entire sample. That is, for a random variable X
, the median absolute deviation
/// is median(|median(X) - Xi|).
///
[InterfaceDataContract]
[ReadAs(typeof(MedianAbsoluteDeviationAggregation))]
public interface IMedianAbsoluteDeviationAggregation : IFormattableMetricAggregation
{
///
/// TDigest algorithm component that controls memory usage and approximation error.
/// By increasing the compression value, you can increase the accuracy
/// at the cost of more memory. Larger compression values also make
/// the algorithm slower since the underlying tree data structure grows in
/// size, resulting in more expensive operations. The default compression value is 100.
///
[DataMember(Name = "compression")]
double? Compression { get; set; }
}
///
public class MedianAbsoluteDeviationAggregation : FormattableMetricAggregationBase, IMedianAbsoluteDeviationAggregation
{
internal MedianAbsoluteDeviationAggregation() { }
public MedianAbsoluteDeviationAggregation(string name, Field field) : base(name, field) { }
///
public double? Compression { get; set; }
internal override void WrapInContainer(AggregationContainer c) => c.MedianAbsoluteDeviation = this;
}
///
public class MedianAbsoluteDeviationAggregationDescriptor
: FormattableMetricAggregationDescriptorBase, IMedianAbsoluteDeviationAggregation, T>
, IMedianAbsoluteDeviationAggregation
where T : class
{
double? IMedianAbsoluteDeviationAggregation.Compression { get; set; }
///
public MedianAbsoluteDeviationAggregationDescriptor Compression(double? compression) => Assign(compression, (a, v) => a.Compression = v);
}
}