1 //  (C) Copyright John Maddock 2006.
2 //  Use, modification and distribution are subject to the
3 //  Boost Software License, Version 1.0. (See accompanying file
4 //  LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt)
5 
6 #ifndef BOOST_MATH_SPECIAL_ERF_HPP
7 #define BOOST_MATH_SPECIAL_ERF_HPP
8 
9 #ifdef _MSC_VER
10 #pragma once
11 #endif
12 
13 #include <boost/math/special_functions/math_fwd.hpp>
14 #include <boost/math/tools/config.hpp>
15 #include <boost/math/special_functions/gamma.hpp>
16 #include <boost/math/tools/roots.hpp>
17 #include <boost/math/policies/error_handling.hpp>
18 #include <boost/math/tools/big_constant.hpp>
19 
20 #if defined(__GNUC__) && defined(BOOST_MATH_USE_FLOAT128)
21 //
22 // This is the only way we can avoid
23 // warning: non-standard suffix on floating constant [-Wpedantic]
24 // when building with -Wall -pedantic.  Neither __extension__
25 // nor #pragma diagnostic ignored work :(
26 //
27 #pragma GCC system_header
28 #endif
29 
30 namespace boost{ namespace math{
31 
32 namespace detail
33 {
34 
35 //
36 // Asymptotic series for large z:
37 //
38 template <class T>
39 struct erf_asympt_series_t
40 {
erf_asympt_series_tboost::math::detail::erf_asympt_series_t41    erf_asympt_series_t(T z) : xx(2 * -z * z), tk(1)
42    {
43       BOOST_MATH_STD_USING
44       result = -exp(-z * z) / sqrt(boost::math::constants::pi<T>());
45       result /= z;
46    }
47 
48    typedef T result_type;
49 
operator ()boost::math::detail::erf_asympt_series_t50    T operator()()
51    {
52       BOOST_MATH_STD_USING
53       T r = result;
54       result *= tk / xx;
55       tk += 2;
56       if( fabs(r) < fabs(result))
57          result = 0;
58       return r;
59    }
60 private:
61    T result;
62    T xx;
63    int tk;
64 };
65 //
66 // How large z has to be in order to ensure that the series converges:
67 //
68 template <class T>
erf_asymptotic_limit_N(const T &)69 inline float erf_asymptotic_limit_N(const T&)
70 {
71    return (std::numeric_limits<float>::max)();
72 }
erf_asymptotic_limit_N(const boost::integral_constant<int,24> &)73 inline float erf_asymptotic_limit_N(const boost::integral_constant<int, 24>&)
74 {
75    return 2.8F;
76 }
erf_asymptotic_limit_N(const boost::integral_constant<int,53> &)77 inline float erf_asymptotic_limit_N(const boost::integral_constant<int, 53>&)
78 {
79    return 4.3F;
80 }
erf_asymptotic_limit_N(const boost::integral_constant<int,64> &)81 inline float erf_asymptotic_limit_N(const boost::integral_constant<int, 64>&)
82 {
83    return 4.8F;
84 }
erf_asymptotic_limit_N(const boost::integral_constant<int,106> &)85 inline float erf_asymptotic_limit_N(const boost::integral_constant<int, 106>&)
86 {
87    return 6.5F;
88 }
erf_asymptotic_limit_N(const boost::integral_constant<int,113> &)89 inline float erf_asymptotic_limit_N(const boost::integral_constant<int, 113>&)
90 {
91    return 6.8F;
92 }
93 
94 template <class T, class Policy>
erf_asymptotic_limit()95 inline T erf_asymptotic_limit()
96 {
97    typedef typename policies::precision<T, Policy>::type precision_type;
98    typedef boost::integral_constant<int,
99       precision_type::value <= 0 ? 0 :
100       precision_type::value <= 24 ? 24 :
101       precision_type::value <= 53 ? 53 :
102       precision_type::value <= 64 ? 64 :
103       precision_type::value <= 113 ? 113 : 0
104    > tag_type;
105    return erf_asymptotic_limit_N(tag_type());
106 }
107 
108 template <class T>
109 struct erf_series_near_zero
110 {
111    typedef T result_type;
112    T         term;
113    T         zz;
114    int       k;
erf_series_near_zeroboost::math::detail::erf_series_near_zero115    erf_series_near_zero(const T& z) : term(z), zz(-z * z), k(0) {}
116 
operator ()boost::math::detail::erf_series_near_zero117    T operator()()
118    {
119       T result = term / (2 * k + 1);
120       term *= zz / ++k;
121       return result;
122    }
123 };
124 
125 template <class T, class Policy>
126 T erf_series_near_zero_sum(const T& x, const Policy& pol)
127 {
128    //
129    // We need Kahan summation here, otherwise the errors grow fairly quickly.
130    // This method is *much* faster than the alternatives even so.
131    //
132    erf_series_near_zero<T> sum(x);
133    boost::uintmax_t max_iter = policies::get_max_series_iterations<Policy>();
134    T result = constants::two_div_root_pi<T>() * tools::kahan_sum_series(sum, tools::digits<T>(), max_iter);
135    policies::check_series_iterations<T>("boost::math::erf<%1%>(%1%, %1%)", max_iter, pol);
136    return result;
137 }
138 
139 template <class T, class Policy, class Tag>
140 T erf_imp(T z, bool invert, const Policy& pol, const Tag& t)
141 {
142    BOOST_MATH_STD_USING
143 
144    BOOST_MATH_INSTRUMENT_CODE("Generic erf_imp called");
145 
146    if(z < 0)
147    {
148       if(!invert)
149          return -erf_imp(T(-z), invert, pol, t);
150       else
151          return 1 + erf_imp(T(-z), false, pol, t);
152    }
153 
154    T result;
155 
156    if(!invert && (z > detail::erf_asymptotic_limit<T, Policy>()))
157    {
158       detail::erf_asympt_series_t<T> s(z);
159       boost::uintmax_t max_iter = policies::get_max_series_iterations<Policy>();
160       result = boost::math::tools::sum_series(s, policies::get_epsilon<T, Policy>(), max_iter, 1);
161       policies::check_series_iterations<T>("boost::math::erf<%1%>(%1%, %1%)", max_iter, pol);
162    }
163    else
164    {
165       T x = z * z;
166       if(z < 1.3f)
167       {
168          // Compute P:
169          // This is actually good for z p to 2 or so, but the cutoff given seems
170          // to be the best compromise.  Performance wise, this is way quicker than anything else...
