// // 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) 2009-2010 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 MathNet.Numerics.Random; namespace Examples { /// /// Random number generation /// /// Random number generation public class RandomNumberGeneration : IExample { /// /// Gets the name of this example /// public string Name { get { return "Random number generation"; } } /// /// Gets the description of this example /// public string Description { get { return "Usage examples of random number generators (RNG)"; } } /// /// Run example /// /// Random number generation /// Linear congruential generator /// Mersenne twister /// Lagged Fibonacci generator /// Xorshift public void Run() { // All RNG classes in MathNet have next counstructors: // - RNG(int seed, bool threadSafe): initializes a new instance with specific seed value and thread safe property // - RNG(int seed): iуууnitializes a new instance with specific seed value. Thread safe property is set to Control.ThreadSafeRandomNumberGenerators // - RNG(bool threadSafe) : initializes a new instance with the seed value set to DateTime.Now.Ticks and specific thread safe property // - RNG(bool threadSafe) : initializes a new instance with the seed value set to DateTime.Now.Ticks and thread safe property set to Control.ThreadSafeRandomNumberGenerators // All RNG classes in MathNet have next methods to produce random values: // - double[] NextDouble(int n): returns an "n"-size array of uniformly distributed random doubles in the interval [0.0,1.0]; // - int Next(): returns a nonnegative random number; // - int Next(int maxValue): returns a random number less then a specified maximum; // - int Next(int minValue, int maxValue): returns a random number within a specified range; // - void NextBytes(byte[] buffer): fills the elements of a specified array of bytes with random numbers; // All RNG classes in MathNet have next extension methods to produce random values: // - long NextInt64(): returns a nonnegative random number less than "Int64.MaxValue"; // - int NextFullRangeInt32(): returns a random number of the full Int32 range; // - long NextFullRangeInt64(): returns a random number of the full Int64 range; // - decimal NextDecimal(): returns a nonnegative decimal floating point random number less than 1.0; // 1. Multiplicative congruential generator using a modulus of 2^31-1 and a multiplier of 1132489760 var mcg31M1 = new Mcg31m1(1); Console.WriteLine(@"1. Generate 10 random double values using Multiplicative congruential generator with a modulus of 2^31-1 and a multiplier of 1132489760"); var randomValues = mcg31M1.NextDoubles(10); for (var i = 0; i < randomValues.Length; i++) { Console.Write(randomValues[i].ToString("N") + @" "); } Console.WriteLine(); Console.WriteLine(); // 2. Multiplicative congruential generator using a modulus of 2^59 and a multiplier of 13^13 var mcg59 = new Mcg59(1); Console.WriteLine(@"2. Generate 10 random integer values using Multiplicative congruential generator with a modulus of 2^59 and a multiplier of 13^13"); for (var i = 0; i < 10; i++) { Console.Write(mcg59.Next() + @" "); } Console.WriteLine(); Console.WriteLine(); // 3. Random number generator using Mersenne Twister 19937 algorithm var mersenneTwister = new MersenneTwister(1); Console.WriteLine(@"3. Generate 10 random integer values less then 100 using Mersenne Twister 19937 algorithm"); for (var i = 0; i < 10; i++) { Console.Write(mersenneTwister.Next(100) + @" "); } Console.WriteLine(); Console.WriteLine(); // 4. Multiple recursive generator with 2 components of order 3 var mrg32K3A = new Mrg32k3a(1); Console.WriteLine(@"4. Generate 10 random integer values in range [50;100] using multiple recursive generator with 2 components of order 3"); for (var i = 0; i < 10; i++) { Console.Write(mrg32K3A.Next(50, 100) + @" "); } Console.WriteLine(); Console.WriteLine(); // 5. Parallel Additive Lagged Fibonacci pseudo-random number generator var palf = new Palf(1); Console.WriteLine(@"5. Generate 10 random bytes using Parallel Additive Lagged Fibonacci pseudo-random number generator"); var bytes = new byte[10]; palf.NextBytes(bytes); for (var i = 0; i < bytes.Length; i++) { Console.Write(bytes[i] + @" "); } Console.WriteLine(); Console.WriteLine(); // 6. A random number generator based on the "System.Security.Cryptography.RandomNumberGenerator" class in the .NET library var systemCrypto = new CryptoRandomSource(); Console.WriteLine(@"6. Generate 10 random decimal values using RNG based on the 'System.Security.Cryptography.RandomNumberGenerator'"); for (var i = 0; i < 10; i++) { Console.Write(systemCrypto.NextDecimal().ToString("N") + @" "); } Console.WriteLine(); Console.WriteLine(); // 7. Wichmann-Hill’s 1982 combined multiplicative congruential generator var rngWh1982 = new WH1982(); Console.WriteLine(@"7. Generate 10 random full Int32 range values using Wichmann-Hill’s 1982 combined multiplicative congruential generator"); for (var i = 0; i < 10; i++) { Console.Write(rngWh1982.NextFullRangeInt32() + @" "); } Console.WriteLine(); Console.WriteLine(); // 8. Wichmann-Hill’s 2006 combined multiplicative congruential generator. var rngWh2006 = new WH2006(); Console.WriteLine(@"8. Generate 10 random full Int64 range values using Wichmann-Hill’s 2006 combined multiplicative congruential generator"); for (var i = 0; i < 10; i++) { Console.Write(rngWh2006.NextFullRangeInt32() + @" "); } Console.WriteLine(); Console.WriteLine(); // 9. Multiply-with-carry Xorshift pseudo random number generator var xorshift = new Xorshift(); Console.WriteLine(@"9. Generate 10 random nonnegative values less than Int64.MaxValue using Multiply-with-carry Xorshift pseudo random number generator"); for (var i = 0; i < 10; i++) { Console.Write(xorshift.NextInt64() + @" "); } Console.WriteLine(); } } }