1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
|
// Copyright Paul Bristow 2007.
// Copyright John Maddock 2006.
// Use, modification and distribution are subject to the
// Boost Software License, Version 1.0.
// (See accompanying file LICENSE_1_0.txt
// or copy at http://www.boost.org/LICENSE_1_0.txt)
// test_uniform.cpp
#include <pch.hpp>
#ifdef _MSC_VER
# pragma warning(disable: 4127) // conditional expression is constant.
# pragma warning(disable: 4100) // unreferenced formal parameter.
#endif
#include <boost/math/concepts/real_concept.hpp> // for real_concept
#define BOOST_TEST_MAIN
#include <boost/test/unit_test.hpp> // Boost.Test
#include <boost/test/floating_point_comparison.hpp>
#include <boost/math/distributions/uniform.hpp>
using boost::math::uniform_distribution;
#include <boost/math/tools/test.hpp>
#include "test_out_of_range.hpp"
#include <iostream>
#include <iomanip>
using std::cout;
using std::endl;
using std::setprecision;
#include <limits>
using std::numeric_limits;
template <class RealType>
void check_uniform(RealType lower, RealType upper, RealType x, RealType p, RealType q, RealType tol)
{
BOOST_CHECK_CLOSE_FRACTION(
::boost::math::cdf(
uniform_distribution<RealType>(lower, upper), // distribution.
x), // random variable.
p, // probability.
tol); // tolerance.
BOOST_CHECK_CLOSE_FRACTION(
::boost::math::cdf(
complement(
uniform_distribution<RealType>(lower, upper), // distribution.
x)), // random variable.
q, // probability complement.
tol); // tolerance.
BOOST_CHECK_CLOSE_FRACTION(
::boost::math::quantile(
uniform_distribution<RealType>(lower, upper), // distribution.
p), // probability.
x, // random variable.
tol); // tolerance.
BOOST_CHECK_CLOSE_FRACTION(
::boost::math::quantile(
complement(
uniform_distribution<RealType>(lower, upper), // distribution.
q)), // probability complement.
x, // random variable.
tol); // tolerance.
} // void check_uniform
template <class RealType>
void test_spots(RealType)
{
// Basic sanity checks
//
// These test values were generated for the normal distribution
// using the online calculator at
// http://espse.ed.psu.edu/edpsych/faculty/rhale/hale/507Mat/statlets/free/pdist.htm
//
// Tolerance is just over 5 decimal digits expressed as a fraction:
// that's the limit of the test data.
RealType tolerance = 2e-5f;
cout << "Tolerance for type " << typeid(RealType).name() << " is " << tolerance << "." << endl;
using std::exp;
// Tests for PDF
//
BOOST_CHECK_CLOSE_FRACTION( // x == upper
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0)),
static_cast<RealType>(1),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x == lower
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(1)),
static_cast<RealType>(1),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x > upper
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(-1)),
static_cast<RealType>(0),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x < lower
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(2)),
static_cast<RealType>(0),
tolerance);
if(std::numeric_limits<RealType>::has_infinity)
{ // BOOST_CHECK tests for infinity using std::numeric_limits<>::infinity()
// Note that infinity is not implemented for real_concept, so these tests
// are only done for types, like built-in float, double.. that have infinity.
// Note that these assume that BOOST_MATH_OVERFLOW_ERROR_POLICY is NOT throw_on_error.
// #define BOOST_MATH_OVERFLOW_ERROR_POLICY == throw_on_error would give a throw here.
// #define BOOST_MATH_DOMAIN_ERROR_POLICY == throw_on_error IS defined, so the throw path
// of error handling is tested below with BOOST_CHECK_THROW tests.
BOOST_CHECK_THROW( // x == infinity should NOT be OK.
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(std::numeric_limits<RealType>::infinity())),
std::domain_error);
BOOST_CHECK_THROW( // x == minus infinity should be OK too.
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(-std::numeric_limits<RealType>::infinity())),
std::domain_error);
}
if(std::numeric_limits<RealType>::has_quiet_NaN)
{ // BOOST_CHECK tests for NaN using std::numeric_limits<>::has_quiet_NaN() - should throw.
