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d4afedc
boost::math::detail log incomplete gamma function implemented
JacobHass8 Dec 28, 2025
5bef23d
Merge branch 'asym-log-incomplete-gamma' of github.com:JacobHass8/mat…
JacobHass8 Dec 28, 2025
49950ef
Implemented log incomplete gamma with/without policy [skip ci]
JacobHass8 Dec 28, 2025
4cdc487
Small bug fixes [skip ci]
JacobHass8 Dec 29, 2025
27300a6
Merged imp_final and imp function [skip ci]
JacobHass8 Dec 31, 2025
595eb68
Added 3 test cases for lgamma_q [skip ci]
JacobHass8 Dec 31, 2025
8ba98b7
Use test values from wolframapha
jzmaddock Jan 1, 2026
82e6d3e
Correct test input
jzmaddock Jan 1, 2026
40a0c54
More tests for code coverage.
jzmaddock Jan 1, 2026
562f4cc
Added documentation for
JacobHass8 Jan 1, 2026
1d28f1f
Added test to be right below when approximation is taken
JacobHass8 Jan 1, 2026
f400fcf
Simplify lgamma_q internal selection logic.
jzmaddock Jan 3, 2026
6be6ac1
Add diagnostic info to tests.
jzmaddock Jan 3, 2026
46f8b60
Adjust expected error rates.
jzmaddock Jan 3, 2026
f5f403a
Tweak expected error rates.
jzmaddock Jan 4, 2026
3363b21
Added tests from scipy issue #8424
JacobHass8 Jan 5, 2026
d8d0c0c
Fix typo
mborland Jan 5, 2026
f979925
Add CUDA markers and testing
mborland Jan 5, 2026
582d769
Relaxed precision for 128bit long doubles
JacobHass8 Jan 6, 2026
da1a7e4
Increased tolerance more for lgamma_q test case
JacobHass8 Jan 7, 2026
a3bae10
lgamma_q: Tweak expected error rates.
jzmaddock Jan 7, 2026
266bf67
Relaxed error rates more for type real_concept
JacobHass8 Jan 7, 2026
ce9aba4
lgamma_q: windows gcc tolerance changes.
jzmaddock Jan 8, 2026
c366b2d
lgamma_q: correct PP logic.
jzmaddock Jan 8, 2026
2a6fb33
lgamma_q: one more go at getting the tolerances correct.
jzmaddock Jan 8, 2026
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25 changes: 25 additions & 0 deletions doc/sf/igamma.qbk
Original file line number Diff line number Diff line change
Expand Up @@ -20,6 +20,12 @@
template <class T1, class T2, class ``__Policy``>
BOOST_MATH_GPU_ENABLED ``__sf_result`` gamma_q(T1 a, T2 z, const ``__Policy``&);

template <class T1, class T2>
BOOST_MATH_GPU_ENABLED ``__sf_result`` lgamma_q(T1 a, T2 z);

template <class T1, class T2, class ``__Policy``>
BOOST_MATH_GPU_ENABLED ``__sf_result`` lgamma_q(T1 a, T2 z, const ``__Policy``&);

template <class T1, class T2>
BOOST_MATH_GPU_ENABLED ``__sf_result`` tgamma_lower(T1 a, T2 z);

Expand Down Expand Up @@ -80,6 +86,15 @@ This function changes rapidly from 1 to 0 around the point z == a:

[graph gamma_q]

template <class T1, class T2>
BOOST_MATH_GPU_ENABLED ``__sf_result`` lgamma_q(T1 a, T2 z);

template <class T1, class T2, class ``__Policy``>
BOOST_MATH_GPU_ENABLED ``__sf_result`` lgamma_q(T1 a, T2 z, const ``__Policy``&);

Returns the natural log of the normalized upper incomplete gamma function
of a and z.

template <class T1, class T2>
BOOST_MATH_GPU_ENABLED ``__sf_result`` tgamma_lower(T1 a, T2 z);

Expand Down Expand Up @@ -263,6 +278,16 @@ large a and x the errors will still get you eventually, although this does
delay the inevitable much longer than other methods. Use of /log(1+x)-x/ here
is inspired by Temme (see references below).

