Block-Structured AMR Software Framework
 
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AMReX_Random.H
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1#ifndef AMREX_RAND_H
2#define AMREX_RAND_H
3#include <AMReX_Config.H>
4
5#include <AMReX.H>
9#include <limits>
10#include <cmath>
11#include <cstdint>
12
13namespace amrex
14{
23 Real Random ();
24
27 Real Random (RandomEngine const& random_engine)
28 {
29#if defined (__SYCL_DEVICE_ONLY__)
30 mkl::rng::device::uniform<Real> distr;
31 return mkl::rng::device::generate(distr, *random_engine.engine);
32#else
33#ifdef BL_USE_FLOAT
36 return 1.0f - hiprand_uniform(random_engine.rand_state); ,
37 return 1.0f - curand_uniform(random_engine.rand_state);
38 )
39 ))
40#else
43 return 1.0 - hiprand_uniform_double(random_engine.rand_state); ,
44 return 1.0 - curand_uniform_double(random_engine.rand_state);
45 )
46 ))
47#endif
49 amrex::ignore_unused(random_engine);
50 return Random();
51 ))
52#endif
53 }
54
63 Real RandomNormal (Real mean, Real stddev);
64
67 Real RandomNormal (Real mean, Real stddev, RandomEngine const& random_engine)
68 {
69#if defined (__SYCL_DEVICE_ONLY__)
70 mkl::rng::device::gaussian<Real> distr(mean, stddev);
71 return mkl::rng::device::generate(distr, *random_engine.engine);
72#else
73#ifdef BL_USE_FLOAT
76 return stddev * hiprand_normal(random_engine.rand_state) + mean; ,
77 return stddev * curand_normal(random_engine.rand_state) + mean;
78 )
79 ))
80#else
83 return stddev * hiprand_normal_double(random_engine.rand_state) + mean; ,
84 return stddev * curand_normal_double(random_engine.rand_state) + mean;
85 )
86 ))
87#endif
89 amrex::ignore_unused(random_engine);
90 return RandomNormal(mean, stddev);
91 ))
92#endif
93 }
94
105 unsigned int RandomPoisson (Real lambda);
106
109 unsigned int RandomPoisson (Real lambda, RandomEngine const& random_engine)
110 {
111#if defined (__SYCL_DEVICE_ONLY__)
112 mkl::rng::device::poisson<unsigned int> distr(lambda);
113 return mkl::rng::device::generate(distr, *random_engine.engine);
114#else
117 return hiprand_poisson(random_engine.rand_state, lambda); ,
118 return curand_poisson(random_engine.rand_state, lambda);
119 )
120 ))
122 amrex::ignore_unused(random_engine);
123 return RandomPoisson(lambda);
124 ))
125#endif
126 }
127
129 namespace random_util {
130
132 Real RandomGamma_alpha_ge_1 (Real alpha, Real beta, RandomEngine const& random_engine)
133 {
134 AMREX_ASSERT(alpha >= 1);
135 AMREX_ASSERT(beta > 0);
136
137 Real x, v, u;
138 Real d = alpha - 1.0_rt / 3.0_rt;
139 Real c = (1.0_rt / 3.0_rt) / std::sqrt(d);
140
141 while (true) {
142 do {
143 x = amrex::RandomNormal(0.0_rt, 1.0_rt, random_engine);
144 v = 1.0_rt + c * x;
145 } while (v <= 0.0_rt);
146
147 v = v * v * v;
148 u = amrex::Random(random_engine);
149
150 if (u < 1.0_rt - 0.0331_rt * x * x * x * x) {
151 break;
152 }
153
154 if (std::log(u) < 0.5_rt * x * x + d * (1.0_rt - v + std::log(v))) {
155 break;
156 }
157 }
158 return beta * d * v;
159 }
160 }
162
175 Real RandomGamma (Real alpha, Real beta);
176
179 Real RandomGamma (Real alpha, Real beta, RandomEngine const& random_engine)
180 {
181 AMREX_ASSERT(alpha > 0);
182 AMREX_ASSERT(beta > 0);
183
185 if (alpha < 1)
186 {
187 Real u = amrex::Random(random_engine);
188 return amrex::random_util::RandomGamma_alpha_ge_1(1.0_rt + alpha, beta, random_engine) * std::pow(u, 1.0_rt / alpha);
189 } else {
190 return amrex::random_util::RandomGamma_alpha_ge_1(alpha, beta, random_engine);
191 }
192 ))
193
195 amrex::ignore_unused(random_engine);
196 return RandomGamma(alpha, beta);
197 ))
198 }
199
208 unsigned int Random_int (unsigned int n); // [0,n-1]
209
212 unsigned int Random_int (unsigned int n, RandomEngine const& random_engine)
213 {
214#if defined(__SYCL_DEVICE_ONLY__)
215 mkl::rng::device::uniform<unsigned int> distr(0,n);
216 return mkl::rng::device::generate(distr, *random_engine.engine);
217#else
219 unsigned int rand;
220 constexpr unsigned int RAND_M = 4294967295; // 2**32-1