BOOST_CHECK_THROW(
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(std::numeric_limits<RealType>::quiet_NaN())),
std::domain_error);
BOOST_CHECK_THROW(
pdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(-std::numeric_limits<RealType>::quiet_NaN())),
std::domain_error);
} // test for x = NaN using std::numeric_limits<>::quiet_NaN()
// cdf
BOOST_CHECK_EQUAL( // x < lower
cdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(-1)),
static_cast<RealType>(0) );
BOOST_CHECK_CLOSE_FRACTION(
cdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0)),
static_cast<RealType>(0),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
cdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.5)),
static_cast<RealType>(0.5),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
cdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.1)),
static_cast<RealType>(0.1),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
cdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.9)),
static_cast<RealType>(0.9),
tolerance);
BOOST_CHECK_EQUAL( // x > upper
cdf(uniform_distribution<RealType>(0, 1), static_cast<RealType>(2)),
static_cast<RealType>(1));
// cdf complement
BOOST_CHECK_EQUAL( // x < lower
cdf(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0))),
static_cast<RealType>(1));
BOOST_CHECK_EQUAL( // x == 0
cdf(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0))),
static_cast<RealType>(1));
BOOST_CHECK_CLOSE_FRACTION( // x = 0.1
cdf(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.1))),
static_cast<RealType>(0.9),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x = 0.5
cdf(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.5))),
static_cast<RealType>(0.5),
tolerance);
BOOST_CHECK_EQUAL( // x == 1
cdf(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(1))),
static_cast<RealType>(0));
BOOST_CHECK_EQUAL( // x > upper
cdf(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(2))),
static_cast<RealType>(0));
// quantile
BOOST_CHECK_CLOSE_FRACTION(
quantile(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.9)),
static_cast<RealType>(0.9),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.1)),
static_cast<RealType>(0.1),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.5)),
static_cast<RealType>(0.5),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0)),
static_cast<RealType>(0),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(uniform_distribution<RealType>(0, 1), static_cast<RealType>(1)),
static_cast<RealType>(1),
tolerance);
// quantile complement
BOOST_CHECK_CLOSE_FRACTION(
quantile(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.1))),
static_cast<RealType>(0.9),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.9))),
static_cast<RealType>(0.1),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0.5))),
static_cast<RealType>(0.5),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(0))),
static_cast<RealType>(1),
tolerance);
BOOST_CHECK_CLOSE_FRACTION(
quantile(complement(uniform_distribution<RealType>(0, 1), static_cast<RealType>(1))),
static_cast<RealType>(1),
tolerance);
// Some tests using a different location & scale, neight zero or unity.
BOOST_CHECK_CLOSE_FRACTION( // x == mid
pdf(uniform_distribution<RealType>(-1, 2), static_cast<RealType>(1)),
static_cast<RealType>(0.3333333333333333333333333333333333333333333333333333),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x == upper
pdf(uniform_distribution<RealType>(-1, 2), static_cast<RealType>(+2)),
static_cast<RealType>(0.3333333333333333333333333333333333333333333333333333), // 1 / (2 - -1) = 1/3
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x == lower
cdf(uniform_distribution<RealType>(-1, 2), static_cast<RealType>(-1)),
static_cast<RealType>(0),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x == upper
cdf(uniform_distribution<RealType>(-1, 2), static_cast<RealType>(0)),
static_cast<RealType>(0.3333333333333333333333333333333333333333333333333333),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x == upper
cdf(uniform_distribution<RealType>(-1, 2), static_cast<RealType>(1)),
static_cast<RealType>(0.6666666666666666666666666666666666666666666666666667),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x == lower
cdf(uniform_distribution<RealType>(-1, 2), static_cast<RealType>(2)),
static_cast<RealType>(1),
tolerance);
BOOST_CHECK_CLOSE_FRACTION( // x == upper
quantile(uniform_distribution<RealType>(-1, 2), static_cast<RealType>(0.6666666666666666666666666666666666666666666666666667)),
static_cast<RealType>(1),
tolerance);
check_uniform(
static_cast<RealType>(0), // lower
static_cast<RealType>(1), // upper
static_cast<RealType>(0.5), // x
static_cast<RealType>(0.5), // p
static_cast<RealType>(1 - 0.5), // q
tolerance);
// Some Not-standard uniform tests.