The natural log of the normalized upper incomplete gamma function is computed
as expected except when the normalized upper incomplete gamma function
begins to underflow. This approximately occurs at

((x > 1000) && ((a < x) || (fabs(a - 50) / x < 1))) || ((x > log_max_value<T>() - 10) && (x > a))

in which case an expansion, for large x, of the (non-normalised) upper
incomplete gamma function is used. The return is then normalised by subtracting
the log of the gamma function and adding /a log(x)-x-log(x)/.

[h4 References]

* N. M. Temme, A Set of Algorithms for the Incomplete Gamma Functions,
Expand Down
64 changes: 64 additions & 0 deletions include/boost/math/special_functions/gamma.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -1772,6 +1772,47 @@ BOOST_MATH_GPU_ENABLED T gamma_incomplete_imp(T a, T x, bool normalised, bool in
return gamma_incomplete_imp_final(T(a), T(x), normalised, invert, pol, p_derivative);
}

// Calculate log of incomplete gamma function
template <class T, class Policy>
BOOST_MATH_GPU_ENABLED T lgamma_incomplete_imp(T a, T x, const Policy& pol)
{
using namespace boost::math; // temporary until we're in the right namespace

BOOST_MATH_STD_USING_CORE

// Check for invalid inputs (a < 0 or x < 0)
constexpr auto function = "boost::math::lgamma_q<%1%>(%1%, %1%)";
if(a <= 0)
return policies::raise_domain_error<T>(function, "Argument a to the incomplete gamma function must be greater than zero (got a=%1%).", a, pol);
if(x < 0)
return policies::raise_domain_error<T>(function, "Argument x to the incomplete gamma function must be >= 0 (got x=%1%).", x, pol);

if (((x > 1000) || (x > tools::log_max_value<T>() - 10)) && (a + 50 < x))
{
//
// Take the logarithmic version of the asymtotic expansion:
//
return log(detail::incomplete_tgamma_large_x(a, x, pol)) + a * log(x) - x - lgamma(a, pol) - log(x);
}
//
// Can't do better than taking the log of Q, but...
//
// Figure out whether we need P or Q, since if we calculate Q and it's too close to unity
// we will lose precision in the result, selection logic here is extracted from gamma_incomplete_imp_final:
//
bool need_p = false;
if ((x < 0.5) && (T(-0.4) / log(x) < a))
need_p = true;
else if ((x < 1.1) && (x >= 0.5) && (x * 0.75f < a))
need_p = true;
else if ((x < a) && (x >= 1.1))
need_p = true;

if (need_p)
return log1p(-gamma_p(a, x, pol), pol);
return log(gamma_q(a, x, pol));
}

//
// Ratios of two gamma functions:
//
Expand Down Expand Up @@ -2390,6 +2431,29 @@ BOOST_MATH_GPU_ENABLED inline tools::promote_args_t<T1, T2>
{
return gamma_q(a, z, policies::policy<>());
}

template <class T1, class T2, class Policy>
BOOST_MATH_GPU_ENABLED inline tools::promote_args_t<T1, T2> lgamma_q(T1 a, T2 z, const Policy& /* pol */)
{
typedef tools::promote_args_t<T1, T2> result_type;
typedef typename policies::evaluation<result_type, Policy>::type value_type;
typedef typename policies::normalise<
Policy,
policies::promote_float<false>,
policies::promote_double<false>,
policies::discrete_quantile<>,
policies::assert_undefined<> >::type forwarding_policy;

return policies::checked_narrowing_cast<result_type, forwarding_policy>(
detail::lgamma_incomplete_imp(static_cast<value_type>(a),
static_cast<value_type>(z), forwarding_policy()), "lgamma_q<%1%>(%1%, %1%)");
}

template <class T1, class T2>
BOOST_MATH_GPU_ENABLED inline tools::promote_args_t<T1, T2> lgamma_q(T1 a, T2 z)
{
return lgamma_q(a, z, policies::policy<>());
}
//
// Regularised lower incomplete gamma:
//
Expand Down
9 changes: 9 additions & 0 deletions include/boost/math/special_functions/math_fwd.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -561,6 +561,12 @@ namespace boost
template <class RT1, class RT2, class Policy>
BOOST_MATH_GPU_ENABLED tools::promote_args_t<RT1, RT2> gamma_q(RT1 a, RT2 z, const Policy&);

template <class RT1, class RT2>
BOOST_MATH_GPU_ENABLED tools::promote_args_t<RT1, RT2> lgamma_q(RT1 a, RT2 z);

template <class RT1, class RT2, class Policy>
BOOST_MATH_GPU_ENABLED tools::promote_args_t<RT1, RT2> lgamma_q(RT1 a, RT2 z, const Policy&);

template <class RT1, class RT2>
BOOST_MATH_GPU_ENABLED tools::promote_args_t<RT1, RT2> gamma_p(RT1 a, RT2 z);

