You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
149 lines
3.9 KiB
149 lines
3.9 KiB
/* |
|
* Copyright 2008-2012 NVIDIA Corporation |
|
* |
|
* Licensed under the Apache License, Version 2.0 (the "License"); |
|
* you may not use this file except in compliance with the License. |
|
* You may obtain a copy of the License at |
|
* |
|
* http://www.apache.org/licenses/LICENSE-2.0 |
|
* |
|
* Unless required by applicable law or agreed to in writing, software |
|
* distributed under the License is distributed on an "AS IS" BASIS, |
|
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
|
* See the License for the specific language governing permissions and |
|
* limitations under the License. |
|
*/ |
|
|
|
/* |
|
* Copyright Jens Maurer 2000-2001 |
|
* Distributed under the Boost Software License, Version 1.0. (See |
|
* accompanying file LICENSE_1_0.txt or copy at |
|
* http://www.boost.org/LICENSE_1_0.txt) |
|
*/ |
|
|
|
#pragma once |
|
|
|
#include <thrust/detail/config.h> |
|
#include <thrust/pair.h> |
|
#include <thrust/random/uniform_real_distribution.h> |
|
#include <limits> |
|
#include <cmath> |
|
|
|
namespace thrust |
|
{ |
|
namespace random |
|
{ |
|
namespace detail |
|
{ |
|
|
|
// this version samples the normal distribution directly |
|
// and uses the non-standard math function erfcinv |
|
template<typename RealType> |
|
class normal_distribution_nvcc |
|
{ |
|
protected: |
|
template<typename UniformRandomNumberGenerator> |
|
__host__ __device__ |
|
RealType sample(UniformRandomNumberGenerator &urng, const RealType mean, const RealType stddev) |
|
{ |
|
typedef typename UniformRandomNumberGenerator::result_type uint_type; |
|
const uint_type urng_range = UniformRandomNumberGenerator::max - UniformRandomNumberGenerator::min; |
|
|
|
// Constants for conversion |
|
const RealType S1 = static_cast<RealType>(1) / urng_range; |
|
const RealType S2 = S1 / 2; |
|
|
|
RealType S3 = static_cast<RealType>(-1.4142135623730950488016887242097); // -sqrt(2) |
|
|
|
// Get the integer value |
|
uint_type u = urng() - UniformRandomNumberGenerator::min; |
|
|
|
// Ensure the conversion to float will give a value in the range [0,0.5) |
|
if(u > (urng_range / 2)) |
|
{ |
|
u = urng_range - u; |
|
S3 = -S3; |
|
} |
|
|
|
// Convert to floating point in [0,0.5) |
|
RealType p = u*S1 + S2; |
|
|
|
// Apply inverse error function |
|
return mean + stddev * S3 * erfcinv(2 * p); |
|
} |
|
|
|
// no-op |
|
__host__ __device__ |
|
void reset() {} |
|
}; |
|
|
|
// this version samples the normal distribution using |
|
// Marsaglia's "polar method" |
|
template<typename RealType> |
|
class normal_distribution_portable |
|
{ |
|
protected: |
|
normal_distribution_portable() |
|
: m_valid(false) |
|
{} |
|
|
|
normal_distribution_portable(const normal_distribution_portable &other) |
|
: m_valid(other.m_valid) |
|
{} |
|
|
|
void reset() |
|
{ |
|
m_valid = false; |
|
} |
|
|
|
// note that we promise to call this member function with the same mean and stddev |
|
template<typename UniformRandomNumberGenerator> |
|
__host__ __device__ |
|
RealType sample(UniformRandomNumberGenerator &urng, const RealType mean, const RealType stddev) |
|
{ |
|
// implementation from Boost |
|
// allow for Koenig lookup |
|
using std::sqrt; using std::log; using std::sin; using std::cos; |
|
|
|
if(!m_valid) |
|
{ |
|
uniform_real_distribution<RealType> u01; |
|
m_r1 = u01(urng); |
|
m_r2 = u01(urng); |
|
m_cached_rho = sqrt(-RealType(2) * log(RealType(1)-m_r2)); |
|
|
|
m_valid = true; |
|
} |
|
else |
|
{ |
|
m_valid = false; |
|
} |
|
|
|
const RealType pi = RealType(3.14159265358979323846); |
|
|
|
RealType result = m_cached_rho * (m_valid ? |
|
cos(RealType(2)*pi*m_r1) : |
|
sin(RealType(2)*pi*m_r1)); |
|
|
|
return result; |
|
} |
|
|
|
private: |
|
RealType m_r1, m_r2, m_cached_rho; |
|
bool m_valid; |
|
}; |
|
|
|
template<typename RealType> |
|
struct normal_distribution_base |
|
{ |
|
#if THRUST_DEVICE_COMPILER == THRUST_DEVICE_COMPILER_NVCC |
|
typedef normal_distribution_nvcc<RealType> type; |
|
#else |
|
typedef normal_distribution_portable<RealType> type; |
|
#endif |
|
}; |
|
|
|
} // end detail |
|
} // end random |
|
} // end thrust |
|
|
|
|