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149 lines
3.9 KiB
149 lines
3.9 KiB
/* |
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* Copyright 2008-2012 NVIDIA Corporation |
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* |
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* Licensed under the Apache License, Version 2.0 (the "License"); |
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* you may not use this file except in compliance with the License. |
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* You may obtain a copy of the License at |
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* |
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* http://www.apache.org/licenses/LICENSE-2.0 |
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* |
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* Unless required by applicable law or agreed to in writing, software |
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* distributed under the License is distributed on an "AS IS" BASIS, |
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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* See the License for the specific language governing permissions and |
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* limitations under the License. |
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*/ |
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/* |
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* Copyright Jens Maurer 2000-2001 |
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* Distributed under the Boost Software License, Version 1.0. (See |
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* accompanying file LICENSE_1_0.txt or copy at |
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* http://www.boost.org/LICENSE_1_0.txt) |
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*/ |
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#pragma once |
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#include <thrust/detail/config.h> |
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#include <thrust/pair.h> |
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#include <thrust/random/uniform_real_distribution.h> |
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#include <limits> |
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#include <cmath> |
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namespace thrust |
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{ |
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namespace random |
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{ |
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namespace detail |
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{ |
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// this version samples the normal distribution directly |
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// and uses the non-standard math function erfcinv |
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template<typename RealType> |
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class normal_distribution_nvcc |
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{ |
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protected: |
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template<typename UniformRandomNumberGenerator> |
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__host__ __device__ |
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RealType sample(UniformRandomNumberGenerator &urng, const RealType mean, const RealType stddev) |
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{ |
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typedef typename UniformRandomNumberGenerator::result_type uint_type; |
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const uint_type urng_range = UniformRandomNumberGenerator::max - UniformRandomNumberGenerator::min; |
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// Constants for conversion |
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const RealType S1 = static_cast<RealType>(1) / urng_range; |
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const RealType S2 = S1 / 2; |
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RealType S3 = static_cast<RealType>(-1.4142135623730950488016887242097); // -sqrt(2) |
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// Get the integer value |
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uint_type u = urng() - UniformRandomNumberGenerator::min; |
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// Ensure the conversion to float will give a value in the range [0,0.5) |
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if(u > (urng_range / 2)) |
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{ |
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u = urng_range - u; |
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S3 = -S3; |
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} |
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// Convert to floating point in [0,0.5) |
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RealType p = u*S1 + S2; |
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// Apply inverse error function |
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return mean + stddev * S3 * erfcinv(2 * p); |
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} |
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// no-op |
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__host__ __device__ |
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void reset() {} |
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}; |
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// this version samples the normal distribution using |
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// Marsaglia's "polar method" |
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template<typename RealType> |
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class normal_distribution_portable |
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{ |
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protected: |
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normal_distribution_portable() |
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: m_valid(false) |
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{} |
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normal_distribution_portable(const normal_distribution_portable &other) |
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: m_valid(other.m_valid) |
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{} |
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void reset() |
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{ |
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m_valid = false; |
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} |
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// note that we promise to call this member function with the same mean and stddev |
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template<typename UniformRandomNumberGenerator> |
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__host__ __device__ |
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RealType sample(UniformRandomNumberGenerator &urng, const RealType mean, const RealType stddev) |
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{ |
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// implementation from Boost |
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// allow for Koenig lookup |
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using std::sqrt; using std::log; using std::sin; using std::cos; |
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if(!m_valid) |
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{ |
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uniform_real_distribution<RealType> u01; |
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m_r1 = u01(urng); |
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m_r2 = u01(urng); |
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m_cached_rho = sqrt(-RealType(2) * log(RealType(1)-m_r2)); |
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m_valid = true; |
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} |
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else |
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{ |
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m_valid = false; |
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} |
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const RealType pi = RealType(3.14159265358979323846); |
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RealType result = m_cached_rho * (m_valid ? |
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cos(RealType(2)*pi*m_r1) : |
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sin(RealType(2)*pi*m_r1)); |
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return result; |
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} |
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private: |
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RealType m_r1, m_r2, m_cached_rho; |
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bool m_valid; |
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}; |
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template<typename RealType> |
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struct normal_distribution_base |
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{ |
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#if THRUST_DEVICE_COMPILER == THRUST_DEVICE_COMPILER_NVCC |
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typedef normal_distribution_nvcc<RealType> type; |
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#else |
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typedef normal_distribution_portable<RealType> type; |
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#endif |
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}; |
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} // end detail |
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} // end random |
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} // end thrust |
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