Expand Down Expand Up @@ -1516,6 +1522,9 @@ namespace boost
\
template <class RT1, class RT2>\
BOOST_MATH_GPU_ENABLED inline boost::math::tools::promote_args_t<RT1, RT2> gamma_q(RT1 a, RT2 z){ return boost::math::gamma_q(a, z, Policy()); }\
\
template <class RT1, class RT2>\
BOOST_MATH_GPU_ENABLED inline boost::math::tools::promote_args_t<RT1, RT2> lgamma_q(RT1 a, RT2 z){ return boost::math::lgamma_q(a, z, Policy()); }\
\
template <class RT1, class RT2>\
BOOST_MATH_GPU_ENABLED inline boost::math::tools::promote_args_t<RT1, RT2> gamma_p(RT1 a, RT2 z){ return boost::math::gamma_p(a, z, Policy()); }\
Expand Down
8 changes: 8 additions & 0 deletions test/compile_test/instantiate.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -263,6 +263,7 @@ void instantiate(RealType)
boost::math::tgamma_lower(v1, v2);
boost::math::gamma_p(v1, v2);
boost::math::gamma_q(v1, v2);
boost::math::lgamma_q(v1, v2);
boost::math::gamma_p_inv(v1, v2);
boost::math::gamma_q_inv(v1, v2);
boost::math::gamma_p_inva(v1, v2);
Expand Down Expand Up @@ -542,6 +543,7 @@ void instantiate(RealType)
boost::math::tgamma_lower(v1 * 1, v2 - 0);
boost::math::gamma_p(v1 * 1, v2 + 0);
boost::math::gamma_q(v1 * 1, v2 + 0);
boost::math::lgamma_q(v1 * 1, v2 + 0);
boost::math::gamma_p_inv(v1 * 1, v2 + 0);
boost::math::gamma_q_inv(v1 * 1, v2 + 0);
boost::math::gamma_p_inva(v1 * 1, v2 + 0);
Expand Down Expand Up @@ -793,6 +795,7 @@ void instantiate(RealType)
boost::math::tgamma_lower(v1, v2, pol);
boost::math::gamma_p(v1, v2, pol);
boost::math::gamma_q(v1, v2, pol);
boost::math::lgamma_q(v1, v2, pol);
boost::math::gamma_p_inv(v1, v2, pol);
boost::math::gamma_q_inv(v1, v2, pol);
boost::math::gamma_p_inva(v1, v2, pol);
Expand Down Expand Up @@ -1070,6 +1073,7 @@ void instantiate(RealType)
test::tgamma_lower(v1, v2);
test::gamma_p(v1, v2);
test::gamma_q(v1, v2);
test::lgamma_q(v1, v2);
test::gamma_p_inv(v1, v2);
test::gamma_q_inv(v1, v2);
test::gamma_p_inva(v1, v2);
Expand Down Expand Up @@ -1351,6 +1355,7 @@ void instantiate_mixed(RealType)
boost::math::gamma_p(i, s);
boost::math::gamma_p(fr, lr);
boost::math::gamma_q(i, s);
boost::math::lgamma_q(i, s);
boost::math::gamma_q(fr, lr);
boost::math::gamma_p_inv(i, fr);
boost::math::gamma_q_inv(s, fr);
Expand Down Expand Up @@ -1566,6 +1571,7 @@ void instantiate_mixed(RealType)
boost::math::gamma_p(i, s, pol);
boost::math::gamma_p(fr, lr, pol);
boost::math::gamma_q(i, s, pol);
boost::math::lgamma_q(i, s, pol);
boost::math::gamma_q(fr, lr, pol);
boost::math::gamma_p_inv(i, fr, pol);
boost::math::gamma_q_inv(s, fr, pol);
Expand Down Expand Up @@ -1777,7 +1783,9 @@ void instantiate_mixed(RealType)
test::gamma_p(i, s);
test::gamma_p(fr, lr);
test::gamma_q(i, s);
test::lgamma_q(i, s);
test::gamma_q(fr, lr);
test::lgamma_q(fr, lr);
test::gamma_p_inv(i, fr);
test::gamma_q_inv(s, fr);
test::gamma_p_inva(i, lr);
Expand Down
6 changes: 6 additions & 0 deletions test/compile_test/sf_gamma_incl_test.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -39,6 +39,12 @@ void compile_and_link_test()
check_result<long double>(boost::math::gamma_q<long double>(l, l));
#endif

