Standard library header <random> (C++11)
此头文件属于 伪随机数生成 库的一部分。
预定义生成器 |
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minstd_rand0
(C++11)
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std::
linear_congruential_engine
<
std::
uint_fast32_t
,
16807
,
0
,
2147483647
>
1969年由Lewis、Goodman和Miller发现,1988年被Park和Miller采纳为"最小标准" |
minstd_rand
(C++11)
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std::
linear_congruential_engine
<
std::
uint_fast32_t
,
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mt19937
(C++11)
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std::
mersenne_twister_engine
<
std::
uint_fast32_t
,
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mt19937_64
(C++11)
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std::
mersenne_twister_engine
<
std::
uint_fast64_t
,
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ranlux24_base
(C++11)
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std:: subtract_with_carry_engine < std:: uint_fast32_t , 24 , 10 , 24 > |
ranlux48_base
(C++11)
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std:: subtract_with_carry_engine < std:: uint_fast64_t , 48 , 5 , 12 > |
ranlux24
(C++11)
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std::
discard_block_engine
<
std::
ranlux24_base
,
223
,
23
>
Martin Lüscher和Fred James设计的24位RANLUX生成器,1994年 |
ranlux48
(C++11)
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std::
discard_block_engine
<
std::
ranlux48_base
,
389
,
11
>
Martin Lüscher和Fred James设计的48位RANLUX生成器,1994年 |
knuth_b
(C++11)
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std:: shuffle_order_engine < std:: minstd_rand0 , 256 > |
philox4x32
(C++26)
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std::
philox_engine
<
std::
uint_fast32_t
,
32
,
4
,
10
,
0xCD9E8D57
,
0x9E3779B9
,
0xD2511F53
,
0xBB67AE85
>
|
philox4x64
(C++26)
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std::
philox_engine
<
std::
uint_fast64_t
,
64
,
4
,
10
,
0xCA5A826395121157
,
0x9E3779B97F4A7C15
,
0xD2E7470EE14C6C93
,
0xBB67AE8584CAA73B
>
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default_random_engine
<span class="t-mark-rev t-since-cxx11
|
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非确定性随机数 |
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(C++11)
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使用硬件熵源的非确定性随机数生成器
(类) |
均匀分布 |
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(C++11)
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在范围内均匀分布的整数值生成器
(类模板) |
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(C++11)
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在范围内均匀分布的实数值生成器
(类模板) |
伯努利分布 |
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(C++11)
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基于
伯努利分布
生成
bool
值
(类) |
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(C++11)
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基于
二项分布
生成整数值
(类模板) |
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(C++11)
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基于
负二项分布
生成整数值
(类模板) |
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(C++11)
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基于
几何分布
生成整数值
(类模板) |
泊松分布 |
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(C++11)
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基于
泊松分布
生成整数值
(类模板) |
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(C++11)
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基于
指数分布
生成实数值
(类模板) |
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(C++11)
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基于
伽马分布
生成实数值
(类模板) |
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(C++11)
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基于
威布尔分布
生成实数值
(类模板) |
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(C++11)
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基于
极值分布
生成实数值
(类模板) |
正态分布 |
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(C++11)
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基于
标准正态(高斯)分布
生成实数值
(类模板) |
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(C++11)
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基于
对数正态分布
生成实数值
(类模板) |
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(C++11)
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基于
卡方分布
生成实数值
(类模板) |
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(C++11)
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基于
柯西分布
生成实数值
(类模板) |
概要
