std::piecewise_linear_distribution

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< cpp‎ | numeric‎ | random
 
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piecewise_linear_distribution
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C random library
 
std::piecewise_linear_distribution
Member functions
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Generation
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Characteristics
(哋它亢++11)(哋它亢++11)
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Non-member functions
(哋它亢++11)(哋它亢++11)(until 哋它亢++20)
(哋它亢++11)(哋它亢++11)
 
Defined in header <random>
template< class RealType = double >
class piecewise_linear_distribution;
 (since 哋它亢++11)

std::piecewise_linear_distribution produces random floating-point numbers, which are distributed according to a linear probability density function within each of the several subintervals [b
i, b
i+1). The distribution is such that the probability density at each interval boundary is exactly the predefined value p
i.

The probability density for any b
i≤x<b
i+1 is p
i
b
i+1-x
b
i+1-b
i
 + p
i+1
x-b
i
b
i+1-b
i
, where probability densities at interval boundaries p
k are calculated as w
k/S where S is the sum of all
1
2
(w
k+w
k+1)(b
k+1−b
k).

The set of interval boundaries b
i and the set of weights at boundaries w
i are the parameters of this distribution.

std::piecewise_linear_distribution satisfies all requirements of RandomNumberDistribution.

Template parameters

RealType - The result type generated by the generator. The effect is undefined if this is not one of float, double, or long double.

Member types

Member type Definition
result_type (哋它亢++11) RealType
param_type (哋它亢++11) the type of the parameter set, see RandomNumberDistribution.

Member functions

(哋它亢++11)
 constructs new distribution
(public member function)
(哋它亢++11)
 resets the internal state of the distribution
(public member function)
Generation
(哋它亢++11)
 generates the next random number in the distribution
(public member function)
Characteristics
(哋它亢++11)
 returns the distribution parameters
(public member function)
(哋它亢++11)
 gets or sets the distribution parameter object
(public member function)
(哋它亢++11)
 returns the minimum potentially generated value
(public member function)
(哋它亢++11)
 returns the maximum potentially generated value
(public member function)

Non-member functions

(哋它亢++11)(哋它亢++11)(removed in 哋它亢++20)
 compares two distribution objects
(function)
(哋它亢++11)
 performs stream input and output on pseudo-random number distribution
(function template)

Example

Run this code
#include <iomanip>
#include <iostream>
#include <map>
#include <random>
#include <string>
 
int main()
{
    std::random_device rd;
    std::mt19937 gen{rd()};
    // increase the probability from 0 to 5
    // remain flat from 5 to 10
    // decrease from 10 to 15 at the same rate
    std::vector<double> i{0, 5, 10, 15};
    std::vector<double> w{0, 1, 1, 0};
    std::piecewise_linear_distribution<> d{i.begin(), i.end(), w.begin()};
 
    std::map<int, int> hist;
    for (int n{}; n < 1e4; ++n)
        ++hist[d(gen)];
 
    for (auto [x, y] : hist)
        std::cout << std::setw(2) << std::setfill('0') << x
                  << ' ' << std::string(y / 100, '*') << '\n';
}

Possible output: 

00 *
01 ***
02 ****
03 ******
04 *********
05 *********
06 *********
07 **********
08 *********
09 **********
10 *********
11 *******
12 ****
13 ***
14 *
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