check_result<float>(boost::math::lgamma_q<float>(f, f));
check_result<double>(boost::math::lgamma_q<double>(d, d));
#ifndef BOOST_MATH_NO_LONG_DOUBLE_MATH_FUNCTIONS
check_result<long double>(boost::math::lgamma_q<long double>(l, l));
#endif

check_result<float>(boost::math::gamma_p_inv<float>(f, f));
check_result<double>(boost::math::gamma_p_inv<double>(d, d));
#ifndef BOOST_MATH_NO_LONG_DOUBLE_MATH_FUNCTIONS
Expand Down
2 changes: 2 additions & 0 deletions test/cuda_jamfile
Original file line number Diff line number Diff line change
Expand Up @@ -369,6 +369,8 @@ run test_gamma_p_derivative_double.cu ;
run test_gamma_p_derivative_float.cu ;
run test_gamma_p_inv_double.cu ;
run test_gamma_p_inv_float.cu ;
run test_lgamma_q_double.cu ;
run test_lgamma_q_float.cu ;

run test_log1p_double.cu ;
run test_log1p_float.cu ;
Expand Down
8 changes: 4 additions & 4 deletions test/test_igamma.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -394,13 +394,13 @@ BOOST_AUTO_TEST_CASE( test_main )
BOOST_MATH_CONTROL_FP;

#ifndef BOOST_MATH_BUGGY_LARGE_FLOAT_CONSTANTS
test_spots(0.0F);
test_spots(0.0F, "float");
#endif
test_spots(0.0);
test_spots(0.0, "double");
#ifndef BOOST_MATH_NO_LONG_DOUBLE_MATH_FUNCTIONS
test_spots(0.0L);
test_spots(0.0L, "long double");
#ifndef BOOST_MATH_NO_REAL_CONCEPT_TESTS
test_spots(boost::math::concepts::real_concept(0.1));
test_spots(boost::math::concepts::real_concept(0.1), "real_concept");
#endif
#endif

Expand Down
46 changes: 44 additions & 2 deletions test/test_igamma.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -18,7 +18,6 @@
#include <boost/type_traits/is_floating_point.hpp>
#include <boost/array.hpp>
#include "functor.hpp"

#include "handle_test_result.hpp"
#include "table_type.hpp"

