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// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.
// See the LICENSE file in the project root for more information.
using System;
using System.Collections.Concurrent;
using System.Collections.Generic;
using Microsoft.ML.Data;
using Microsoft.ML.EntryPoints;
using Microsoft.ML.Runtime;
namespace Microsoft.ML.Trainers.Ensemble
{
internal interface IDiversityMeasure<TOutput>
{
List<ModelDiversityMetric<TOutput>> CalculateDiversityMeasure(IList<FeatureSubsetModel<TOutput>> models,
ConcurrentDictionary<FeatureSubsetModel<TOutput>, TOutput[]> predictions);
}
internal delegate void SignatureEnsembleDiversityMeasure();
internal interface IBinaryDiversityMeasure : IDiversityMeasure<Single>
{ }
internal interface IRegressionDiversityMeasure : IDiversityMeasure<Single>
{ }
internal interface IMulticlassDiversityMeasure : IDiversityMeasure<VBuffer<Single>>
{ }
[TlcModule.ComponentKind("EnsembleBinaryDiversityMeasure")]
internal interface ISupportBinaryDiversityMeasureFactory : IComponentFactory<IBinaryDiversityMeasure>
{
}
[TlcModule.ComponentKind("EnsembleRegressionDiversityMeasure")]
internal interface ISupportRegressionDiversityMeasureFactory : IComponentFactory<IRegressionDiversityMeasure>
{
}
[TlcModule.ComponentKind("EnsembleMulticlassDiversityMeasure")]
internal interface ISupportMulticlassDiversityMeasureFactory : IComponentFactory<IMulticlassDiversityMeasure>
{
}
}
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