171          result = erf_series_near_zero_sum(z, pol);
172       }
173       else if(x > 1 / tools::epsilon<T>())
174       {
175          // http://functions.wolfram.com/06.27.06.0006.02
176          invert = !invert;
177          result = exp(-x) / (constants::root_pi<T>() * z);
178       }
179       else
180       {
181          // Compute Q:
182          invert = !invert;
183          result = z * exp(-x);
184          result /= boost::math::constants::root_pi<T>();
185          result *= upper_gamma_fraction(T(0.5f), x, policies::get_epsilon<T, Policy>());
186       }
187    }
188    if(invert)
189       result = 1 - result;
190    return result;
191 }
192 
193 template <class T, class Policy>
194 T erf_imp(T z, bool invert, const Policy& pol, const boost::integral_constant<int, 53>& t)
195 {
196    BOOST_MATH_STD_USING
197 
198    BOOST_MATH_INSTRUMENT_CODE("53-bit precision erf_imp called");
199 
200    if ((boost::math::isnan)(z))
201       return policies::raise_denorm_error("boost::math::erf<%1%>(%1%)", "Expected a finite argument but got %1%", z, pol);
202 
203    if(z < 0)
204    {
205       if(!invert)
206          return -erf_imp(T(-z), invert, pol, t);
207       else if(z < -0.5)
208          return 2 - erf_imp(T(-z), invert, pol, t);
209       else
210          return 1 + erf_imp(T(-z), false, pol, t);
211    }
212 
213    T result;
214 
215    //
216    // Big bunch of selection statements now to pick
217    // which implementation to use,
218    // try to put most likely options first:
219    //
220    if(z < 0.5)
221    {
222       //
223       // We're going to calculate erf:
224       //
225       if(z < 1e-10)
226       {
227          if(z == 0)
228          {
229             result = T(0);
230          }
231          else
232          {
233             static const T c = BOOST_MATH_BIG_CONSTANT(T, 53, 0.003379167095512573896158903121545171688);
234             result = static_cast<T>(z * 1.125f + z * c);
235          }
236       }
237       else
238       {
239          // Maximum Deviation Found:                     1.561e-17
240          // Expected Error Term:                         1.561e-17
241          // Maximum Relative Change in Control Points:   1.155e-04
242          // Max Error found at double precision =        2.961182e-17
243 
244          static const T Y = 1.044948577880859375f;
245          static const T P[] = {
246             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0834305892146531832907),
247             BOOST_MATH_BIG_CONSTANT(T, 53, -0.338165134459360935041),
248             BOOST_MATH_BIG_CONSTANT(T, 53, -0.0509990735146777432841),
249             BOOST_MATH_BIG_CONSTANT(T, 53, -0.00772758345802133288487),
250             BOOST_MATH_BIG_CONSTANT(T, 53, -0.000322780120964605683831),
251          };
252          static const T Q[] = {
253             BOOST_MATH_BIG_CONSTANT(T, 53, 1.0),
254             BOOST_MATH_BIG_CONSTANT(T, 53, 0.455004033050794024546),
255             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0875222600142252549554),
256             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00858571925074406212772),
257             BOOST_MATH_BIG_CONSTANT(T, 53, 0.000370900071787748000569),
258          };
259          T zz = z * z;
260          result = z * (Y + tools::evaluate_polynomial(P, zz) / tools::evaluate_polynomial(Q, zz));
261       }
262    }
263    else if(invert ? (z < 28) : (z < 5.8f))
264    {
265       //
266       // We'll be calculating erfc:
267       //
268       invert = !invert;
269       if(z < 1.5f)
270       {
271          // Maximum Deviation Found:                     3.702e-17
272          // Expected Error Term:                         3.702e-17
273          // Maximum Relative Change in Control Points:   2.845e-04
274          // Max Error found at double precision =        4.841816e-17
275          static const T Y = 0.405935764312744140625f;
276          static const T P[] = {
277             BOOST_MATH_BIG_CONSTANT(T, 53, -0.098090592216281240205),
278             BOOST_MATH_BIG_CONSTANT(T, 53, 0.178114665841120341155),
279             BOOST_MATH_BIG_CONSTANT(T, 53, 0.191003695796775433986),
280             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0888900368967884466578),
281             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0195049001251218801359),
282             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00180424538297014223957),
283          };
284          static const T Q[] = {
285             BOOST_MATH_BIG_CONSTANT(T, 53, 1.0),
286             BOOST_MATH_BIG_CONSTANT(T, 53, 1.84759070983002217845),
287             BOOST_MATH_BIG_CONSTANT(T, 53, 1.42628004845511324508),
288             BOOST_MATH_BIG_CONSTANT(T, 53, 0.578052804889902404909),
289             BOOST_MATH_BIG_CONSTANT(T, 53, 0.12385097467900864233),
290             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0113385233577001411017),
291             BOOST_MATH_BIG_CONSTANT(T, 53, 0.337511472483094676155e-5),
292          };
293          BOOST_MATH_INSTRUMENT_VARIABLE(Y);
294          BOOST_MATH_INSTRUMENT_VARIABLE(P[0]);
295          BOOST_MATH_INSTRUMENT_VARIABLE(Q[0]);
296          BOOST_MATH_INSTRUMENT_VARIABLE(z);
297          result = Y + tools::evaluate_polynomial(P, T(z - 0.5)) / tools::evaluate_polynomial(Q, T(z - 0.5));
298          BOOST_MATH_INSTRUMENT_VARIABLE(result);
299          result *= exp(-z * z) / z;
300          BOOST_MATH_INSTRUMENT_VARIABLE(result);
301       }
302       else if(z < 2.5f)
303       {
304          // Max Error found at double precision =        6.599585e-18
305          // Maximum Deviation Found:                     3.909e-18
306          // Expected Error Term:                         3.909e-18
307          // Maximum Relative Change in Control Points:   9.886e-05
308          static const T Y = 0.50672817230224609375f;
309          static const T P[] = {
310             BOOST_MATH_BIG_CONSTANT(T, 53, -0.0243500476207698441272),
311             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0386540375035707201728),
312             BOOST_MATH_BIG_CONSTANT(T, 53, 0.04394818964209516296),
313             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0175679436311802092299),
314             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00323962406290842133584),
315             BOOST_MATH_BIG_CONSTANT(T, 53, 0.000235839115596880717416),
316          };
317          static const T Q[] = {
318             BOOST_MATH_BIG_CONSTANT(T, 53, 1.0),
319             BOOST_MATH_BIG_CONSTANT(T, 53, 1.53991494948552447182),
320             BOOST_MATH_BIG_CONSTANT(T, 53, 0.982403709157920235114),
321             BOOST_MATH_BIG_CONSTANT(T, 53, 0.325732924782444448493),
322             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0563921837420478160373),
323             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00410369723978904575884),
324          };
325          result = Y + tools::evaluate_polynomial(P, T(z - 1.5)) / tools::evaluate_polynomial(Q, T(z - 1.5));
326          T hi, lo;
327          int expon;
328          hi = floor(ldexp(frexp(z, &expon), 26));
329          hi = ldexp(hi, expon - 26);
330          lo = z - hi;
331          T sq = z * z;
332          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
333          result *= exp(-sq) * exp(-err_sqr) / z;
334       }
335       else if(z < 4.5f)
336       {
337          // Maximum Deviation Found:                     1.512e-17
338          // Expected Error Term:                         1.512e-17
339          // Maximum Relative Change in Control Points:   2.222e-04
340          // Max Error found at double precision =        2.062515e-17
341          static const T Y = 0.5405750274658203125f;
342          static const T P[] = {
343             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00295276716530971662634),
344             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0137384425896355332126),
345             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00840807615555585383007),
346             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00212825620914618649141),
347             BOOST_MATH_BIG_CONSTANT(T, 53, 0.000250269961544794627958),
348             BOOST_MATH_BIG_CONSTANT(T, 53, 0.113212406648847561139e-4),
349          };
350          static const T Q[] = {
351             BOOST_MATH_BIG_CONSTANT(T, 53, 1.0),
352             BOOST_MATH_BIG_CONSTANT(T, 53, 1.04217814166938418171),
