1 //===----------------------------------------------------------------------===//
2 //
3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
4 // See https://llvm.org/LICENSE.txt for license information.
5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
6 //
7 //===----------------------------------------------------------------------===//
8 //
9 // REQUIRES: long_tests
10 
11 // <random>
12 
13 // template<class RealType = double>
14 // class piecewise_linear_distribution
15 
16 // template<class _URNG> result_type operator()(_URNG& g);
17 
18 #include <random>
19 #include <algorithm>
20 #include <vector>
21 #include <iterator>
22 #include <numeric>
23 #include <cassert>
24 #include <limits>
25 
26 #include "test_macros.h"
27 
28 template <class T>
29 inline
30 T
sqr(T x)31 sqr(T x)
32 {
33     return x*x;
34 }
35 
36 double
f(double x,double a,double m,double b,double c)37 f(double x, double a, double m, double b, double c)
38 {
39     return a + m*(sqr(x) - sqr(b))/2 + c*(x-b);
40 }
41 
42 void
test1()43 test1()
44 {
45     typedef std::piecewise_linear_distribution<> D;
46     typedef std::mt19937_64 G;
47     G g;
48     double b[] = {10, 14, 16, 17};
49     double p[] = {0, 1, 1, 0};
50     const size_t Np = sizeof(p) / sizeof(p[0]) - 1;
51     D d(b, b+Np+1, p);
52     const int N = 1000000;
53     std::vector<D::result_type> u;
54     for (size_t i = 0; i < N; ++i)
55     {
56         D::result_type v = d(g);
57         assert(d.min() <= v && v < d.max());
58         u.push_back(v);
59     }
60     std::sort(u.begin(), u.end());
61     int kp = -1;
62     double a = std::numeric_limits<double>::quiet_NaN();
63     double m = std::numeric_limits<double>::quiet_NaN();
64     double bk = std::numeric_limits<double>::quiet_NaN();
65     double c = std::numeric_limits<double>::quiet_NaN();
66     std::vector<double> areas(Np);
67     double S = 0;
68     for (size_t i = 0; i < areas.size(); ++i)
69     {
70         areas[i] = (p[i]+p[i+1])*(b[i+1]-b[i])/2;
71         S += areas[i];
72     }
73     for (size_t i = 0; i < areas.size(); ++i)
74         areas[i] /= S;
75     for (size_t i = 0; i < Np+1; ++i)
76         p[i] /= S;
77     for (size_t i = 0; i < N; ++i)
78     {
79         int k = std::lower_bound(b, b+Np+1, u[i]) - b - 1;
80         if (k != kp)
81         {
82             a = 0;
83             for (int j = 0; j < k; ++j)
84                 a += areas[j];
85             m = (p[k+1] - p[k]) / (b[k+1] - b[k]);
86             bk = b[k];
87             c = (b[k+1]*p[k] - b[k]*p[k+1]) / (b[k+1] - b[k]);
88             kp = k;
89         }
90         assert(std::abs(f(u[i], a, m, bk, c) - double(i)/N) < .001);
91     }
92 }
93 
94 void
test2()95 test2()
96 {
97     typedef std::piecewise_linear_distribution<> D;
98     typedef std::mt19937_64 G;
99     G g;
100     double b[] = {10, 14, 16, 17};
101     double p[] = {0, 0, 1, 0};
102     const size_t Np = sizeof(p) / sizeof(p[0]) - 1;
103     D d(b, b+Np+1, p);
104     const int N = 1000000;
105     std::vector<D::result_type> u;
106     for (size_t i = 0; i < N; ++i)
107     {
108         D::result_type v = d(g);
109         assert(d.min() <= v && v < d.max());
110         u.push_back(v);
111     }
112     std::sort(u.begin(), u.end());
113     int kp = -1;
114     double a = std::numeric_limits<double>::quiet_NaN();
115     double m = std::numeric_limits<double>::quiet_NaN();
116     double bk = std::numeric_limits<double>::quiet_NaN();
117     double c = std::numeric_limits<double>::quiet_NaN();
118     std::vector<double> areas(Np);
119     double S = 0;
120     for (size_t i = 0; i < areas.size(); ++i)
121     {
122         areas[i] = (p[i]+p[i+1])*(b[i+1]-b[i])/2;
123         S += areas[i];
124     }
125     for (size_t i = 0; i < areas.size(); ++i)
126         areas[i] /= S;
127     for (size_t i = 0; i < Np+1; ++i)
128         p[i] /= S;
