Math.NET Numerics
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// <copyright file="Control.cs" company="Math.NET">
// Math.NET Numerics, part of the Math.NET Project
// http://numerics.mathdotnet.com
// http://github.com/mathnet/mathnet-numerics
// http://mathnetnumerics.codeplex.com
//
// Copyright (c) 2009-2014 Math.NET
//
// Permission is hereby granted, free of charge, to any person
// obtaining a copy of this software and associated documentation
// files (the "Software"), to deal in the Software without
// restriction, including without limitation the rights to use,
// copy, modify, merge, publish, distribute, sublicense, and/or sell
// copies of the Software, and to permit persons to whom the
// Software is furnished to do so, subject to the following
// conditions:
//
// The above copyright notice and this permission notice shall be
// included in all copies or substantial portions of the Software.
//
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
// EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
// OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
// NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
// HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
// WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
// OTHER DEALINGS IN THE SOFTWARE.
// </copyright>
using MathNet.Numerics.Providers.LinearAlgebra;
using System;
using System.IO;
using System.Threading.Tasks;
namespace MathNet.Numerics
{
/// <summary>
/// Sets parameters for the library.
/// </summary>
public static class Control
{
static int _maxDegreeOfParallelism;
static int _blockSize;
static int _parallelizeOrder;
static int _parallelizeElements;
static ILinearAlgebraProvider _linearAlgebraProvider;
static Control()
{
ConfigureAuto();
}
public static void ConfigureAuto()
{
// Random Numbers & Distributions
CheckDistributionParameters = true;
// Parallelization & Threading
ThreadSafeRandomNumberGenerators = true;
_maxDegreeOfParallelism = Environment.ProcessorCount;
_blockSize = 512;
_parallelizeOrder = 64;
_parallelizeElements = 300;
TaskScheduler = TaskScheduler.Default;
// Linear Algebra Provider
#if PORTABLE
LinearAlgebraProvider = new ManagedLinearAlgebraProvider();
#else
try
{
const string name = "MathNetNumericsLAProvider";
var value = Environment.GetEnvironmentVariable(name);
switch (value != null ? value.ToUpperInvariant() : string.Empty)
{
#if NATIVE
case "MKL":
LinearAlgebraProvider = new Providers.LinearAlgebra.Mkl.MklLinearAlgebraProvider();
break;
#endif
default:
LinearAlgebraProvider = new ManagedLinearAlgebraProvider();
break;
}
}
catch
{
// We don't care about any failures here at all (because "auto")
LinearAlgebraProvider = new ManagedLinearAlgebraProvider();
}
#endif
}
public static void UseSingleThread()
{
_maxDegreeOfParallelism = 1;
ThreadSafeRandomNumberGenerators = false;
LinearAlgebraProvider.InitializeVerify();
}
public static void UseMultiThreading()
{
_maxDegreeOfParallelism = Environment.ProcessorCount;
ThreadSafeRandomNumberGenerators = true;
LinearAlgebraProvider.InitializeVerify();
}
public static void UseManaged()
{
LinearAlgebraProvider = new ManagedLinearAlgebraProvider();
}
#if NATIVE
public static void UseNativeMKL()
{
LinearAlgebraProvider = new Providers.LinearAlgebra.Mkl.MklLinearAlgebraProvider();
}
[CLSCompliant(false)]
public static void UseNativeMKL(
Providers.LinearAlgebra.Mkl.MklConsistency consistency = Providers.LinearAlgebra.Mkl.MklConsistency.Auto,
Providers.LinearAlgebra.Mkl.MklPrecision precision = Providers.LinearAlgebra.Mkl.MklPrecision.Double,
Providers.LinearAlgebra.Mkl.MklAccuracy accuracy = Providers.LinearAlgebra.Mkl.MklAccuracy.High)
{
LinearAlgebraProvider = new Providers.LinearAlgebra.Mkl.MklLinearAlgebraProvider(consistency, precision, accuracy);
}
#endif
/// <summary>
/// Gets or sets a value indicating whether the distribution classes check validate each parameter.
/// For the multivariate distributions this could involve an expensive matrix factorization.
/// The default setting of this property is <c>true</c>.
/// </summary>
public static bool CheckDistributionParameters { get; set; }
/// <summary>
/// Gets or sets a value indicating whether to use thread safe random number generators (RNG).
/// Thread safe RNG about two and half time slower than non-thread safe RNG.
/// </summary>
/// <value>
/// <c>true</c> to use thread safe random number generators ; otherwise, <c>false</c>.
/// </value>
public static bool ThreadSafeRandomNumberGenerators { get; set; }
/// <summary>
/// Optional path to try to load native provider binaries from.
/// </summary>
public static DirectoryInfo NativeProviderPath { get; set; }
/// <summary>
/// Gets or sets the linear algebra provider. Consider to use UseNativeMKL or UseManaged instead.
/// </summary>
/// <value>The linear algebra provider.</value>
public static ILinearAlgebraProvider LinearAlgebraProvider
{
get { return _linearAlgebraProvider; }
set
{
value.InitializeVerify();
// only actually set if verification did not throw
_linearAlgebraProvider = value;
}
}
/// <summary>
/// Gets or sets a value indicating how many parallel worker threads shall be used
/// when parallelization is applicable.
/// </summary>
/// <remarks>Default to the number of processor cores, must be between 1 and 1024 (inclusive).</remarks>
public static int MaxDegreeOfParallelism
{
get { return _maxDegreeOfParallelism; }
set
{
_maxDegreeOfParallelism = Math.Max(1, Math.Min(1024, value));
// Reinitialize providers:
LinearAlgebraProvider.InitializeVerify();
}
}
/// <summary>
/// Gets or sets the TaskScheduler used to schedule the worker tasks.
/// </summary>
public static TaskScheduler TaskScheduler { get; set; }
/// <summary>
/// Gets or sets the the block size to use for
/// the native linear algebra provider.
/// </summary>
/// <value>The block size. Default 512, must be at least 32.</value>
public static int BlockSize
{
get { return _blockSize; }
set { _blockSize = Math.Max(32, value); }
}
/// <summary>
/// Gets or sets the order of the matrix when linear algebra provider
/// must calculate multiply in parallel threads.
/// </summary>
/// <value>The order. Default 64, must be at least 3.</value>
internal static int ParallelizeOrder
{
get { return _parallelizeOrder; }
set { _parallelizeOrder = Math.Max(3, value); }
}
/// <summary>
/// Gets or sets the number of elements a vector or matrix
/// must contain before we multiply threads.
/// </summary>
/// <value>Number of elements. Default 300, must be at least 3.</value>
internal static int ParallelizeElements
{
get { return _parallelizeElements; }
set { _parallelizeElements = Math.Max(3, value); }
}
}
}