353             BOOST_MATH_BIG_CONSTANT(T, 53, 0.442597659481563127003),
354             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0958492726301061423444),
355             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0105982906484876531489),
356             BOOST_MATH_BIG_CONSTANT(T, 53, 0.000479411269521714493907),
357          };
358          result = Y + tools::evaluate_polynomial(P, T(z - 3.5)) / tools::evaluate_polynomial(Q, T(z - 3.5));
359          T hi, lo;
360          int expon;
361          hi = floor(ldexp(frexp(z, &expon), 26));
362          hi = ldexp(hi, expon - 26);
363          lo = z - hi;
364          T sq = z * z;
365          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
366          result *= exp(-sq) * exp(-err_sqr) / z;
367       }
368       else
369       {
370          // Max Error found at double precision =        2.997958e-17
371          // Maximum Deviation Found:                     2.860e-17
372          // Expected Error Term:                         2.859e-17
373          // Maximum Relative Change in Control Points:   1.357e-05
374          static const T Y = 0.5579090118408203125f;
375          static const T P[] = {
376             BOOST_MATH_BIG_CONSTANT(T, 53, 0.00628057170626964891937),
377             BOOST_MATH_BIG_CONSTANT(T, 53, 0.0175389834052493308818),
378             BOOST_MATH_BIG_CONSTANT(T, 53, -0.212652252872804219852),
379             BOOST_MATH_BIG_CONSTANT(T, 53, -0.687717681153649930619),
380             BOOST_MATH_BIG_CONSTANT(T, 53, -2.5518551727311523996),
381             BOOST_MATH_BIG_CONSTANT(T, 53, -3.22729451764143718517),
382             BOOST_MATH_BIG_CONSTANT(T, 53, -2.8175401114513378771),
383          };
384          static const T Q[] = {
385             BOOST_MATH_BIG_CONSTANT(T, 53, 1.0),
386             BOOST_MATH_BIG_CONSTANT(T, 53, 2.79257750980575282228),
387             BOOST_MATH_BIG_CONSTANT(T, 53, 11.0567237927800161565),
388             BOOST_MATH_BIG_CONSTANT(T, 53, 15.930646027911794143),
389             BOOST_MATH_BIG_CONSTANT(T, 53, 22.9367376522880577224),
390             BOOST_MATH_BIG_CONSTANT(T, 53, 13.5064170191802889145),
391             BOOST_MATH_BIG_CONSTANT(T, 53, 5.48409182238641741584),
392          };
393          result = Y + tools::evaluate_polynomial(P, T(1 / z)) / tools::evaluate_polynomial(Q, T(1 / z));
394          T hi, lo;
395          int expon;
396          hi = floor(ldexp(frexp(z, &expon), 26));
397          hi = ldexp(hi, expon - 26);
398          lo = z - hi;
399          T sq = z * z;
400          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
401          result *= exp(-sq) * exp(-err_sqr) / z;
402       }
403    }
404    else
405    {
406       //
407       // Any value of z larger than 28 will underflow to zero:
408       //
409       result = 0;
410       invert = !invert;
411    }
412 
413    if(invert)
414    {
415       result = 1 - result;
416    }
417 
418    return result;
419 } // template <class T, class Lanczos>T erf_imp(T z, bool invert, const Lanczos& l, const boost::integral_constant<int, 53>& t)
420 
421 
422 template <class T, class Policy>
423 T erf_imp(T z, bool invert, const Policy& pol, const boost::integral_constant<int, 64>& t)
424 {
425    BOOST_MATH_STD_USING
426 
427    BOOST_MATH_INSTRUMENT_CODE("64-bit precision erf_imp called");
428 
429    if(z < 0)
430    {
431       if(!invert)
432          return -erf_imp(T(-z), invert, pol, t);
433       else if(z < -0.5)
434          return 2 - erf_imp(T(-z), invert, pol, t);
435       else
436          return 1 + erf_imp(T(-z), false, pol, t);
437    }
438 
439    T result;
440 
441    //
442    // Big bunch of selection statements now to pick which
443    // implementation to use, try to put most likely options
444    // first:
445    //
446    if(z < 0.5)
447    {
448       //
449       // We're going to calculate erf:
450       //
451       if(z == 0)
452       {
453          result = 0;
454       }
455       else if(z < 1e-10)
456       {
457          static const T c = BOOST_MATH_BIG_CONSTANT(T, 64, 0.003379167095512573896158903121545171688);
458          result = z * 1.125 + z * c;
459       }
460       else
461       {
462          // Max Error found at long double precision =   1.623299e-20
463          // Maximum Deviation Found:                     4.326e-22
464          // Expected Error Term:                         -4.326e-22
465          // Maximum Relative Change in Control Points:   1.474e-04
466          static const T Y = 1.044948577880859375f;
467          static const T P[] = {
468             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0834305892146531988966),
469             BOOST_MATH_BIG_CONSTANT(T, 64, -0.338097283075565413695),
470             BOOST_MATH_BIG_CONSTANT(T, 64, -0.0509602734406067204596),
471             BOOST_MATH_BIG_CONSTANT(T, 64, -0.00904906346158537794396),
472             BOOST_MATH_BIG_CONSTANT(T, 64, -0.000489468651464798669181),
473             BOOST_MATH_BIG_CONSTANT(T, 64, -0.200305626366151877759e-4),
474          };
475          static const T Q[] = {
476             BOOST_MATH_BIG_CONSTANT(T, 64, 1.0),
477             BOOST_MATH_BIG_CONSTANT(T, 64, 0.455817300515875172439),
478             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0916537354356241792007),
479             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0102722652675910031202),
480             BOOST_MATH_BIG_CONSTANT(T, 64, 0.000650511752687851548735),
481             BOOST_MATH_BIG_CONSTANT(T, 64, 0.189532519105655496778e-4),
482          };
483          result = z * (Y + tools::evaluate_polynomial(P, T(z * z)) / tools::evaluate_polynomial(Q, T(z * z)));
484       }
485    }
486    else if(invert ? (z < 110) : (z < 6.4f))
487    {
488       //
489       // We'll be calculating erfc:
490       //
491       invert = !invert;
492       if(z < 1.5)
493       {
494          // Max Error found at long double precision =   3.239590e-20
495          // Maximum Deviation Found:                     2.241e-20
496          // Expected Error Term:                         -2.241e-20
497          // Maximum Relative Change in Control Points:   5.110e-03
498          static const T Y = 0.405935764312744140625f;
499          static const T P[] = {
500             BOOST_MATH_BIG_CONSTANT(T, 64, -0.0980905922162812031672),
501             BOOST_MATH_BIG_CONSTANT(T, 64, 0.159989089922969141329),
502             BOOST_MATH_BIG_CONSTANT(T, 64, 0.222359821619935712378),
503             BOOST_MATH_BIG_CONSTANT(T, 64, 0.127303921703577362312),
504             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0384057530342762400273),
505             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00628431160851156719325),
506             BOOST_MATH_BIG_CONSTANT(T, 64, 0.000441266654514391746428),
507             BOOST_MATH_BIG_CONSTANT(T, 64, 0.266689068336295642561e-7),
508          };
509          static const T Q[] = {
510             BOOST_MATH_BIG_CONSTANT(T, 64, 1.0),
511             BOOST_MATH_BIG_CONSTANT(T, 64, 2.03237474985469469291),
512             BOOST_MATH_BIG_CONSTANT(T, 64, 1.78355454954969405222),
513             BOOST_MATH_BIG_CONSTANT(T, 64, 0.867940326293760578231),
514             BOOST_MATH_BIG_CONSTANT(T, 64, 0.248025606990021698392),
515             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0396649631833002269861),
516             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00279220237309449026796),
517          };
518          result = Y + tools::evaluate_polynomial(P, T(z - 0.5f)) / tools::evaluate_polynomial(Q, T(z - 0.5f));
519          T hi, lo;
520          int expon;
521          hi = floor(ldexp(frexp(z, &expon), 32));
522          hi = ldexp(hi, expon - 32);
523          lo = z - hi;
524          T sq = z * z;
525          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
526          result *= exp(-sq) * exp(-err_sqr) / z;
527       }
528       else if(z < 2.5)
529       {
530          // Max Error found at long double precision =   3.686211e-21
531          // Maximum Deviation Found:                     1.495e-21
532          // Expected Error Term:                         -1.494e-21
533          // Maximum Relative Change in Control Points:   1.793e-04
534          static const T Y = 0.50672817230224609375f;
535          static const T P[] = {
536             BOOST_MATH_BIG_CONSTANT(T, 64, -0.024350047620769840217),
537             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0343522687935671451309),