#include <initializer_list> namespace std { // 均匀随机位生成器要求 template<class G> concept uniform_random_bit_generator = /* 见描述 */; // 独立实现 // 类模板 linear_congruential_engine template<class UIntType, UIntType a, UIntType c, UIntType m> class linear_congruential_engine; // 部分独立实现 // 类模板 mersenne_twister_engine template<class UIntType, size_t w, size_t n, size_t m, size_t r, UIntType a, size_t u, UIntType d, size_t s, UIntType b, size_t t, UIntType c, size_t l, UIntType f> class mersenne_twister_engine; // 部分独立实现 // 类模板 subtract_with_carry_engine template<class UIntType, size_t w, size_t s, size_t r> class subtract_with_carry_engine; // 部分独立实现 // 类模板 discard_block_engine template<class Engine, size_t p, size_t r> class discard_block_engine; // 部分独立实现 // 类模板 independent_bits_engine template<class Engine, size_t w, class UIntType> class independent_bits_engine; // 部分独立实现 // 类模板 shuffle_order_engine template<class Engine, size_t k> class shuffle_order_engine; // 类模板 philox_engine template<class UIntType, size_t w, size_t n, size_t r, UIntType... consts> class philox_engine; // 部分独立实现 // 预定义参数的引擎和引擎适配器 using minstd_rand0 = /* 见描述 */; // 独立实现 using minstd_rand = /* 见描述 */; // 独立实现 using mt19937 = /* 见描述 */; // 独立实现 using mt19937_64 = /* 见描述 */; // 独立实现 using ranlux24_base = /* 见描述 */; // 独立实现 using ranlux48_base = /* 见描述 */; // 独立实现 using ranlux24 = /* 见描述 */; // 独立实现 using ranlux48 = /* 见描述 */; // 独立实现 using knuth_b = /* 见描述 */; using philox4x32 = /* 见描述 */; // 独立实现 using philox4x64 = /* 见描述 */; // 独立实现 using default_random_engine = /* 见描述 */; // 类 random_device class random_device; // 类 seed_seq class seed_seq; // 函数模板 generate_canonical template<class RealType, size_t digits, class URBG> RealType generate_canonical(URBG& g); namespace ranges { // generate_random template<class R, class G> requires output_range<R, invoke_result_t<G&>> && uniform_random_bit_generator<remove_cvref_t<G>> constexpr borrowed_iterator_t<R> generate_random(R&& r, G&& g); template<class G, output_iterator<invoke_result_t<G&>> O, sentinel_for<O> S> requires uniform_random_bit_generator<remove_cvref_t<G>> constexpr O generate_random(O first, S last, G&& g); template<class R, class G, class D> requires output_range<R, invoke_result_t<D&, G&>> && invocable<D&, G&> && uniform_random_bit_generator<remove_cvref_t<G>> && is_arithmetic_v<invoke_result_t<D&, G&>> constexpr borrowed_iterator_t<R> generate_random(R&& r, G&& g, D&& d); template<class G, class D, output_iterator<invoke_result_t<D&, G&>> O, sentinel_for<O> S> requires invocable<D&, G&> && uniform_random_bit_generator<remove_cvref_t<G>> && is_arithmetic_v<invoke_result_t<D&, G&>> constexpr O generate_random(O first, S last, G&& g, D&& d); } // 类模板 uniform_int_distribution template<class IntType = int> class uniform_int_distribution; // 部分独立实现 // 类模板 uniform_real_distribution template<class RealType = double> class uniform_real_distribution; // 类 bernoulli_distribution class bernoulli_distribution; // 类模板 binomial_distribution template<class IntType = int> class binomial_distribution; // 类模板 geometric_distribution template<class IntType = int> class geometric_distribution; // 类模板 negative_binomial_distribution template<class IntType = int>
概念
uniform_random_bit_generator
namespace std { template<class G> concept uniform_random_bit_generator = invocable<G&> && unsigned_integral<invoke_result_t<G&>> && requires { { G::min() } -> same_as<invoke_result_t<G&>>; { G::max() } -> same_as<invoke_result_t<G&>>; requires bool_constant<(G::min() < G::max())>::value; }; }
类模板 std::linear_congruential_engine
namespace std { template<class UIntType, UIntType a, UIntType c, UIntType m> class linear_congruential_engine { public: // 类型定义 using result_type = UIntType; // 引擎特性 static constexpr result_type multiplier = a; static constexpr result_type increment = c; static constexpr result_type modulus = m; static constexpr result_type min() { return c == 0u ? 1u : 0u; } static constexpr result_type max() { return m - 1u; } static constexpr result_type default_seed = 1u; // 构造函数与种子设置函数 linear_congruential_engine() : linear_congruential_engine(default_seed) { } explicit linear_congruential_engine(result_type s); template<class Sseq> explicit linear_congruential_engine(Sseq& q); void seed(result_type s = default_seed); template<class Sseq> void seed(Sseq& q); // 相等性运算符 friend bool operator==(const linear_congruential_engine& x, const linear_congruential_engine& y); // 生成函数 result_type operator()(); void discard(unsigned long long z); // 流插入与提取操作 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, // 托管 const linear_congruential_engine& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, // 托管 linear_congruential_engine& x); }; }
类模板 std::mersenne_twister_engine