check_uniform(
static_cast<RealType>(-1), // lower
static_cast<RealType>(1), // upper
static_cast<RealType>(0), // x
static_cast<RealType>(0.5), // p
static_cast<RealType>(1 - 0.5), // q = 1 - p
tolerance);
check_uniform(
static_cast<RealType>(1), // lower
static_cast<RealType>(3), // upper
static_cast<RealType>(2), // x
static_cast<RealType>(0.5), // p
static_cast<RealType>(1 - 0.5), // q = 1 - p
tolerance);
check_uniform(
static_cast<RealType>(-1), // lower
static_cast<RealType>(2), // upper
static_cast<RealType>(1), // x
static_cast<RealType>(0.66666666666666666666666666666666666666666667), // p
static_cast<RealType>(0.33333333333333333333333333333333333333333333), // q = 1 - p
tolerance);
tolerance = (std::max)(
boost::math::tools::epsilon<RealType>(),
static_cast<RealType>(boost::math::tools::epsilon<double>())) * 5; // 5 eps as a fraction.
cout << "Tolerance (as fraction) for type " << typeid(RealType).name() << " is " << tolerance << "." << endl;
uniform_distribution<RealType> distu01(0, 1);
RealType x = static_cast<RealType>(0.5);
using namespace std; // ADL of std names.
// mean:
BOOST_CHECK_CLOSE_FRACTION(
mean(distu01), static_cast<RealType>(0.5), tolerance);
// variance:
BOOST_CHECK_CLOSE_FRACTION(
variance(distu01), static_cast<RealType>(0.0833333333333333333333333333333333333333333), tolerance);
// std deviation:
BOOST_CHECK_CLOSE_FRACTION(
standard_deviation(distu01), sqrt(variance(distu01)), tolerance);
// hazard:
BOOST_CHECK_CLOSE_FRACTION(
hazard(distu01, x), pdf(distu01, x) / cdf(complement(distu01, x)), tolerance);
// cumulative hazard:
BOOST_CHECK_CLOSE_FRACTION(
chf(distu01, x), -log(cdf(complement(distu01, x))), tolerance);
// coefficient_of_variation:
BOOST_CHECK_CLOSE_FRACTION(
coefficient_of_variation(distu01), standard_deviation(distu01) / mean(distu01), tolerance);
// mode:
BOOST_CHECK_CLOSE_FRACTION(
mode(distu01), static_cast<RealType>(0), tolerance);
BOOST_CHECK_CLOSE_FRACTION(
median(distu01), static_cast<RealType>(0.5), tolerance);
// skewness:
BOOST_CHECK_EQUAL(
skewness(distu01), static_cast<RealType>(0));
// kertosis:
BOOST_CHECK_CLOSE_FRACTION(
kurtosis(distu01), kurtosis_excess(distu01) + static_cast<RealType>(3), tolerance);
// kertosis excess:
BOOST_CHECK_CLOSE_FRACTION(
kurtosis_excess(distu01), static_cast<RealType>(-1.2), tolerance);
if(std::numeric_limits<RealType>::has_infinity)
{ // BOOST_CHECK tests for infinity using std::numeric_limits<>::infinity()
// Note that infinity is not implemented for real_concept, so these tests
// are only done for types, like built-in float, double, long double, that have infinity.
// Note that these assume that BOOST_MATH_OVERFLOW_ERROR_POLICY is NOT throw_on_error.
// #define BOOST_MATH_OVERFLOW_ERROR_POLICY == throw_on_error would give a throw here.
// #define BOOST_MATH_DOMAIN_ERROR_POLICY == throw_on_error IS defined, so the throw path
// of error handling is tested below with BOOST_CHECK_THROW tests.