538             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0505420824305544949541),
539             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0257479325917757388209),
540             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00669349844190354356118),
541             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00090807914416099524444),
542             BOOST_MATH_BIG_CONSTANT(T, 64, 0.515917266698050027934e-4),
543          };
544          static const T Q[] = {
545             BOOST_MATH_BIG_CONSTANT(T, 64, 1.0),
546             BOOST_MATH_BIG_CONSTANT(T, 64, 1.71657861671930336344),
547             BOOST_MATH_BIG_CONSTANT(T, 64, 1.26409634824280366218),
548             BOOST_MATH_BIG_CONSTANT(T, 64, 0.512371437838969015941),
549             BOOST_MATH_BIG_CONSTANT(T, 64, 0.120902623051120950935),
550             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0158027197831887485261),
551             BOOST_MATH_BIG_CONSTANT(T, 64, 0.000897871370778031611439),
552          };
553          result = Y + tools::evaluate_polynomial(P, T(z - 1.5f)) / tools::evaluate_polynomial(Q, T(z - 1.5f));
554          T hi, lo;
555          int expon;
556          hi = floor(ldexp(frexp(z, &expon), 32));
557          hi = ldexp(hi, expon - 32);
558          lo = z - hi;
559          T sq = z * z;
560          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
561          result *= exp(-sq) * exp(-err_sqr) / z;
562       }
563       else if(z < 4.5)
564       {
565          // Maximum Deviation Found:                     1.107e-20
566          // Expected Error Term:                         -1.106e-20
567          // Maximum Relative Change in Control Points:   1.709e-04
568          // Max Error found at long double precision =   1.446908e-20
569          static const T Y  = 0.5405750274658203125f;
570          static const T P[] = {
571             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0029527671653097284033),
572             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0141853245895495604051),
573             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0104959584626432293901),
574             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00343963795976100077626),
575             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00059065441194877637899),
576             BOOST_MATH_BIG_CONSTANT(T, 64, 0.523435380636174008685e-4),
577             BOOST_MATH_BIG_CONSTANT(T, 64, 0.189896043050331257262e-5),
578          };
579          static const T Q[] = {
580             BOOST_MATH_BIG_CONSTANT(T, 64, 1.0),
581             BOOST_MATH_BIG_CONSTANT(T, 64, 1.19352160185285642574),
582             BOOST_MATH_BIG_CONSTANT(T, 64, 0.603256964363454392857),
583             BOOST_MATH_BIG_CONSTANT(T, 64, 0.165411142458540585835),
584             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0259729870946203166468),
585             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00221657568292893699158),
586             BOOST_MATH_BIG_CONSTANT(T, 64, 0.804149464190309799804e-4),
587          };
588          result = Y + tools::evaluate_polynomial(P, T(z - 3.5f)) / tools::evaluate_polynomial(Q, T(z - 3.5f));
589          T hi, lo;
590          int expon;
591          hi = floor(ldexp(frexp(z, &expon), 32));
592          hi = ldexp(hi, expon - 32);
593          lo = z - hi;
594          T sq = z * z;
595          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
596          result *= exp(-sq) * exp(-err_sqr) / z;
597       }
598       else
599       {
600          // Max Error found at long double precision =   7.961166e-21
601          // Maximum Deviation Found:                     6.677e-21
602          // Expected Error Term:                         6.676e-21
603          // Maximum Relative Change in Control Points:   2.319e-05
604          static const T Y = 0.55825519561767578125f;
605          static const T P[] = {
606             BOOST_MATH_BIG_CONSTANT(T, 64, 0.00593438793008050214106),
607             BOOST_MATH_BIG_CONSTANT(T, 64, 0.0280666231009089713937),
608             BOOST_MATH_BIG_CONSTANT(T, 64, -0.141597835204583050043),
609             BOOST_MATH_BIG_CONSTANT(T, 64, -0.978088201154300548842),
610             BOOST_MATH_BIG_CONSTANT(T, 64, -5.47351527796012049443),
611             BOOST_MATH_BIG_CONSTANT(T, 64, -13.8677304660245326627),
612             BOOST_MATH_BIG_CONSTANT(T, 64, -27.1274948720539821722),
613             BOOST_MATH_BIG_CONSTANT(T, 64, -29.2545152747009461519),
614             BOOST_MATH_BIG_CONSTANT(T, 64, -16.8865774499799676937),
615          };
616          static const T Q[] = {
617             BOOST_MATH_BIG_CONSTANT(T, 64, 1.0),
618             BOOST_MATH_BIG_CONSTANT(T, 64, 4.72948911186645394541),
619             BOOST_MATH_BIG_CONSTANT(T, 64, 23.6750543147695749212),
620             BOOST_MATH_BIG_CONSTANT(T, 64, 60.0021517335693186785),
621             BOOST_MATH_BIG_CONSTANT(T, 64, 131.766251645149522868),
622             BOOST_MATH_BIG_CONSTANT(T, 64, 178.167924971283482513),
623             BOOST_MATH_BIG_CONSTANT(T, 64, 182.499390505915222699),
624             BOOST_MATH_BIG_CONSTANT(T, 64, 104.365251479578577989),
625             BOOST_MATH_BIG_CONSTANT(T, 64, 30.8365511891224291717),
626          };
627          result = Y + tools::evaluate_polynomial(P, T(1 / z)) / tools::evaluate_polynomial(Q, T(1 / z));
628          T hi, lo;
629          int expon;
630          hi = floor(ldexp(frexp(z, &expon), 32));
631          hi = ldexp(hi, expon - 32);
632          lo = z - hi;
633          T sq = z * z;
634          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
635          result *= exp(-sq) * exp(-err_sqr) / z;
636       }
637    }
638    else
639    {
640       //
641       // Any value of z larger than 110 will underflow to zero:
642       //
643       result = 0;
644       invert = !invert;
645    }
646 
647    if(invert)
648    {
649       result = 1 - result;
650    }
651 
652    return result;
653 } // template <class T, class Lanczos>T erf_imp(T z, bool invert, const Lanczos& l, const boost::integral_constant<int, 64>& t)
654 
655 
656 template <class T, class Policy>
657 T erf_imp(T z, bool invert, const Policy& pol, const boost::integral_constant<int, 113>& t)
658 {
659    BOOST_MATH_STD_USING
660 
661    BOOST_MATH_INSTRUMENT_CODE("113-bit precision erf_imp called");
662 
663    if(z < 0)
664    {
665       if(!invert)
666          return -erf_imp(T(-z), invert, pol, t);
667       else if(z < -0.5)
668          return 2 - erf_imp(T(-z), invert, pol, t);
669       else
670          return 1 + erf_imp(T(-z), false, pol, t);
671    }
672 
673    T result;
674 
675    //
676    // Big bunch of selection statements now to pick which
677    // implementation to use, try to put most likely options
678    // first:
679    //
680    if(z < 0.5)
681    {
682       //
683       // We're going to calculate erf:
684       //
685       if(z == 0)
686       {
687          result = 0;
688       }
689       else if(z < 1e-20)
690       {
691          static const T c = BOOST_MATH_BIG_CONSTANT(T, 113, 0.003379167095512573896158903121545171688);
692          result = z * 1.125 + z * c;
693       }
694       else
695       {
696          // Max Error found at long double precision =   2.342380e-35
697          // Maximum Deviation Found:                     6.124e-36
698          // Expected Error Term:                         -6.124e-36
699          // Maximum Relative Change in Control Points:   3.492e-10
700          static const T Y = 1.0841522216796875f;
701          static const T P[] = {
702             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0442269454158250738961589031215451778),
703             BOOST_MATH_BIG_CONSTANT(T, 113, -0.35549265736002144875335323556961233),
704             BOOST_MATH_BIG_CONSTANT(T, 113, -0.0582179564566667896225454670863270393),
705             BOOST_MATH_BIG_CONSTANT(T, 113, -0.0112694696904802304229950538453123925),
706             BOOST_MATH_BIG_CONSTANT(T, 113, -0.000805730648981801146251825329609079099),
707             BOOST_MATH_BIG_CONSTANT(T, 113, -0.566304966591936566229702842075966273e-4),
708             BOOST_MATH_BIG_CONSTANT(T, 113, -0.169655010425186987820201021510002265e-5),
709             BOOST_MATH_BIG_CONSTANT(T, 113, -0.344448249920445916714548295433198544e-7),
710          };
711          static const T Q[] = {
712             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