namespace std { template<class UIntType, size_t w, size_t n, size_t m, size_t r, UIntType a, size_t u, UIntType d, size_t s, UIntType b, size_t t, UIntType c, size_t l, UIntType f> class mersenne_twister_engine { public: // 类型定义 using result_type = UIntType; // 引擎特性 static constexpr size_t word_size = w; static constexpr size_t state_size = n; static constexpr size_t shift_size = m; static constexpr size_t mask_bits = r; static constexpr UIntType xor_mask = a; static constexpr size_t tempering_u = u; static constexpr UIntType tempering_d = d; static constexpr size_t tempering_s = s; static constexpr UIntType tempering_b = b; static constexpr size_t tempering_t = t; static constexpr UIntType tempering_c = c; static constexpr size_t tempering_l = l; static constexpr UIntType initialization_multiplier = f; static constexpr result_type min() { return 0; } static constexpr result_type max() { return /*2^w - 1*/; } static constexpr result_type default_seed = 5489u; // 构造函数与种子设置函数 mersenne_twister_engine() : mersenne_twister_engine(default_seed) { } explicit mersenne_twister_engine(result_type value); template<class Sseq> explicit mersenne_twister_engine(Sseq& q); void seed(result_type value = default_seed); template<class Sseq> void seed(Sseq& q); // 相等性运算符 friend bool operator==(const mersenne_twister_engine& x, const mersenne_twister_engine& y); // 生成函数 result_type operator()(); void discard(unsigned long long z); // 流插入与提取操作 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, // 宿主环境 const mersenne_twister_engine& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, // 宿主环境 mersenne_twister_engine& x); }; }
类模板 std::subtract_with_carry_engine
namespace std { template<class UIntType, size_t w, size_t s, size_t r> class subtract_with_carry_engine { public: // 类型定义 using result_type = UIntType; // 引擎特性 static constexpr size_t word_size = w; static constexpr size_t short_lag = s; static constexpr size_t long_lag = r; static constexpr result_type min() { return 0; } static constexpr result_type max() { return /*m - 1*/; } static constexpr uint_least32_t default_seed = 19780503u; // 构造函数与种子设置函数 subtract_with_carry_engine() : subtract_with_carry_engine(0u) { } explicit subtract_with_carry_engine(result_type value); template<class Sseq> explicit subtract_with_carry_engine(Sseq& q); void seed(result_type value = 0u); template<class Sseq> void seed(Sseq& q); // 相等性运算符 friend bool operator==(const subtract_with_carry_engine& x, const subtract_with_carry_engine& y); // 生成函数 result_type operator()(); void discard(unsigned long long z); // 流插入与提取操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, // 宿主 const subtract_with_carry_engine& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, // 宿主 subtract_with_carry_engine& x); }; }
类模板 std::philox_engine
namespace std { template<class UIntType, size_t w, size_t n, size_t r, UIntType... consts> class philox_engine { static constexpr size_t /*array-size*/ = n / 2; // 仅用于说明 public: // 类型定义 using result_type = UIntType; // 引擎特性 static constexpr size_t word_size = w; static constexpr size_t word_count = n; static constexpr size_t round_count = r; static constexpr array<result_type, /*array-size*/> multipliers; static constexpr array < result_type, @仅用于说明id { array - size > } @round_consts; static constexpr result_type min() { return 0; } static constexpr result_type max() { return m - 1; } static constexpr result_type default_seed = 20111115u; // 构造函数与种子设置函数 philox_engine() : philox_engine(default_seed) { } explicit philox_engine(result_type value); template<class Sseq> explicit philox_engine(Sseq& q); void seed(result_type value = default_seed); template<class Sseq> void seed(Sseq& q); void set_counter(const array<result_type, n>& counter); // 相等性运算符 friend bool operator==(const philox_engine& x, const philox_engine& y); // 生成函数 result_type operator()(); void discard(unsigned long long z); // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, // 宿主实现 const philox_engine& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, // 宿主实现 philox_engine& x); }; }
类模板 std::discard_block_engine
namespace std { template<class Engine, size_t p, size_t r> class discard_block_engine { public: // 类型定义 using result_type = typename Engine::result_type; // 引擎特性 static constexpr size_t block_size = p; static constexpr size_t used_block = r; static constexpr result_type min() { return Engine::min(); } static constexpr result_type max() { return Engine::max(); } // 构造函数与种子设置函数 discard_block_engine(); explicit discard_block_engine(const Engine& e); explicit discard_block_engine(Engine&& e); explicit discard_block_engine(result_type s); template<class Sseq> explicit discard_block_engine(Sseq& q); void seed(); void seed(result_type s); template<class Sseq> void seed(Sseq& q); // 相等性运算符 friend bool operator==(const discard_block_engine& x, const discard_block_engine& y); // 生成函数 result_type operator()(); void discard(unsigned long long z); // 属性函数 const Engine& base() const noexcept { return e; } // 插入器与提取器 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, // 托管 const discard_block_engine& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, // 托管 discard_block_engine& x); private: Engine e; // 仅用于说明 size_t n; // 仅用于说明 }; }
