// // Math.NET Numerics, part of the Math.NET Project // http://numerics.mathdotnet.com // http://github.com/mathnet/mathnet-numerics // // Copyright (c) 2009-2018 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. // using System; using System.Linq; using System.Reflection; using System.Runtime.InteropServices; using System.Text; using System.Threading.Tasks; using IStation.Numerics.Providers.SparseSolver; using IStation.Numerics.Providers.FourierTransform; using IStation.Numerics.Providers.LinearAlgebra; namespace IStation.Numerics { /// /// Sets parameters for the library. /// public static class Control { static int _maxDegreeOfParallelism; static int _parallelizeOrder; static int _parallelizeElements; static string _nativeProviderHintPath; static Control() { ConfigureAuto(); } public static void ConfigureAuto() { // Random Numbers & Distributions CheckDistributionParameters = true; // Parallelization & Threading ThreadSafeRandomNumberGenerators = true; _maxDegreeOfParallelism = Environment.ProcessorCount; _parallelizeOrder = 64; _parallelizeElements = 300; TaskScheduler = TaskScheduler.Default; } public static void UseManaged() { LinearAlgebraControl.UseManaged(); FourierTransformControl.UseManaged(); SparseSolverControl.UseManaged(); } public static void UseManagedReference() { LinearAlgebraControl.UseManagedReference(); FourierTransformControl.UseManaged(); SparseSolverControl.UseManaged(); } /// /// Use a specific provider if configured, e.g. using /// environment variables, or fall back to the best providers. /// public static void UseDefaultProviders() { if (AppSwitches.DisableNativeProviders) { UseManaged(); return; } LinearAlgebraControl.UseDefault(); FourierTransformControl.UseDefault(); SparseSolverControl.UseDefault(); } /// /// Use the best provider available. /// public static void UseBestProviders() { if (AppSwitches.DisableNativeProviders || AppSwitches.DisableNativeProviderProbing) { UseManaged(); return; } LinearAlgebraControl.UseBest(); FourierTransformControl.UseBest(); SparseSolverControl.UseBest(); } #if NATIVE /// /// Use the Intel MKL native provider for linear algebra. /// Throws if it is not available or failed to initialize, in which case the previous provider is still active. /// public static void UseNativeMKL() { LinearAlgebraControl.UseNativeMKL(); FourierTransformControl.UseNativeMKL(); SparseSolverControl.UseNativeMKL(); } /// /// Use the Intel MKL native provider for linear algebra, with the specified configuration parameters. /// Throws if it is not available or failed to initialize, in which case the previous provider is still active. /// [CLSCompliant(false)] public static void UseNativeMKL( Providers.Common.Mkl.MklConsistency consistency = Providers.Common.Mkl.MklConsistency.Auto, Providers.Common.Mkl.MklPrecision precision = Providers.Common.Mkl.MklPrecision.Double, Providers.Common.Mkl.MklAccuracy accuracy = Providers.Common.Mkl.MklAccuracy.High) { LinearAlgebraControl.UseNativeMKL(consistency, precision, accuracy); FourierTransformControl.UseNativeMKL(); SparseSolverControl.UseNativeMKL(); } /// /// Try to use the Intel MKL native provider for linear algebra. /// /// /// True if the provider was found and initialized successfully. /// False if it failed and the previous provider is still active. /// public static bool TryUseNativeMKL() { bool linearAlgebra = LinearAlgebraControl.TryUseNativeMKL(); bool fourierTransform = FourierTransformControl.TryUseNativeMKL(); bool directSparseSolver = SparseSolverControl.TryUseNativeMKL(); return linearAlgebra || fourierTransform || directSparseSolver; } /// /// Use the Nvidia CUDA native provider for linear algebra. /// Throws if it is not available or failed to initialize, in which case the previous provider is still active. /// public static void UseNativeCUDA() { LinearAlgebraControl.UseNativeCUDA(); } /// /// Try to use the Nvidia CUDA native provider for linear algebra. /// /// /// True if the provider was found and initialized successfully. /// False if it failed and the previous provider is still active. /// public static bool TryUseNativeCUDA() { bool linearAlgebra = LinearAlgebraControl.TryUseNativeCUDA(); return linearAlgebra; } /// /// Use the OpenBLAS native provider for linear algebra. /// Throws if it is not available or failed to initialize, in which case the previous provider is still active. /// public static void UseNativeOpenBLAS() { LinearAlgebraControl.UseNativeOpenBLAS(); } /// /// Try to use the OpenBLAS native provider for linear algebra. /// /// /// True if the provider was found and initialized successfully. /// False if it failed and the previous provider is still active. /// public static bool TryUseNativeOpenBLAS() { bool linearAlgebra = LinearAlgebraControl.TryUseNativeOpenBLAS(); return linearAlgebra; } /// /// Try to use any available native provider in an undefined order. /// /// /// True if one of the native providers was found and successfully initialized. /// False if it failed and the previous provider is still