713             BOOST_MATH_BIG_CONSTANT(T, 113, 0.466542092785657604666906909196052522),
714             BOOST_MATH_BIG_CONSTANT(T, 113, 0.100005087012526447295176964142107611),
715             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0128341535890117646540050072234142603),
716             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00107150448466867929159660677016658186),
717             BOOST_MATH_BIG_CONSTANT(T, 113, 0.586168368028999183607733369248338474e-4),
718             BOOST_MATH_BIG_CONSTANT(T, 113, 0.196230608502104324965623171516808796e-5),
719             BOOST_MATH_BIG_CONSTANT(T, 113, 0.313388521582925207734229967907890146e-7),
720          };
721          result = z * (Y + tools::evaluate_polynomial(P, T(z * z)) / tools::evaluate_polynomial(Q, T(z * z)));
722       }
723    }
724    else if(invert ? (z < 110) : (z < 8.65f))
725    {
726       //
727       // We'll be calculating erfc:
728       //
729       invert = !invert;
730       if(z < 1)
731       {
732          // Max Error found at long double precision =   3.246278e-35
733          // Maximum Deviation Found:                     1.388e-35
734          // Expected Error Term:                         1.387e-35
735          // Maximum Relative Change in Control Points:   6.127e-05
736          static const T Y = 0.371877193450927734375f;
737          static const T P[] = {
738             BOOST_MATH_BIG_CONSTANT(T, 113, -0.0640320213544647969396032886581290455),
739             BOOST_MATH_BIG_CONSTANT(T, 113, 0.200769874440155895637857443946706731),
740             BOOST_MATH_BIG_CONSTANT(T, 113, 0.378447199873537170666487408805779826),
741             BOOST_MATH_BIG_CONSTANT(T, 113, 0.30521399466465939450398642044975127),
742             BOOST_MATH_BIG_CONSTANT(T, 113, 0.146890026406815277906781824723458196),
743             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0464837937749539978247589252732769567),
744             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00987895759019540115099100165904822903),
745             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00137507575429025512038051025154301132),
746             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0001144764551085935580772512359680516),
747             BOOST_MATH_BIG_CONSTANT(T, 113, 0.436544865032836914773944382339900079e-5),
748          };
749          static const T Q[] = {
750             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
751             BOOST_MATH_BIG_CONSTANT(T, 113, 2.47651182872457465043733800302427977),
752             BOOST_MATH_BIG_CONSTANT(T, 113, 2.78706486002517996428836400245547955),
753             BOOST_MATH_BIG_CONSTANT(T, 113, 1.87295924621659627926365005293130693),
754             BOOST_MATH_BIG_CONSTANT(T, 113, 0.829375825174365625428280908787261065),
755             BOOST_MATH_BIG_CONSTANT(T, 113, 0.251334771307848291593780143950311514),
756             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0522110268876176186719436765734722473),
757             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00718332151250963182233267040106902368),
758             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000595279058621482041084986219276392459),
759             BOOST_MATH_BIG_CONSTANT(T, 113, 0.226988669466501655990637599399326874e-4),
760             BOOST_MATH_BIG_CONSTANT(T, 113, 0.270666232259029102353426738909226413e-10),
761          };
762          result = Y + tools::evaluate_polynomial(P, T(z - 0.5f)) / tools::evaluate_polynomial(Q, T(z - 0.5f));
763          T hi, lo;
764          int expon;
765          hi = floor(ldexp(frexp(z, &expon), 56));
766          hi = ldexp(hi, expon - 56);
767          lo = z - hi;
768          T sq = z * z;
769          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
770          result *= exp(-sq) * exp(-err_sqr) / z;
771       }
772       else if(z < 1.5)
773       {
774          // Max Error found at long double precision =   2.215785e-35
775          // Maximum Deviation Found:                     1.539e-35
776          // Expected Error Term:                         1.538e-35
777          // Maximum Relative Change in Control Points:   6.104e-05
778          static const T Y = 0.45658016204833984375f;
779          static const T P[] = {
780             BOOST_MATH_BIG_CONSTANT(T, 113, -0.0289965858925328393392496555094848345),
781             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0868181194868601184627743162571779226),
782             BOOST_MATH_BIG_CONSTANT(T, 113, 0.169373435121178901746317404936356745),
783             BOOST_MATH_BIG_CONSTANT(T, 113, 0.13350446515949251201104889028133486),
784             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0617447837290183627136837688446313313),
785             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0185618495228251406703152962489700468),
786             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00371949406491883508764162050169531013),
787             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000485121708792921297742105775823900772),
788             BOOST_MATH_BIG_CONSTANT(T, 113, 0.376494706741453489892108068231400061e-4),
789             BOOST_MATH_BIG_CONSTANT(T, 113, 0.133166058052466262415271732172490045e-5),
790          };
791          static const T Q[] = {
792             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
793             BOOST_MATH_BIG_CONSTANT(T, 113, 2.32970330146503867261275580968135126),
794             BOOST_MATH_BIG_CONSTANT(T, 113, 2.46325715420422771961250513514928746),
795             BOOST_MATH_BIG_CONSTANT(T, 113, 1.55307882560757679068505047390857842),
796             BOOST_MATH_BIG_CONSTANT(T, 113, 0.644274289865972449441174485441409076),
797             BOOST_MATH_BIG_CONSTANT(T, 113, 0.182609091063258208068606847453955649),
798             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0354171651271241474946129665801606795),
799             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00454060370165285246451879969534083997),
800             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000349871943711566546821198612518656486),
801             BOOST_MATH_BIG_CONSTANT(T, 113, 0.123749319840299552925421880481085392e-4),
802          };
803          result = Y + tools::evaluate_polynomial(P, T(z - 1.0f)) / tools::evaluate_polynomial(Q, T(z - 1.0f));
804          T hi, lo;
805          int expon;
806          hi = floor(ldexp(frexp(z, &expon), 56));
807          hi = ldexp(hi, expon - 56);
808          lo = z - hi;
809          T sq = z * z;
810          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
811          result *= exp(-sq) * exp(-err_sqr) / z;
812       }
813       else if(z < 2.25)
814       {
815          // Maximum Deviation Found:                     1.418e-35
816          // Expected Error Term:                         1.418e-35
817          // Maximum Relative Change in Control Points:   1.316e-04
818          // Max Error found at long double precision =   1.998462e-35
819          static const T Y = 0.50250148773193359375f;
820          static const T P[] = {
821             BOOST_MATH_BIG_CONSTANT(T, 113, -0.0201233630504573402185161184151016606),
822             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0331864357574860196516686996302305002),
823             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0716562720864787193337475444413405461),
824             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0545835322082103985114927569724880658),
825             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0236692635189696678976549720784989593),
826             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00656970902163248872837262539337601845),
827             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00120282643299089441390490459256235021),
828             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000142123229065182650020762792081622986),
829             BOOST_MATH_BIG_CONSTANT(T, 113, 0.991531438367015135346716277792989347e-5),
830             BOOST_MATH_BIG_CONSTANT(T, 113, 0.312857043762117596999398067153076051e-6),
831          };
832          static const T Q[] = {
833             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
834             BOOST_MATH_BIG_CONSTANT(T, 113, 2.13506082409097783827103424943508554),
835             BOOST_MATH_BIG_CONSTANT(T, 113, 2.06399257267556230937723190496806215),
836             BOOST_MATH_BIG_CONSTANT(T, 113, 1.18678481279932541314830499880691109),