129     for (size_t i = 0; i < N; ++i)
130     {
131         int k = std::lower_bound(b, b+Np+1, u[i]) - b - 1;
132         if (k != kp)
133         {
134             a = 0;
135             for (int j = 0; j < k; ++j)
136                 a += areas[j];
137             m = (p[k+1] - p[k]) / (b[k+1] - b[k]);
138             bk = b[k];
139             c = (b[k+1]*p[k] - b[k]*p[k+1]) / (b[k+1] - b[k]);
140             kp = k;
141         }
142         assert(std::abs(f(u[i], a, m, bk, c) - double(i)/N) < .001);
143     }
144 }
145 
146 void
test3()147 test3()
148 {
149     typedef std::piecewise_linear_distribution<> D;
150     typedef std::mt19937_64 G;
151     G g;
152     double b[] = {10, 14, 16, 17};
153     double p[] = {1, 0, 0, 0};
154     const size_t Np = sizeof(p) / sizeof(p[0]) - 1;
155     D d(b, b+Np+1, p);
156     const size_t N = 1000000;
157     std::vector<D::result_type> u;
158     for (size_t i = 0; i < N; ++i)
159     {
160         D::result_type v = d(g);
161         assert(d.min() <= v && v < d.max());
162         u.push_back(v);
163     }
164     std::sort(u.begin(), u.end());
165     int kp = -1;
166     double a = std::numeric_limits<double>::quiet_NaN();
167     double m = std::numeric_limits<double>::quiet_NaN();
168     double bk = std::numeric_limits<double>::quiet_NaN();
169     double c = std::numeric_limits<double>::quiet_NaN();
170     std::vector<double> areas(Np);
171     double S = 0;
172     for (size_t i = 0; i < areas.size(); ++i)
173     {
174         areas[i] = (p[i]+p[i+1])*(b[i+1]-b[i])/2;
175         S += areas[i];
176     }
177     for (size_t i = 0; i < areas.size(); ++i)
178         areas[i] /= S;
179     for (size_t i = 0; i < Np+1; ++i)
180         p[i] /= S;
181     for (size_t i = 0; i < N; ++i)
182     {
183         int k = std::lower_bound(b, b+Np+1, u[i]) - b - 1;
184         if (k != kp)
185         {
186             a = 0;
187             for (int j = 0; j < k; ++j)
188                 a += areas[j];
189             m = (p[k+1] - p[k]) / (b[k+1] - b[k]);
190             bk = b[k];
191             c = (b[k+1]*p[k] - b[k]*p[k+1]) / (b[k+1] - b[k]);
192             kp = k;
193         }
194         assert(std::abs(f(u[i], a, m, bk, c) - double(i)/N) < .001);
195     }
196 }
197 
198 void
test4()199 test4()
200 {
201     typedef std::piecewise_linear_distribution<> D;
202     typedef std::mt19937_64 G;
203     G g;
204     double b[] = {10, 14, 16};
205     double p[] = {0, 1, 0};
206     const size_t Np = sizeof(p) / sizeof(p[0]) - 1;
207     D d(b, b+Np+1, p);
208     const int N = 1000000;
209     std::vector<D::result_type> u;
210     for (size_t i = 0; i < N; ++i)
211     {
212         D::result_type v = d(g);
213         assert(d.min() <= v && v < d.max());
214         u.push_back(v);
215     }
216     std::sort(u.begin(), u.end());
217     int kp = -1;
218     double a = std::numeric_limits<double>::quiet_NaN();
219     double m = std::numeric_limits<double>::quiet_NaN();
220     double bk = std::numeric_limits<double>::quiet_NaN();
221     double c = std::numeric_limits<double>::quiet_NaN();
222     std::vector<double> areas(Np);
223     double S = 0;
224     for (size_t i = 0; i < areas.size(); ++i)
225     {
226         areas[i] = (p[i]+p[i+1])*(b[i+1]-b[i])/2;
227         S += areas[i];
228     }
229     for (size_t i = 0; i < areas.size(); ++i)
230         areas[i] /= S;
231     for (size_t i = 0; i < Np+1; ++i)
232         p[i] /= S;
233     for (size_t i = 0; i < N; ++i)
234     {
235         int k = std::lower_bound(b, b+Np+1, u[i]) - b - 1;
236         if (k != kp)
237         {
238             a = 0;
239             for (int j = 0; j < k; ++j)
240                 a += areas[j];
241             assert(k < static_cast<int>(Np));
242             m = (p[k+1] - p[k]) / (b[k+1] - b[k]);
243             bk = b[k];
244             c = (b[k+1]*p[k] - b[k]*p[k+1]) / (b[k+1] - b[k]);