BOOST_CHECK_THROW(pdf(distu01, std::numeric_limits<RealType>::infinity()), std::domain_error);
BOOST_CHECK_THROW(pdf(distu01, -std::numeric_limits<RealType>::infinity()), std::domain_error);
} // test for infinity using std::numeric_limits<>::infinity()
else
{ // real_concept case, does has_infinfity == false, so can't check it throws.
// cout << std::numeric_limits<RealType>::infinity() << ' '
// << (boost::math::fpclassify)(std::numeric_limits<RealType>::infinity()) << endl;
// value of std::numeric_limits<RealType>::infinity() is zero, so FPclassify is zero,
// so (boost::math::isfinite)(std::numeric_limits<RealType>::infinity()) does not detect infinity.
// so these tests would never throw.
//BOOST_CHECK_THROW(pdf(distu01, std::numeric_limits<RealType>::infinity()), std::domain_error);
//BOOST_CHECK_THROW(pdf(distu01, std::numeric_limits<RealType>::quiet_NaN()), std::domain_error);
// BOOST_CHECK_THROW(pdf(distu01, boost::math::tools::max_value<RealType>() * 2), std::domain_error); // Doesn't throw.
BOOST_CHECK_EQUAL(pdf(distu01, boost::math::tools::max_value<RealType>()), 0);
}
// Special cases:
BOOST_CHECK(pdf(distu01, 0) == 1);
BOOST_CHECK(cdf(distu01, 0) == 0);
BOOST_CHECK(pdf(distu01, 1) == 1);
BOOST_CHECK(cdf(distu01, 1) == 1);
BOOST_CHECK(cdf(complement(distu01, 0)) == 1);
BOOST_CHECK(cdf(complement(distu01, 1)) == 0);
BOOST_CHECK(quantile(distu01, 0) == 0);
BOOST_CHECK(quantile(complement(distu01, 0)) == 1);
BOOST_CHECK(quantile(distu01, 1) == 1);
BOOST_CHECK(quantile(complement(distu01, 1)) == 1);
// Error checks:
if(std::numeric_limits<RealType>::has_quiet_NaN)
{ // BOOST_CHECK tests for constructing with quiet_NaN (not for real_concept, for example - see notes above).
BOOST_CHECK_THROW(uniform_distribution<RealType>(0, std::numeric_limits<RealType>::quiet_NaN()), std::domain_error);
BOOST_CHECK_THROW(uniform_distribution<RealType>(0, -std::numeric_limits<RealType>::quiet_NaN()), std::domain_error);
}
BOOST_CHECK_THROW(uniform_distribution<RealType>(1, 0), std::domain_error); // lower > upper!
BOOST_CHECK_THROW(uniform_distribution<RealType>(1, 1), std::domain_error); // lower == upper!
check_out_of_range<uniform_distribution<RealType> >(1, 5);
} // template <class RealType>void test_spots(RealType)
BOOST_AUTO_TEST_CASE( test_main )
{
// Check that can construct uniform distribution using the two convenience methods:
using namespace boost::math;
uniform unistd; // Using typedef
// == uniform_distribution<double> unistd;
BOOST_CHECK_EQUAL(unistd.lower(), 0); // Check defaults.
BOOST_CHECK_EQUAL(unistd.upper(), 1);
uniform_distribution<> myu01(0, 1); // Using default RealType double.
BOOST_CHECK_EQUAL(myu01.lower(), 0); // Check defaults again.
BOOST_CHECK_EQUAL(myu01.upper(), 1);
// Test on extreme values of random variate x, using just double because it has numeric_limit infinity etc..
// No longer allow x to be + or - infinity, then these tests should throw.