837             BOOST_MATH_BIG_CONSTANT(T, 113, 0.447733186643051752513538142316799562),
838             BOOST_MATH_BIG_CONSTANT(T, 113, 0.11505680005657879437196953047542148),
839             BOOST_MATH_BIG_CONSTANT(T, 113, 0.020163993632192726170219663831914034),
840             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00232708971840141388847728782209730585),
841             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000160733201627963528519726484608224112),
842             BOOST_MATH_BIG_CONSTANT(T, 113, 0.507158721790721802724402992033269266e-5),
843             BOOST_MATH_BIG_CONSTANT(T, 113, 0.18647774409821470950544212696270639e-12),
844          };
845          result = Y + tools::evaluate_polynomial(P, T(z - 1.5f)) / tools::evaluate_polynomial(Q, T(z - 1.5f));
846          T hi, lo;
847          int expon;
848          hi = floor(ldexp(frexp(z, &expon), 56));
849          hi = ldexp(hi, expon - 56);
850          lo = z - hi;
851          T sq = z * z;
852          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
853          result *= exp(-sq) * exp(-err_sqr) / z;
854       }
855       else if (z < 3)
856       {
857          // Maximum Deviation Found:                     3.575e-36
858          // Expected Error Term:                         3.575e-36
859          // Maximum Relative Change in Control Points:   7.103e-05
860          // Max Error found at long double precision =   5.794737e-36
861          static const T Y = 0.52896785736083984375f;
862          static const T P[] = {
863             BOOST_MATH_BIG_CONSTANT(T, 113, -0.00902152521745813634562524098263360074),
864             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0145207142776691539346923710537580927),
865             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0301681239582193983824211995978678571),
866             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0215548540823305814379020678660434461),
867             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00864683476267958365678294164340749949),
868             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00219693096885585491739823283511049902),
869             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000364961639163319762492184502159894371),
870             BOOST_MATH_BIG_CONSTANT(T, 113, 0.388174251026723752769264051548703059e-4),
871             BOOST_MATH_BIG_CONSTANT(T, 113, 0.241918026931789436000532513553594321e-5),
872             BOOST_MATH_BIG_CONSTANT(T, 113, 0.676586625472423508158937481943649258e-7),
873          };
874          static const T Q[] = {
875             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
876             BOOST_MATH_BIG_CONSTANT(T, 113, 1.93669171363907292305550231764920001),
877             BOOST_MATH_BIG_CONSTANT(T, 113, 1.69468476144051356810672506101377494),
878             BOOST_MATH_BIG_CONSTANT(T, 113, 0.880023580986436640372794392579985511),
879             BOOST_MATH_BIG_CONSTANT(T, 113, 0.299099106711315090710836273697708402),
880             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0690593962363545715997445583603382337),
881             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0108427016361318921960863149875360222),
882             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00111747247208044534520499324234317695),
883             BOOST_MATH_BIG_CONSTANT(T, 113, 0.686843205749767250666787987163701209e-4),
884             BOOST_MATH_BIG_CONSTANT(T, 113, 0.192093541425429248675532015101904262e-5),
885          };
886          result = Y + tools::evaluate_polynomial(P, T(z - 2.25f)) / tools::evaluate_polynomial(Q, T(z - 2.25f));
887          T hi, lo;
888          int expon;
889          hi = floor(ldexp(frexp(z, &expon), 56));
890          hi = ldexp(hi, expon - 56);
891          lo = z - hi;
892          T sq = z * z;
893          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
894          result *= exp(-sq) * exp(-err_sqr) / z;
895       }
896       else if(z < 3.5)
897       {
898          // Maximum Deviation Found:                     8.126e-37
899          // Expected Error Term:                         -8.126e-37
900          // Maximum Relative Change in Control Points:   1.363e-04
901          // Max Error found at long double precision =   1.747062e-36
902          static const T Y = 0.54037380218505859375f;
903          static const T P[] = {
904             BOOST_MATH_BIG_CONSTANT(T, 113, -0.0033703486408887424921155540591370375),
905             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0104948043110005245215286678898115811),
906             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0148530118504000311502310457390417795),
907             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00816693029245443090102738825536188916),
908             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00249716579989140882491939681805594585),
909             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0004655591010047353023978045800916647),
910             BOOST_MATH_BIG_CONSTANT(T, 113, 0.531129557920045295895085236636025323e-4),
911             BOOST_MATH_BIG_CONSTANT(T, 113, 0.343526765122727069515775194111741049e-5),
912             BOOST_MATH_BIG_CONSTANT(T, 113, 0.971120407556888763695313774578711839e-7),
913          };
914          static const T Q[] = {
915             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
916             BOOST_MATH_BIG_CONSTANT(T, 113, 1.59911256167540354915906501335919317),
917             BOOST_MATH_BIG_CONSTANT(T, 113, 1.136006830764025173864831382946934),
918             BOOST_MATH_BIG_CONSTANT(T, 113, 0.468565867990030871678574840738423023),
919             BOOST_MATH_BIG_CONSTANT(T, 113, 0.122821824954470343413956476900662236),
920             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0209670914950115943338996513330141633),
921             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00227845718243186165620199012883547257),
922             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000144243326443913171313947613547085553),
923             BOOST_MATH_BIG_CONSTANT(T, 113, 0.407763415954267700941230249989140046e-5),
924          };
925          result = Y + tools::evaluate_polynomial(P, T(z - 3.0f)) / tools::evaluate_polynomial(Q, T(z - 3.0f));
926          T hi, lo;
927          int expon;
928          hi = floor(ldexp(frexp(z, &expon), 56));
929          hi = ldexp(hi, expon - 56);
930          lo = z - hi;
931          T sq = z * z;
932          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
933          result *= exp(-sq) * exp(-err_sqr) / z;
934       }
935       else if(z < 5.5)
936       {
937          // Maximum Deviation Found:                     5.804e-36
938          // Expected Error Term:                         -5.803e-36
939          // Maximum Relative Change in Control Points:   2.475e-05
940          // Max Error found at long double precision =   1.349545e-35
941          static const T Y = 0.55000019073486328125f;
942          static const T P[] = {
943             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00118142849742309772151454518093813615),
944             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0072201822885703318172366893469382745),
945             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0078782276276860110721875733778481505),
946             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00418229166204362376187593976656261146),
947             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00134198400587769200074194304298642705),
948             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000283210387078004063264777611497435572),
949             BOOST_MATH_BIG_CONSTANT(T, 113, 0.405687064094911866569295610914844928e-4),
950             BOOST_MATH_BIG_CONSTANT(T, 113, 0.39348283801568113807887364414008292e-5),
951             BOOST_MATH_BIG_CONSTANT(T, 113, 0.248798540917787001526976889284624449e-6),
952             BOOST_MATH_BIG_CONSTANT(T, 113, 0.929502490223452372919607105387474751e-8),
953             BOOST_MATH_BIG_CONSTANT(T, 113, 0.156161469668275442569286723236274457e-9),
954          };
955          static const T Q[] = {
956             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
957             BOOST_MATH_BIG_CONSTANT(T, 113, 1.52955245103668419479878456656709381),
958             BOOST_MATH_BIG_CONSTANT(T, 113, 1.06263944820093830054635017117417064),