active. /// public static bool TryUseNative() { if (AppSwitches.DisableNativeProviders || AppSwitches.DisableNativeProviderProbing) { return false; } bool linearAlgebra = LinearAlgebraControl.TryUseNative(); bool fourierTransform = FourierTransformControl.TryUseNative(); bool directSparseSolver = SparseSolverControl.TryUseNative(); return linearAlgebra || fourierTransform || directSparseSolver; } #endif public static void FreeResources() { LinearAlgebraControl.FreeResources(); FourierTransformControl.FreeResources(); SparseSolverControl.FreeResources(); } public static void UseSingleThread() { _maxDegreeOfParallelism = 1; ThreadSafeRandomNumberGenerators = false; LinearAlgebraControl.Provider.InitializeVerify(); FourierTransformControl.Provider.InitializeVerify(); SparseSolverControl.Provider.InitializeVerify(); } public static void UseMultiThreading() { _maxDegreeOfParallelism = Environment.ProcessorCount; ThreadSafeRandomNumberGenerators = true; LinearAlgebraControl.Provider.InitializeVerify(); FourierTransformControl.Provider.InitializeVerify(); SparseSolverControl.Provider.InitializeVerify(); } /// /// 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 true. /// public static bool CheckDistributionParameters { get; set; } /// /// 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. /// /// /// true to use thread safe random number generators ; otherwise, false. /// public static bool ThreadSafeRandomNumberGenerators { get; set; } /// /// Optional path to try to load native provider binaries from. /// public static string NativeProviderPath { get => _nativeProviderHintPath; set { _nativeProviderHintPath = value; LinearAlgebraControl.HintPath = value; FourierTransformControl.HintPath = value; SparseSolverControl.HintPath = value; } } /// /// Gets or sets a value indicating how many parallel worker threads shall be used /// when parallelization is applicable. /// /// Default to the number of processor cores, must be between 1 and 1024 (inclusive). public static int MaxDegreeOfParallelism { get => _maxDegreeOfParallelism; set { _maxDegreeOfParallelism = Math.Max(1, Math.Min(1024, value)); // Reinitialize providers: LinearAlgebraControl.Provider.InitializeVerify(); FourierTransformControl.Provider.InitializeVerify(); SparseSolverControl.Provider.InitializeVerify(); } } /// /// Gets or sets the TaskScheduler used to schedule the worker tasks. /// public static TaskScheduler TaskScheduler { get; set; } /// /// Gets or sets the order of the matrix when linear algebra provider /// must calculate multiply in parallel threads. /// /// The order. Default 64, must be at least 3. internal static int ParallelizeOrder { get => _parallelizeOrder; set => _parallelizeOrder = Math.Max(3, value); } /// /// Gets or sets the number of elements a vector or matrix /// must contain before we multiply threads. /// /// Number of elements. Default 300, must be at least 3. internal static int ParallelizeElements { get => _parallelizeElements; set => _parallelizeElements = Math.Max(3, value); } public static string Describe() { #if NET40 var versionAttribute = typeof(Control).Assembly .GetCustomAttributes(typeof(AssemblyInformationalVersionAttribute), false) .OfType() .FirstOrDefault(); #else var versionAttribute = typeof(Control).GetTypeInfo().Assembly.GetCustomAttribute(typeof(AssemblyInformationalVersionAttribute)) as AssemblyInformationalVersionAttribute; #endif var sb = new StringBuilder(); sb.AppendLine("Math.NET Numerics Configuration:"); sb.AppendLine($"Version {versionAttribute?.InformationalVersion}"); #if NETSTANDARD1_3 sb.AppendLine("Built for .Net Standard 1.3"); #elif NETSTANDARD2_0 sb.AppendLine("Built for .Net Standard 2.0"); #elif NET40 sb.AppendLine("Built for .Net Framework 4.0"); #elif NET461 sb.AppendLine("Built for .Net Framework 4.6.1"); #endif #if !NATIVE sb.AppendLine("No Native Provider Support"); #endif sb.AppendLine($"Linear Algebra Provider: {LinearAlgebraControl.Provider}"); sb.AppendLine($"Fourier Transform Provider: {FourierTransformControl.Provider}"); sb.AppendLine($"Sparse Solver Provider: {SparseSolverControl.Provider}"); sb.AppendLine($"Max Degree of Parallelism: {MaxDegreeOfParallelism}"); sb.AppendLine($"Parallelize Elements: {ParallelizeElements}"); sb.AppendLine($"Parallelize Order: {ParallelizeOrder}"); sb.AppendLine($"Check Distribution Parameters: {CheckDistributionParameters}"); sb.AppendLine($"Thread-Safe RNGs: {ThreadSafeRandomNumberGenerators}"); #if NETSTANDARD1_3 || NETSTANDARD2_0 // This would also work in .Net 4.0, but we don't want the dependency just for that. sb.AppendLine($"Operating System: {RuntimeInformation.OSDescription}"); sb.AppendLine($"Operating System Architecture: {RuntimeInformation.OSArchitecture}"); sb.AppendLine($"Framework: {RuntimeInformation.FrameworkDescription}"); sb.AppendLine($"Process Architecture: {RuntimeInformation.ProcessArchitecture}"); #else sb.AppendLine($"Operating System: {Environment.OSVersion}"); sb.AppendLine($"Framework: {Environment.Version}"); #endif return sb.ToString(); } } }