245             kp = k;
246         }
247         assert(std::abs(f(u[i], a, m, bk, c) - double(i)/N) < .001);
248     }
249 }
250 
251 void
test5()252 test5()
253 {
254     typedef std::piecewise_linear_distribution<> D;
255     typedef std::mt19937_64 G;
256     G g;
257     double b[] = {10, 14};
258     double p[] = {1, 1};
259     const size_t Np = sizeof(p) / sizeof(p[0]) - 1;
260     D d(b, b+Np+1, p);
261     const int N = 1000000;
262     std::vector<D::result_type> u;
263     for (size_t i = 0; i < N; ++i)
264     {
265         D::result_type v = d(g);
266         assert(d.min() <= v && v < d.max());
267         u.push_back(v);
268     }
269     std::sort(u.begin(), u.end());
270     int kp = -1;
271     double a = std::numeric_limits<double>::quiet_NaN();
272     double m = std::numeric_limits<double>::quiet_NaN();
273     double bk = std::numeric_limits<double>::quiet_NaN();
274     double c = std::numeric_limits<double>::quiet_NaN();
275     std::vector<double> areas(Np);
276     double S = 0;
277     for (size_t i = 0; i < areas.size(); ++i)
278     {
279         assert(i < Np);
280         areas[i] = (p[i]+p[i+1])*(b[i+1]-b[i])/2;
281         S += areas[i];
282     }
283     for (size_t i = 0; i < areas.size(); ++i)
284         areas[i] /= S;
285     for (size_t i = 0; i < Np+1; ++i)
286         p[i] /= S;
287     for (size_t i = 0; i < N; ++i)
288     {
289         int k = std::lower_bound(b, b+Np+1, u[i]) - b - 1;
290         if (k != kp)
291         {
292             a = 0;
293             for (int j = 0; j < k; ++j)
294                 a += areas[j];
295             assert(k < static_cast<int>(Np));
296             m = (p[k+1] - p[k]) / (b[k+1] - b[k]);
297             bk = b[k];
298             c = (b[k+1]*p[k] - b[k]*p[k+1]) / (b[k+1] - b[k]);
299             kp = k;
300         }
301         assert(std::abs(f(u[i], a, m, bk, c) - double(i)/N) < .001);
302     }
303 }
304 
305 void
test6()306 test6()
307 {
308     typedef std::piecewise_linear_distribution<> D;
309     typedef std::mt19937_64 G;
310     G g;
311     double b[] = {10, 14, 16, 17};
312     double p[] = {25, 62.5, 12.5, 0};
313     const size_t Np = sizeof(p) / sizeof(p[0]) - 1;
314     D d(b, b+Np+1, p);
315     const int N = 1000000;
316     std::vector<D::result_type> u;
317     for (size_t i = 0; i < N; ++i)
318     {
319         D::result_type v = d(g);
320         assert(d.min() <= v && v < d.max());
321         u.push_back(v);
322     }
323     std::sort(u.begin(), u.end());
324     int kp = -1;
325     double a = std::numeric_limits<double>::quiet_NaN();
326     double m = std::numeric_limits<double>::quiet_NaN();
327     double bk = std::numeric_limits<double>::quiet_NaN();
328     double c = std::numeric_limits<double>::quiet_NaN();
329     std::vector<double> areas(Np);
330     double S = 0;
331     for (size_t i = 0; i < areas.size(); ++i)
332     {
333         areas[i] = (p[i]+p[i+1])*(b[i+1]-b[i])/2;
334         S += areas[i];
335     }
336     for (size_t i = 0; i < areas.size(); ++i)
337         areas[i] /= S;
338     for (size_t i = 0; i < Np+1; ++i)
339         p[i] /= S;
340     for (size_t i = 0; i < N; ++i)
341     {
342         int k = std::lower_bound(b, b+Np+1, u[i]) - b - 1;
343         if (k != kp)
344         {
345             a = 0;
346             for (int j = 0; j < k; ++j)
347                 a += areas[j];
348             m = (p[k+1] - p[k]) / (b[k+1] - b[k]);
349             bk = b[k];
350             c = (b[k+1]*p[k] - b[k]*p[k+1]) / (b[k+1] - b[k]);
351             kp = k;
352         }
353         assert(std::abs(f(u[i], a, m, bk, c) - double(i)/N) < .001);
354     }
355 }
356 
main(int,char **)357 int main(int, char**)
358 {
359     test1();
360     test2();
361     test3();
362     test4();
363     test5();
364     test6();
365 
366   return 0;
367 }
368