959             BOOST_MATH_BIG_CONSTANT(T, 113, 0.441684612681607364321013134378316463),
960             BOOST_MATH_BIG_CONSTANT(T, 113, 0.121665258426166960049773715928906382),
961             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0232134512374747691424978642874321434),
962             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00310778180686296328582860464875562636),
963             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000288361770756174705123674838640161693),
964             BOOST_MATH_BIG_CONSTANT(T, 113, 0.177529187194133944622193191942300132e-4),
965             BOOST_MATH_BIG_CONSTANT(T, 113, 0.655068544833064069223029299070876623e-6),
966             BOOST_MATH_BIG_CONSTANT(T, 113, 0.11005507545746069573608988651927452e-7),
967          };
968          result = Y + tools::evaluate_polynomial(P, T(z - 4.5f)) / tools::evaluate_polynomial(Q, T(z - 4.5f));
969          T hi, lo;
970          int expon;
971          hi = floor(ldexp(frexp(z, &expon), 56));
972          hi = ldexp(hi, expon - 56);
973          lo = z - hi;
974          T sq = z * z;
975          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
976          result *= exp(-sq) * exp(-err_sqr) / z;
977       }
978       else if(z < 7.5)
979       {
980          // Maximum Deviation Found:                     1.007e-36
981          // Expected Error Term:                         1.007e-36
982          // Maximum Relative Change in Control Points:   1.027e-03
983          // Max Error found at long double precision =   2.646420e-36
984          static const T Y = 0.5574436187744140625f;
985          static const T P[] = {
986             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000293236907400849056269309713064107674),
987             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00225110719535060642692275221961480162),
988             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00190984458121502831421717207849429799),
989             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000747757733460111743833929141001680706),
990             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000170663175280949889583158597373928096),
991             BOOST_MATH_BIG_CONSTANT(T, 113, 0.246441188958013822253071608197514058e-4),
992             BOOST_MATH_BIG_CONSTANT(T, 113, 0.229818000860544644974205957895688106e-5),
993             BOOST_MATH_BIG_CONSTANT(T, 113, 0.134886977703388748488480980637704864e-6),
994             BOOST_MATH_BIG_CONSTANT(T, 113, 0.454764611880548962757125070106650958e-8),
995             BOOST_MATH_BIG_CONSTANT(T, 113, 0.673002744115866600294723141176820155e-10),
996          };
997          static const T Q[] = {
998             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
999             BOOST_MATH_BIG_CONSTANT(T, 113, 1.12843690320861239631195353379313367),
1000             BOOST_MATH_BIG_CONSTANT(T, 113, 0.569900657061622955362493442186537259),
1001             BOOST_MATH_BIG_CONSTANT(T, 113, 0.169094404206844928112348730277514273),
1002             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0324887449084220415058158657252147063),
1003             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00419252877436825753042680842608219552),
1004             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00036344133176118603523976748563178578),
1005             BOOST_MATH_BIG_CONSTANT(T, 113, 0.204123895931375107397698245752850347e-4),
1006             BOOST_MATH_BIG_CONSTANT(T, 113, 0.674128352521481412232785122943508729e-6),
1007             BOOST_MATH_BIG_CONSTANT(T, 113, 0.997637501418963696542159244436245077e-8),
1008          };
1009          result = Y + tools::evaluate_polynomial(P, T(z - 6.5f)) / tools::evaluate_polynomial(Q, T(z - 6.5f));
1010          T hi, lo;
1011          int expon;
1012          hi = floor(ldexp(frexp(z, &expon), 56));
1013          hi = ldexp(hi, expon - 56);
1014          lo = z - hi;
1015          T sq = z * z;
1016          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
1017          result *= exp(-sq) * exp(-err_sqr) / z;
1018       }
1019       else if(z < 11.5)
1020       {
1021          // Maximum Deviation Found:                     8.380e-36
1022          // Expected Error Term:                         8.380e-36
1023          // Maximum Relative Change in Control Points:   2.632e-06
1024          // Max Error found at long double precision =   9.849522e-36
1025          static const T Y = 0.56083202362060546875f;
1026          static const T P[] = {
1027             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000282420728751494363613829834891390121),
1028             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00175387065018002823433704079355125161),
1029             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0021344978564889819420775336322920375),
1030             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00124151356560137532655039683963075661),
1031             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000423600733566948018555157026862139644),
1032             BOOST_MATH_BIG_CONSTANT(T, 113, 0.914030340865175237133613697319509698e-4),
1033             BOOST_MATH_BIG_CONSTANT(T, 113, 0.126999927156823363353809747017945494e-4),
1034             BOOST_MATH_BIG_CONSTANT(T, 113, 0.110610959842869849776179749369376402e-5),
1035             BOOST_MATH_BIG_CONSTANT(T, 113, 0.55075079477173482096725348704634529e-7),
1036             BOOST_MATH_BIG_CONSTANT(T, 113, 0.119735694018906705225870691331543806e-8),
1037          };
1038          static const T Q[] = {
1039             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
1040             BOOST_MATH_BIG_CONSTANT(T, 113, 1.69889613396167354566098060039549882),
1041             BOOST_MATH_BIG_CONSTANT(T, 113, 1.28824647372749624464956031163282674),
1042             BOOST_MATH_BIG_CONSTANT(T, 113, 0.572297795434934493541628008224078717),
1043             BOOST_MATH_BIG_CONSTANT(T, 113, 0.164157697425571712377043857240773164),
1044             BOOST_MATH_BIG_CONSTANT(T, 113, 0.0315311145224594430281219516531649562),
1045             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00405588922155632380812945849777127458),
1046             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000336929033691445666232029762868642417),
1047             BOOST_MATH_BIG_CONSTANT(T, 113, 0.164033049810404773469413526427932109e-4),
1048             BOOST_MATH_BIG_CONSTANT(T, 113, 0.356615210500531410114914617294694857e-6),
1049          };
1050          result = Y + tools::evaluate_polynomial(P, T(z / 2 - 4.75f)) / tools::evaluate_polynomial(Q, T(z / 2 - 4.75f));
1051          T hi, lo;
1052          int expon;
1053          hi = floor(ldexp(frexp(z, &expon), 56));
1054          hi = ldexp(hi, expon - 56);
1055          lo = z - hi;
1056          T sq = z * z;
1057          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
1058          result *= exp(-sq) * exp(-err_sqr) / z;
1059       }
1060       else
1061       {
1062          // Maximum Deviation Found:                     1.132e-35
1063          // Expected Error Term:                         -1.132e-35
1064          // Maximum Relative Change in Control Points:   4.674e-04
1065          // Max Error found at long double precision =   1.162590e-35
1066          static const T Y = 0.5632686614990234375f;
1067          static const T P[] = {
1068             BOOST_MATH_BIG_CONSTANT(T, 113, 0.000920922048732849448079451574171836943),
1069             BOOST_MATH_BIG_CONSTANT(T, 113, 0.00321439044532288750501700028748922439),
1070             BOOST_MATH_BIG_CONSTANT(T, 113, -0.250455263029390118657884864261823431),
1071             BOOST_MATH_BIG_CONSTANT(T, 113, -0.906807635364090342031792404764598142),
1072             BOOST_MATH_BIG_CONSTANT(T, 113, -8.92233572835991735876688745989985565),
1073             BOOST_MATH_BIG_CONSTANT(T, 113, -21.7797433494422564811782116907878495),
1074             BOOST_MATH_BIG_CONSTANT(T, 113, -91.1451915251976354349734589601171659),
1075             BOOST_MATH_BIG_CONSTANT(T, 113, -144.1279109655993927069052125017673),
1076             BOOST_MATH_BIG_CONSTANT(T, 113, -313.845076581796338665519022313775589),
1077             BOOST_MATH_BIG_CONSTANT(T, 113, -273.11378811923343424081101235736475),
1078             BOOST_MATH_BIG_CONSTANT(T, 113, -271.651566205951067025696102600443452),
1079             BOOST_MATH_BIG_CONSTANT(T, 113, -60.0530577077238079968843307523245547),
1080          };