类模板 std::independent_bits_engine
namespace std { template<class Engine, size_t w, class UIntType> class independent_bits_engine { public: // 类型定义 using result_type = UIntType; // 引擎特性 static constexpr result_type min() { return 0; } static constexpr result_type max() { return /*2^w - 1*/; } // 构造函数与种子设置函数 independent_bits_engine(); explicit independent_bits_engine(const Engine& e); explicit independent_bits_engine(Engine&& e); explicit independent_bits_engine(result_type s); template<class Sseq> explicit independent_bits_engine(Sseq& q); void seed(); void seed(result_type s); template<class Sseq> void seed(Sseq& q); // 相等性运算符 friend bool operator==(const independent_bits_engine& x, const independent_bits_engine& y); // 生成函数 result_type operator()(); void discard(unsigned long long z); // 属性函数 const Engine& base() const noexcept { return e; } // 流插入器与提取器 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, // 托管 const independent_bits_engine& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, // 托管 independent_bits_engine& x); private: Engine e; // 仅用于说明 }; }
类模板 std::shuffle_order_engine
namespace std { template<class Engine, size_t k> class shuffle_order_engine { public: // 类型定义 using result_type = typename Engine::result_type; // 引擎特性 static constexpr size_t table_size = k; static constexpr result_type min() { return Engine::min(); } static constexpr result_type max() { return Engine::max(); } // 构造函数与种子设置函数 shuffle_order_engine(); explicit shuffle_order_engine(const Engine& e); explicit shuffle_order_engine(Engine&& e); explicit shuffle_order_engine(result_type s); template<class Sseq> explicit shuffle_order_engine(Sseq& q); void seed(); void seed(result_type s); template<class Sseq> void seed(Sseq& q); // 相等性运算符 friend bool operator==(const shuffle_order_engine& x, const shuffle_order_engine& y); // 生成函数 result_type operator()(); void discard(unsigned long long z); // 属性函数 const Engine& base() const noexcept { return e; } // 流插入与提取运算符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const shuffle_order_engine& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, shuffle_order_engine& x); private: Engine e; // 仅用于说明 result_type V[k]; // 仅用于说明 result_type Y; // 仅用于说明 }; }
具有预定义参数的引擎与引擎适配器
namespace std { using minstd_rand0 = linear_congruential_engine<uint_fast32_t, 16'807, 0, 2'147'483'647>; using minstd_rand = linear_congruential_engine<uint_fast32_t, 48'271, 0, 2'147'483'647>; using mt19937 = mersenne_twister_engine<uint_fast32_t, 32, 624, 397, 31, 0x9908'b0df, 11, 0xffff'ffff, 7, 0x9d2c'5680, 15, 0xefc6'0000, 18, 1'812'433'253>; //' using mt19937_64 = mersenne_twister_engine<uint_fast64_t, 64, 312, 156, 31, 0xb502'6f5a'a966'19e9, 29, 0x5555'5555'5555'5555, 17, 0x71d6'7fff'eda6'0000, 37, 0xfff7'eee0'0000'0000, 43, 6'364'136'223'846'793'005>; using ranlux24_base = subtract_with_carry_engine<uint_fast32_t, 24, 10, 24>; using ranlux48_base = subtract_with_carry_engine<uint_fast64_t, 48, 5, 12>; using ranlux24 = discard_block_engine<ranlux24_base, 223, 23>; using ranlux48 = discard_block_engine<ranlux48_base, 389, 11>; using knuth_b = shuffle_order_engine<minstd_rand0, 256>; using default_random_engine = /* 由实现定义 */; using philox4x32 = philox_engine<uint_fast32_t, 32, 4, 10, 0xD2511F53, 0x9E3779B9, 0xCD9E8D57, 0xBB67AE85>; using philox4x64 = philox_engine<uint_fast64_t, 64, 4, 10, 0xD2E7470EE14C6C93, 0x9E3779B97F4A7C15, 0xCA5A826395121157, 0xBB67AE8584CAA73B>; }
类 std::random_device
namespace std { class random_device { public: // 类型定义 using result_type = unsigned int; // 生成器特性 static constexpr result_type min() { return numeric_limits<result_type>::min(); } static constexpr result_type max() { return numeric_limits<result_type>::max(); } // 构造函数 random_device() : random_device(/* 实现定义 */) { } explicit random_device(const string& token); // 生成函数 result_type operator()(); // 属性函数 double entropy() const noexcept; // 禁用拷贝功能 random_device(const random_device&) = delete; void operator=(const random_device&) = delete; }; }
类 std::seed_seq
namespace std { class seed_seq { public: // 类型定义 using result_type = uint_least32_t; // 构造函数 seed_seq() noexcept; template<class T> seed_seq(initializer_list<T> il); template<class InputIter> seed_seq(InputIter begin, InputIter end); // 生成函数 template<class RandomAccessIter> void generate(RandomAccessIter begin, RandomAccessIter end); // 属性函数 size_t size() const noexcept; template<class OutputIter> void param(OutputIter dest) const; // 禁止复制操作 seed_seq(const seed_seq&) = delete; void operator=(const seed_seq&) = delete; private: vector<result_type> v; // 仅用于说明 }; }
类模板 std::uniform_int_distribution
