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      std::piecewise_linear_distribution

      From cppreference.com
      <cpp‎ |numeric‎ |random
       
       
       
      Pseudo-random number generation
       
       
      Defined in header<random>
      template<class RealType=double>
      class piecewise_linear_distribution;
      (since C++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\(\small{[b_i, b_{i+1})}\)[bi, bi+1). The distribution is such that the probability density at each interval boundary is exactly the predefined value\(\small{p_i}\)pi.

      The probability density for any\(\small{ b_i \le x < b_{i+1} }\)bi≤x<bi+1 is\(\small{p_i\frac{b_{i+1}-x}{b_{i+1}-b_i} + p_{i+1}\frac{x-b_i}{b_{i+1}-b_i} }\)pi
      bi+1-x
      bi+1-bi
      +pi+1
      x-bi
      bi+1-bi
      , where probability densities at interval boundaries\(\small{p_k}\)pk are calculated as\(\small{w_k/S}\)wk/S where\(\small{S}\)S is the sum of all\(\small{\frac{1}{2}(w_k + w_{k+1})(b_{k+1} - b_k)}\)
      1
      2
      (wk+wk+1)(bk+1−bk)
      .

      The set of interval boundaries\(\small{b_i}\)bi and the set of weights at boundaries\(\small{w_i}\)wi are the parameters of this distribution.

      std::piecewise_linear_distribution satisfies all requirements ofRandomNumberDistribution.

      Contents

      [edit]Template parameters

      RealType - The result type generated by the generator. The effect is undefined if this is not one offloat,double, orlongdouble.

      [edit]Member types

      Member type Definition
      result_type(C++11)RealType
      param_type(C++11) the type of the parameter set, seeRandomNumberDistribution.

      [edit]Member functions

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

      [edit]Non-member functions

      (C++11)(C++11)(removed in C++20)
      compares two distribution objects
      (function)[edit]
      performs stream input and output on pseudo-random number distribution
      (function template)[edit]

      [edit]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 ratestd::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 *
      Retrieved from "https://en.cppreference.com/mwiki/index.php?title=cpp/numeric/random/piecewise_linear_distribution&oldid=166819"

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