1081          static const T Q[] = {
1082             BOOST_MATH_BIG_CONSTANT(T, 113, 1.0),
1083             BOOST_MATH_BIG_CONSTANT(T, 113, 3.49040448075464744191022350947892036),
1084             BOOST_MATH_BIG_CONSTANT(T, 113, 34.3563592467165971295915749548313227),
1085             BOOST_MATH_BIG_CONSTANT(T, 113, 84.4993232033879023178285731843850461),
1086             BOOST_MATH_BIG_CONSTANT(T, 113, 376.005865281206894120659401340373818),
1087             BOOST_MATH_BIG_CONSTANT(T, 113, 629.95369438888946233003926191755125),
1088             BOOST_MATH_BIG_CONSTANT(T, 113, 1568.35771983533158591604513304269098),
1089             BOOST_MATH_BIG_CONSTANT(T, 113, 1646.02452040831961063640827116581021),
1090             BOOST_MATH_BIG_CONSTANT(T, 113, 2299.96860633240298708910425594484895),
1091             BOOST_MATH_BIG_CONSTANT(T, 113, 1222.73204392037452750381340219906374),
1092             BOOST_MATH_BIG_CONSTANT(T, 113, 799.359797306084372350264298361110448),
1093             BOOST_MATH_BIG_CONSTANT(T, 113, 72.7415265778588087243442792401576737),
1094          };
1095          result = Y + tools::evaluate_polynomial(P, T(1 / z)) / tools::evaluate_polynomial(Q, T(1 / z));
1096          T hi, lo;
1097          int expon;
1098          hi = floor(ldexp(frexp(z, &expon), 56));
1099          hi = ldexp(hi, expon - 56);
1100          lo = z - hi;
1101          T sq = z * z;
1102          T err_sqr = ((hi * hi - sq) + 2 * hi * lo) + lo * lo;
1103          result *= exp(-sq) * exp(-err_sqr) / z;
1104       }
1105    }
1106    else
1107    {
1108       //
1109       // Any value of z larger than 110 will underflow to zero:
1110       //
1111       result = 0;
1112       invert = !invert;
1113    }
1114 
1115    if(invert)
1116    {
1117       result = 1 - result;
1118    }
1119 
1120    return result;
1121 } // template <class T, class Lanczos>T erf_imp(T z, bool invert, const Lanczos& l, const boost::integral_constant<int, 113>& t)
1122 
1123 template <class T, class Policy, class tag>
1124 struct erf_initializer
1125 {
1126    struct init
1127    {
initboost::math::detail::erf_initializer::init1128       init()
1129       {
1130          do_init(tag());
1131       }
do_initboost::math::detail::erf_initializer::init1132       static void do_init(const boost::integral_constant<int, 0>&){}
do_initboost::math::detail::erf_initializer::init1133       static void do_init(const boost::integral_constant<int, 53>&)
1134       {
1135          boost::math::erf(static_cast<T>(1e-12), Policy());
1136          boost::math::erf(static_cast<T>(0.25), Policy());
1137          boost::math::erf(static_cast<T>(1.25), Policy());
1138          boost::math::erf(static_cast<T>(2.25), Policy());
1139          boost::math::erf(static_cast<T>(4.25), Policy());
1140          boost::math::erf(static_cast<T>(5.25), Policy());
1141       }
do_initboost::math::detail::erf_initializer::init1142       static void do_init(const boost::integral_constant<int, 64>&)
1143       {
1144          boost::math::erf(static_cast<T>(1e-12), Policy());
1145          boost::math::erf(static_cast<T>(0.25), Policy());
1146          boost::math::erf(static_cast<T>(1.25), Policy());
1147          boost::math::erf(static_cast<T>(2.25), Policy());
1148          boost::math::erf(static_cast<T>(4.25), Policy());
1149          boost::math::erf(static_cast<T>(5.25), Policy());
1150       }
do_initboost::math::detail::erf_initializer::init1151       static void do_init(const boost::integral_constant<int, 113>&)
1152       {
1153          boost::math::erf(static_cast<T>(1e-22), Policy());
1154          boost::math::erf(static_cast<T>(0.25), Policy());
1155          boost::math::erf(static_cast<T>(1.25), Policy());
1156          boost::math::erf(static_cast<T>(2.125), Policy());
1157          boost::math::erf(static_cast<T>(2.75), Policy());
1158          boost::math::erf(static_cast<T>(3.25), Policy());
1159          boost::math::erf(static_cast<T>(5.25), Policy());
1160          boost::math::erf(static_cast<T>(7.25), Policy());
1161          boost::math::erf(static_cast<T>(11.25), Policy());
1162          boost::math::erf(static_cast<T>(12.5), Policy());
1163       }
force_instantiateboost::math::detail::erf_initializer::init1164       void force_instantiate()const{}
1165    };
1166    static const init initializer;
force_instantiateboost::math::detail::erf_initializer1167    static void force_instantiate()
1168    {
1169       initializer.force_instantiate();
1170    }
1171 };
1172 
1173 template <class T, class Policy, class tag>
1174 const typename erf_initializer<T, Policy, tag>::init erf_initializer<T, Policy, tag>::initializer;
1175 
1176 } // namespace detail
1177 
1178 template <class T, class Policy>
erf(T z,const Policy &)1179 inline typename tools::promote_args<T>::type erf(T z, const Policy& /* pol */)
1180 {
1181    typedef typename tools::promote_args<T>::type result_type;
1182    typedef typename policies::evaluation<result_type, Policy>::type value_type;
1183    typedef typename policies::precision<result_type, Policy>::type precision_type;
1184    typedef typename policies::normalise<
1185       Policy,
1186       policies::promote_float<false>,
1187       policies::promote_double<false>,
1188       policies::discrete_quantile<>,
1189       policies::assert_undefined<> >::type forwarding_policy;
1190 
1191    BOOST_MATH_INSTRUMENT_CODE("result_type = " << typeid(result_type).name());
1192    BOOST_MATH_INSTRUMENT_CODE("value_type = " << typeid(value_type).name());
1193    BOOST_MATH_INSTRUMENT_CODE("precision_type = " << typeid(precision_type).name());
1194 
1195    typedef boost::integral_constant<int,
1196       precision_type::value <= 0 ? 0 :
1197       precision_type::value <= 53 ? 53 :
1198       precision_type::value <= 64 ? 64 :
1199       precision_type::value <= 113 ? 113 : 0
1200    > tag_type;
1201 
1202    BOOST_MATH_INSTRUMENT_CODE("tag_type = " << typeid(tag_type).name());
1203 
1204    detail::erf_initializer<value_type, forwarding_policy, tag_type>::force_instantiate(); // Force constants to be initialized before main
1205 
1206    return policies::checked_narrowing_cast<result_type, forwarding_policy>(detail::erf_imp(
1207       static_cast<value_type>(z),
1208       false,
1209       forwarding_policy(),
1210       tag_type()), "boost::math::erf<%1%>(%1%, %1%)");
1211 }
1212 
1213 template <class T, class Policy>
erfc(T z,const Policy &)1214 inline typename tools::promote_args<T>::type erfc(T z, const Policy& /* pol */)
1215 {
1216    typedef typename tools::promote_args<T>::type result_type;
1217    typedef typename policies::evaluation<result_type, Policy>::type value_type;
1218    typedef typename policies::precision<result_type, Policy>::type precision_type;
1219    typedef typename policies::normalise<
1220       Policy,
1221       policies::promote_float<false>,
1222       policies::promote_double<false>,
1223       policies::discrete_quantile<>,
1224       policies::assert_undefined<> >::type forwarding_policy;
1225 
1226    BOOST_MATH_INSTRUMENT_CODE("result_type = " << typeid(result_type).name());
1227    BOOST_MATH_INSTRUMENT_CODE("value_type = " << typeid(value_type).name());
1228    BOOST_MATH_INSTRUMENT_CODE("precision_type = " << typeid(precision_type).name());
1229 
1230    typedef boost::integral_constant<int,
1231       precision_type::value <= 0 ? 0 :
1232       precision_type::value <= 53 ? 53 :
1233       precision_type::value <= 64 ? 64 :
1234       precision_type::value <= 113 ? 113 : 0
1235    > tag_type;
1236 
1237    BOOST_MATH_INSTRUMENT_CODE("tag_type = " << typeid(tag_type).name());
1238 
1239    detail::erf_initializer<value_type, forwarding_policy, tag_type>::force_instantiate(); // Force constants to be initialized before main
1240 
1241    return policies::checked_narrowing_cast<result_type, forwarding_policy>(detail::erf_imp(
1242       static_cast<value_type>(z),
1243       true,
1244       forwarding_policy(),
1245       tag_type()), "boost::math::erfc<%1%>(%1%, %1%)");
1246 }
1247 
1248 template <class T>
erf(T z)1249 inline typename tools::promote_args<T>::type erf(T z)
1250 {
1251    return boost::math::erf(z, policies::policy<>());
1252 }
1253 
1254 template <class T>
erfc(T z)1255 inline typename tools::promote_args<T>::type erfc(T z)
1256 {
1257    return boost::math::erfc(z, policies::policy<>());
1258 }
1259 
1260 } // namespace math
1261 } // namespace boost
1262 
1263 #include <boost/math/special_functions/detail/erf_inv.hpp>
1264 
1265 #endif // BOOST_MATH_SPECIAL_ERF_HPP
1266 
1267 
1268 
1269 
1270