vSMC
vSMC: Scalable Monte Carlo
cauchy_distribution.hpp
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2 // vSMC/include/vsmc/rng/cauchy_distribution.hpp
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31 
32 #ifndef VSMC_RNG_CAUCHY_DISTRIBUTION_HPP
33 #define VSMC_RNG_CAUCHY_DISTRIBUTION_HPP
34 
37 
38 namespace vsmc
39 {
40 
41 namespace internal
42 {
43 
44 template <typename RealType>
45 inline bool cauchy_distribution_check_param(RealType, RealType b)
46 {
47  return b > 0;
48 }
49 
50 } // namespace vsmc::internal
51 
54 template <typename RealType>
56 {
57  VSMC_DEFINE_RNG_DISTRIBUTION_2(Cauchy, cauchy, a, 0, b, 1)
58 
59  public:
60  result_type min() const
61  {
62  return std::numeric_limits<result_type>::lowest();
63  }
64 
65  result_type max() const { return std::numeric_limits<result_type>::max(); }
66 
67  void reset() {}
68 
69  private:
70  template <typename RNGType>
71  result_type generate(RNGType &rng, const param_type &param)
72  {
74 
75  return param.a() +
76  param.b() * std::tan(const_pi<result_type>() * (1 - u01(rng)));
77  }
78 }; // class CauchyDistribution
79 
80 namespace internal
81 {
82 
83 template <typename RealType, typename RNGType>
85  RNGType &rng, std::size_t n, RealType *r, RealType a, RealType b)
86 {
87  u01_distribution(rng, n, r);
88  sub(n, static_cast<RealType>(1), r, r);
89  mul(n, const_pi<RealType>(), r, r);
90  tan(n, r, r);
91  for (std::size_t i = 0; i != n; ++i)
92  r[i] = a + b * r[i];
93 }
94 
95 } // namespace vsmc::internal
96 
99 template <typename RealType, typename RNGType>
101  RNGType &rng, std::size_t n, RealType *r, RealType a, RealType b)
102 {
103  static_assert(std::is_floating_point<RealType>::value,
104  "**cauchy_distribution** USED WITH RealType OTHER THAN FLOATING POINT "
105  "TYPES");
106 
107  const std::size_t k = 1024;
108  const std::size_t m = n / k;
109  const std::size_t l = n % k;
110  for (std::size_t i = 0; i != m; ++i, r += k)
111  internal::cauchy_distribution_impl(rng, k, r, a, b);
112  internal::cauchy_distribution_impl(rng, l, r, a, b);
113 }
114 
116 
117 } // namespace vsmc
118 
119 #endif // VSMC_RNG_CAUCHY_DISTRIBUTION_HPP
Definition: monitor.hpp:49
bool cauchy_distribution_check_param(RealType, RealType b)
void mul(std::size_t n, const float *a, const float *b, float *y)
Definition: vmath.hpp:112
#define VSMC_DEFINE_RNG_DISTRIBUTION_2(Name, name, p1, v1, p2, v2)
Definition: common.hpp:374
void cauchy_distribution_impl(RNGType &rng, std::size_t n, RealType *r, RealType a, RealType b)
void cauchy_distribution(RNGType &rng, std::size_t n, RealType *r, RealType a, RealType b)
Generating cauchy random variates.
void u01_distribution(RNGType &, std::size_t, RealType *)
Generate standard uniform random variates.
void sub(std::size_t n, const float *a, const float *b, float *y)
Definition: vmath.hpp:110
Standard uniform distribution.
Definition: common.hpp:597
#define VSMC_DEFINE_RNG_DISTRIBUTION_RAND_2(Name, name, p1, p2)
Definition: common.hpp:409
void tan(std::size_t n, const float *a, float *y)
Definition: vmath.hpp:162