namespace std { template<class IntType = int> class uniform_int_distribution { public: // 类型定义 using result_type = IntType; using param_type = /* 未指定 */; // 构造函数与重置函数 uniform_int_distribution() : uniform_int_distribution(0) { } explicit uniform_int_distribution(IntType a, IntType b = numeric_limits<IntType>::max()); explicit uniform_int_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const uniform_int_distribution& x, const uniform_int_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 result_type a() const; result_type b() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, // 托管 const uniform_int_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, // 托管 uniform_int_distribution& x); }; }
类模板 std::uniform_real_distribution
namespace std { template<class RealType = double> class uniform_real_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数和重置函数 uniform_real_distribution() : uniform_real_distribution(0.0) { } explicit uniform_real_distribution(RealType a, RealType b = 1.0); explicit uniform_real_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const uniform_real_distribution& x, const uniform_real_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 result_type a() const; result_type b() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const uniform_real_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, uniform_real_distribution& x); }; }
类 std::bernoulli_distribution
namespace std { class bernoulli_distribution { public: // 类型定义 using result_type = bool; using param_type = /* 未指定类型 */; // 构造函数与重置函数 bernoulli_distribution() : bernoulli_distribution(0.5) { } explicit bernoulli_distribution(double p); explicit bernoulli_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const bernoulli_distribution& x, const bernoulli_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 double p() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const bernoulli_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, bernoulli_distribution& x); }; }
类模板 std::binomial_distribution
namespace std { template<class IntType = int> class binomial_distribution { public: // 类型定义 using result_type = IntType; using param_type = /* 未指定 */; // 构造函数和重置函数 binomial_distribution() : binomial_distribution(1) { } explicit binomial_distribution(IntType t, double p = 0.5); explicit binomial_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const binomial_distribution& x, const binomial_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 IntType t() const; double p() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const binomial_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, binomial_distribution& x); }; }
类模板 std::geometric_distribution
namespace std { template<class IntType = int> class geometric_distribution { public: // 类型定义 using result_type = IntType; using param_type = /* 未指定 */; // 构造函数与重置函数 geometric_distribution() : geometric_distribution(0.5) { } explicit geometric_distribution(double p); explicit geometric_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const geometric_distribution& x, const geometric_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 double p() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const geometric_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, geometric_distribution& x); }; }
类模板 std::negative_binomial_distribution
namespace std { template<class IntType = int> class negative_binomial_distribution { public: // 类型定义 using result_type = IntType; using param_type = /* 未指定 */; // 构造函数与重置函数 negative_binomial_distribution() : negative_binomial_distribution(1) { } explicit negative_binomial_distribution(IntType k, double p = 0.5); explicit negative_binomial_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const negative_binomial_distribution& x, const negative_binomial_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 IntType k() const; double p() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<( basic_ostream<CharT, Traits>& os, const negative_binomial_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, negative_binomial_distribution& x); }; }
类模板 std::poisson_distribution
namespace std { template<class IntType = int> class poisson_distribution { public: // 类型定义 using result_type = IntType; using param_type = /* 未指定 */; // 构造函数与重置函数 poisson_distribution() : poisson_distribution(1.0) { } explicit poisson_distribution(double mean); explicit poisson_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const poisson_distribution& x, const poisson_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 double mean() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const poisson_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, poisson_distribution& x); }; }
类模板 std::exponential_distribution