BOOST_CHECK_THROW(pdf(unistd, +std::numeric_limits<double>::infinity()), std::domain_error); // x = + infinity
BOOST_CHECK_THROW(pdf(unistd, -std::numeric_limits<double>::infinity()), std::domain_error); // x = - infinity
BOOST_CHECK_THROW(cdf(unistd, +std::numeric_limits<double>::infinity()), std::domain_error); // x = + infinity
BOOST_CHECK_THROW(cdf(unistd, -std::numeric_limits<double>::infinity()), std::domain_error); // x = - infinity
BOOST_CHECK_EQUAL(pdf(unistd, +(std::numeric_limits<double>::max)()), 0); // x = + max
BOOST_CHECK_EQUAL(pdf(unistd, -(std::numeric_limits<double>::min)()), 0); // x = - min
BOOST_CHECK_EQUAL(cdf(unistd, +(std::numeric_limits<double>::max)()), 1); // x = + max
BOOST_CHECK_EQUAL(cdf(unistd, -(std::numeric_limits<double>::min)()), 0); // x = - min
BOOST_CHECK_THROW(uniform_distribution<> zinf(0, +std::numeric_limits<double>::infinity()), std::domain_error); // zero to infinity using default RealType double.
uniform_distribution<> zmax(0, +(std::numeric_limits<double>::max)()); // zero to max using default RealType double.
BOOST_CHECK_EQUAL(zmax.lower(), 0); // Check defaults again.
BOOST_CHECK_EQUAL(zmax.upper(), +(std::numeric_limits<double>::max)());
BOOST_CHECK_EQUAL(pdf(zmax, -1), 0); // pdf is 1/(0 - max) = almost zero for all x
BOOST_CHECK_EQUAL(pdf(zmax, 0), (std::numeric_limits<double>::min)()/4); // x =
BOOST_CHECK_EQUAL(pdf(zmax, 1), (std::numeric_limits<double>::min)()/4); // x =
BOOST_CHECK_THROW(pdf(zmax, +std::numeric_limits<double>::infinity()), std::domain_error); // pdf is 1/(0 - infinity) = zero for all x
BOOST_CHECK_THROW(pdf(zmax, -std::numeric_limits<double>::infinity()), std::domain_error);
BOOST_CHECK_EQUAL(pdf(zmax, +(std::numeric_limits<double>::max)()), (std::numeric_limits<double>::min)()/4); // x =
BOOST_CHECK_EQUAL(pdf(zmax, -(std::numeric_limits<double>::max)()), 0); // x =
// Ensure NaN throws an exception.
BOOST_CHECK_THROW(uniform_distribution<> zNaN(0, std::numeric_limits<double>::quiet_NaN()), std::domain_error);
BOOST_CHECK_THROW(pdf(unistd, std::numeric_limits<double>::quiet_NaN()), std::domain_error);
// Basic sanity-check spot values.
// (Parameter value, arbitrarily zero, only communicates the floating point type).
test_spots(0.0F); // Test float. OK at decdigits = 0 tolerance = 0.0001 %
test_spots(0.0); // Test double. OK at decdigits 7, tolerance = 1e07 %
#ifndef BOOST_MATH_NO_LONG_DOUBLE_MATH_FUNCTIONS
test_spots(0.0L); // Test long double.
#if !BOOST_WORKAROUND(__BORLANDC__, BOOST_TESTED_AT(0x0582))
test_spots(boost::math::concepts::real_concept(0.)); // Test real concept.
#endif
#else
std::cout << "<note>The long double tests have been disabled on this platform "
"either because the long double overloads of the usual math functions are "
"not available at all, or because they are too inaccurate for these tests "
"to pass.</note>" << std::cout;
#endif
} // BOOST_AUTO_TEST_CASE( test_main )
/*
Output:
Autorun "i:\boost-06-05-03-1300\libs\math\test\Math_test\debug\test_uniform.exe"
Running 1 test case...
Tolerance for type float is 2e-005.
Tolerance (as fraction) for type float is 5.96046e-007.
Tolerance for type double is 2e-005.
Tolerance (as fraction) for type double is 1.11022e-015.
Tolerance for type long double is 2e-005.
Tolerance (as fraction) for type long double is 1.11022e-015.
Tolerance for type class boost::math::concepts::real_concept is 2e-005.
Tolerance (as fraction) for type class boost::math::concepts::real_concept is 1.11022e-015.
*** No errors detected
*/
|