221 do {
222 AMREX_HIP_OR_CUDA( rand = hiprand(random_engine.rand_state);,
223 rand = curand(random_engine.rand_state) );
224 } while (rand > (RAND_M - RAND_M % n));
225 return rand % n;
226 ))
228 amrex::ignore_unused(random_engine);
229 return Random_int(n);
230 ))
231#endif
232 }
233
242 ULong Random_long (ULong n); // [0,n-1]
243
247 void FillRandom (Real* p, Long N);
248
251 void FillRandomNormal (Real* p, Long N, Real mean, Real stddev);
252
254 namespace detail {
255 inline ULong DefaultGpuSeed () {
256 return ParallelDescriptor::MyProc()*1234567ULL + 12345ULL;
257 }
258 }
260
274 void InitRandom (ULong cpu_seed, int nprocs=ParallelDescriptor::NProcs(),
275 ULong gpu_seed = detail::DefaultGpuSeed());
276
278 void ResetRandomSeed (ULong cpu_seed, ULong gpu_seed = detail::DefaultGpuSeed());
279
285 void SaveRandomState (std::ostream& os);
286
288 void RestoreRandomState (std::istream& is, int nthreads_old, int nstep_old);
289
300 void UniqueRandomSubset (Vector<int> &uSet, int setSize, int poolSize,
301 bool printSet = false);
302
304}
305
306#endif
#define AMREX_ASSERT(EX)
Definition AMReX_BLassert.H:38
#define AMREX_FORCE_INLINE
Definition AMReX_Extension.H:119
#define AMREX_HIP_OR_CUDA(a, b)
Definition AMReX_GpuControl.H:21
#define AMREX_IF_ON_DEVICE(CODE)
Definition AMReX_GpuQualifiers.H:56
#define AMREX_IF_ON_HOST(CODE)
Definition AMReX_GpuQualifiers.H:58
#define AMREX_GPU_DEVICE
Definition AMReX_GpuQualifiers.H:18
#define AMREX_GPU_HOST_DEVICE
Definition AMReX_GpuQualifiers.H:20
amrex_real Real
Floating Point Type for Fields.
Definition AMReX_REAL.H:79
amrex_ulong ULong
Unsigned integer type guaranteed to be wider than unsigned int.
Definition AMReX_INT.H:32
amrex_long Long
Definition AMReX_INT.H:30
int NProcs() noexcept
Definition AMReX_ParallelDescriptor.H:255
void InitRandom(ULong cpu_seed, int nprocs, ULong gpu_seed)
Set the seed of the random number generator.
Definition AMReX_Random.cpp:89
unsigned int Random_int(unsigned int n)
Generates one pseudorandom unsigned integer which is uniformly distributed on [0,n-1]-interval for ea...
Definition AMReX_Random.cpp:144
Real Random()
Generate a psuedo-random double from uniform distribution.
Definition AMReX_Random.cpp:123
Real RandomNormal(Real mean, Real stddev)
Generate a psuedo-random double from a normal distribution.
Definition AMReX_Random.cpp:116
ULong Random_long(ULong n)
Generates one pseudorandom unsigned long which is uniformly distributed on [0,n-1]-interval for each ...
Definition AMReX_Random.cpp:151
void ResetRandomSeed(ULong cpu_seed, ULong gpu_seed)
Definition AMReX_Random.cpp:212
void UniqueRandomSubset(Vector< int > &uSet, int setSize, int poolSize, bool printSet)
Create a unique subset of random numbers from a pool of integers in the range [0, poolSize - 1] the s...
Definition AMReX_Random.cpp:190
unsigned int RandomPoisson(Real lambda)
Generate a psuedo-random integer from a Poisson distribution.
Definition AMReX_Random.cpp:130
void SaveRandomState(std::ostream &os)
Save and restore random state.
Definition AMReX_Random.cpp:159
void RestoreRandomState(std::istream &is, int nthreads_old, int nstep_old)
Definition AMReX_Random.cpp:167
Real RandomGamma(Real alpha, Real beta)
Generate a psuedo-random floating point number from the Gamma distribution.
Definition AMReX_Random.cpp:137
Definition AMReX_Amr.cpp:49
__host__ __device__ void ignore_unused(const Ts &...)
This shuts up the compiler about unused variables.
Definition AMReX.H:138
void FillRandomNormal(MultiFab &mf, int scomp, int ncomp, Real mean, Real stddev)
Fill MultiFab with random numbers from normal distribution.
Definition AMReX_MultiFabUtil.cpp:1234
void FillRandom(MultiFab &mf, int scomp, int ncomp)
Fill MultiFab with random numbers from uniform distribution.
Definition AMReX_MultiFabUtil.cpp:1221
void DeallocateRandomSeedDevArray()
Definition AMReX_Random.cpp:218
Definition AMReX_RandomEngine.H:72
randState_t * rand_state
Definition AMReX_RandomEngine.H:73