namespace std { template<class RealType = double> class exponential_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数与重置函数 exponential_distribution() : exponential_distribution(1.0) { } explicit exponential_distribution(RealType lambda); explicit exponential_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const exponential_distribution& x, const exponential_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType lambda() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const exponential_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, exponential_distribution& x); }; }
类模板 std::gamma_distribution
namespace std { template<class RealType = double> class gamma_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数和重置函数 gamma_distribution() : gamma_distribution(1.0) { } explicit gamma_distribution(RealType alpha, RealType beta = 1.0); explicit gamma_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const gamma_distribution& x, const gamma_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType alpha() const; RealType beta() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const gamma_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, gamma_distribution& x); }; }
类模板 std::weibull_distribution
namespace std { template<class RealType = double> class weibull_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数和重置函数 weibull_distribution() : weibull_distribution(1.0) { } explicit weibull_distribution(RealType a, RealType b = 1.0); explicit weibull_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const weibull_distribution& x, const weibull_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType a() const; RealType b() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const weibull_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, weibull_distribution& x); }; }
类模板 std::extreme_value_distribution
namespace std { template<class RealType = double> class extreme_value_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数与重置函数 extreme_value_distribution() : extreme_value_distribution(0.0) { } explicit extreme_value_distribution(RealType a, RealType b = 1.0); explicit extreme_value_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const extreme_value_distribution& x, const extreme_value_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType a() const; RealType b() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const extreme_value_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, extreme_value_distribution& x); }; }
类模板 std::normal_distribution
namespace std { template<class RealType = double> class normal_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数和重置函数 normal_distribution() : normal_distribution(0.0) { } explicit normal_distribution(RealType mean, RealType stddev = 1.0); explicit normal_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const normal_distribution& x, const normal_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType mean() const; RealType stddev() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const normal_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, normal_distribution& x); }; }
类模板 std::lognormal_distribution
namespace std { template<class RealType = double> class lognormal_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定类型 */; // 构造函数与重置函数 lognormal_distribution() : lognormal_distribution(0.0) { } explicit lognormal_distribution(RealType m, RealType s = 1.0); explicit lognormal_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const lognormal_distribution& x, const lognormal_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType m() const; RealType s() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const lognormal_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, lognormal_distribution& x); }; }
类模板 std::chi_squared_distribution
namespace std { template<class RealType = double> class chi_squared_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定类型 */; // 构造函数与重置函数 chi_squared_distribution() : chi_squared_distribution(1.0) { } explicit chi_squared_distribution(RealType n); explicit chi_squared_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const chi_squared_distribution& x, const chi_squared_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType n() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const chi_squared_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, chi_squared_distribution& x); }; }
类模板 std::cauchy_distribution
namespace std { template<class RealType = double> class cauchy_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数与重置函数 cauchy_distribution() : cauchy_distribution(0.0) { } explicit cauchy_distribution(RealType a, RealType b = 1.0); explicit cauchy_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const cauchy_distribution& x, const cauchy_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType a() const; RealType b() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const cauchy_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, cauchy_distribution& x); }; }
类模板 std::fisher_f_distribution
namespace std { template<class RealType = double> class fisher_f_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数与重置函数 fisher_f_distribution() : fisher_f_distribution(1.0) { } explicit fisher_f_distribution(RealType m, RealType n = 1.0); explicit fisher_f_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const fisher_f_distribution& x, const fisher_f_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType m() const; RealType n() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const fisher_f_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, fisher_f_distribution& x); }; }
类模板 std::student_t_distribution
namespace std { template<class RealType = double> class student_t_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数与重置函数 student_t_distribution() : student_t_distribution(1.0) { } explicit student_t_distribution(RealType n); explicit student_t_distribution(const param_type& parm); void reset(); // 相等性运算符 friend bool operator==(const student_t_distribution& x, const student_t_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 RealType n() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const student_t_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, student_t_distribution& x); }; }
类模板 std::discrete_distribution
namespace std { template<class IntType = int> class discrete_distribution { public: // 类型定义 using result_type = IntType; using param_type = /* 未指定 */; // 构造函数与重置函数 discrete_distribution(); template<class InputIter> discrete_distribution(InputIter firstW, InputIter lastW); discrete_distribution(initializer_list<double> wl); template<class UnaryOperation> discrete_distribution(size_t nw, double xmin, double xmax, UnaryOperation fw); explicit discrete_distribution(const param_type& parm); void reset(); // 相等运算符 friend bool operator==(const discrete_distribution& x, const discrete_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 vector<double> probabilities() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<(basic_ostream<CharT, Traits>& os, const discrete_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, discrete_distribution& x); }; }
类模板 std::piecewise_constant_distribution
namespace std { template<class RealType = double> class piecewise_constant_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定类型 */; // 构造函数与重置函数 piecewise_constant_distribution(); template<class InputIterB, class InputIterW> piecewise_constant_distribution(InputIterB firstB, InputIterB lastB, InputIterW firstW); template<class UnaryOperation> piecewise_constant_distribution(initializer_list<RealType> bl, UnaryOperation fw); template<class UnaryOperation> piecewise_constant_distribution(size_t nw, RealType xmin, RealType xmax, UnaryOperation fw); explicit piecewise_constant_distribution(const param_type& parm); void reset(); // 相等性运算符 friend bool operator==(const piecewise_constant_distribution& x, const piecewise_constant_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 vector<result_type> intervals() const; vector<result_type> densities() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<( basic_ostream<CharT, Traits>& os, const piecewise_constant_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, piecewise_constant_distribution& x); }; }
类模板 std::piecewise_linear_distribution
namespace std { template<class RealType = double> class piecewise_linear_distribution { public: // 类型定义 using result_type = RealType; using param_type = /* 未指定 */; // 构造函数与重置函数 piecewise_linear_distribution(); template<class InputIterB, class InputIterW> piecewise_linear_distribution(InputIterB firstB, InputIterB lastB, InputIterW firstW); template<class UnaryOperation> piecewise_linear_distribution(initializer_list<RealType> bl, UnaryOperation fw); template<class UnaryOperation> piecewise_linear_distribution(size_t nw, RealType xmin, RealType xmax, UnaryOperation fw); explicit piecewise_linear_distribution(const param_type& parm); void reset(); // 相等性运算符 friend bool operator==(const piecewise_linear_distribution& x, const piecewise_linear_distribution& y); // 生成函数 template<class URBG> result_type operator()(URBG& g); template<class URBG> result_type operator()(URBG& g, const param_type& parm); // 属性函数 vector<result_type> intervals() const; vector<result_type> densities() const; param_type param() const; void param(const param_type& parm); result_type min() const; result_type max() const; // 流操作符 template<class CharT, class Traits> friend basic_ostream<CharT, Traits>& operator<<( basic_ostream<CharT, Traits>& os, const piecewise_linear_distribution& x); template<class CharT, class Traits> friend basic_istream<CharT, Traits>& operator>>(basic_istream<CharT, Traits>& is, piecewise_linear_distribution& x); }; }