Expand Down Expand Up @@ -141,8 +140,9 @@ void test_gamma(T, const char* name)
}

template <class T>
void test_spots(T)
void test_spots(T, const char* name = nullptr)
{
std::cout << "Testing spot values with type " << name << std::endl;
//
// basic sanity checks, tolerance is 10 epsilon expressed as a percentage:
//
Expand Down Expand Up @@ -256,6 +256,38 @@ void test_spots(T)
BOOST_CHECK_EQUAL(::boost::math::gamma_q(static_cast<T>(1770), static_cast<T>(1e-12)), 1);
BOOST_CHECK_EQUAL(::boost::math::gamma_p(static_cast<T>(1770), static_cast<T>(1e-12)), 0);
//
// Check that lgamma_q returns correct values with spot values calculated via wolframalpha log(Q[a, x])
//
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(5), static_cast<T>(100)), static_cast<T>(-84.71697591169848944613823640968965801339401810393519310714864307L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(22.5), static_cast<T>(2000)), static_cast<T>(-1883.489773203771543025750308264545743305089849873060383828767138L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(501.25), static_cast<T>(2000)), static_cast<T>(-810.2453406781655559126505101822969531699112391075198076300675402L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(20), static_cast<T>(0.25)), static_cast<T>(-2.946458104491857816330873290969917497748067639461638294404e-31L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(40), static_cast<T>(0.75)), static_cast<T>(-5.930604927955460343652485525435087275997461623988991819824e-54L), tolerance);
#if defined(__CYGWIN__) || defined(__MINGW32__)
T gcc_win_mul = 2;
#else
T gcc_win_mul = 1;
#endif
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(50), static_cast<T>(2)), static_cast<T>(-5.214301903317168085381693412994550732094621576607843973832e-51L), tolerance * gcc_win_mul);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(500), static_cast<T>(10)), static_cast<T>(-3.79666711621207197039397438773960431648625558027046365463e-639L), tolerance * 3 * gcc_win_mul);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(5), static_cast<T>(1000)), static_cast<T>(-975.5430287171020511929200293377669175923128826278957569928895945L), tolerance);
// Pairs of tests that bisect the crossover condition in our code at double and then quad precision:
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(10), static_cast<T>(698.75)), static_cast<T>(-652.5952453102824132865663191324423994628428404928732148525545721L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(10), static_cast<T>(699.25)), static_cast<T>(-653.0888168445921483147208556398158677077537551419551652934287016L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(10), static_cast<T>(999.75)), static_cast<T>(-950.3752463850600415679327136010171192193400042422096029239012176L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(10), static_cast<T>(1000.25)), static_cast<T>(-950.8707509166152482936275883547176592196662090187561681198668099L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(50), static_cast<T>(698.75)), static_cast<T>(-522.3277960730837166223131189587863209730608668858212533099139269L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(50), static_cast<T>(699.25)), static_cast<T>(-522.7927997457481265511084805522296021540768033975669071565674196L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(50), static_cast<T>(999.75)), static_cast<T>(-805.7977867938474339107474131612354353193501692041340771552419902L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(50), static_cast<T>(1000.25)), static_cast<T>(-806.2733124989172792095030711884568388681331032891850662521501582L), tolerance);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(800), static_cast<T>(999.75)), static_cast<T>(-24.33274293617739453303937714319703386675839030466670622049929011L), tolerance * 2);
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(800), static_cast<T>(1000.25)), static_cast<T>(-24.43514173634027477093666725985191846106997808357863808910970142L), tolerance * (boost::math::tools::digits<T>() > 54 ? 20 : 1));
// Once we get large a,x then error start to accumulate no matter what we do:
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(1200), static_cast<T>(1249.75)), static_cast<T>(-2.565496161584661216769813239648606145255794643472303927896044375L), tolerance * (std::is_floating_point<T>::value ? 1 : 4));
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(1200), static_cast<T>(1250.25)), static_cast<T>(-2.591934862117586205519309712218581885256650074210410262843591453L), tolerance * ((std::numeric_limits<T>::max_digits10 >= 36 || std::is_same<T, boost::math::concepts::real_concept>::value) ? 750 : (std::is_same<T, float>::value ? 1 : 50))); // Test fails on ARM64 and s390x long doubles and real_concept types unless tolerance is adjusted
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(2200), static_cast<T>(2249.75)), static_cast<T>(-1.933779894897391651410597618307863427927461116308937004149240320L), tolerance * (std::is_floating_point<T>::value ? 1 : 10));
BOOST_CHECK_CLOSE(::boost::math::lgamma_q(static_cast<T>(2200), static_cast<T>(2250.25)), static_cast<T>(-1.950346484067948344620463026377077515919992808640737320057812268L), tolerance * (std::is_same<T, float>::value ? 1 : (std::is_floating_point<T>::value ? 100 : 200)));
//
// Coverage:
//
#ifndef BOOST_MATH_NO_EXCEPTIONS
Expand All @@ -265,6 +297,11 @@ void test_spots(T)
BOOST_CHECK_THROW(boost::math::gamma_q(static_cast<T>(1), static_cast<T>(-2)), std::domain_error);
BOOST_CHECK_THROW(boost::math::gamma_p(static_cast<T>(0), static_cast<T>(2)), std::domain_error);
BOOST_CHECK_THROW(boost::math::gamma_q(static_cast<T>(0), static_cast<T>(2)), std::domain_error);

BOOST_CHECK_THROW(boost::math::lgamma_q(static_cast<T>(-1), static_cast<T>(2)), std::domain_error);
BOOST_CHECK_THROW(boost::math::lgamma_q(static_cast<T>(1), static_cast<T>(-2)), std::domain_error);
BOOST_CHECK_THROW(boost::math::lgamma_q(static_cast<T>(0), static_cast<T>(2)), std::domain_error);

BOOST_CHECK_THROW(boost::math::gamma_p_derivative(static_cast<T>(-1), static_cast<T>(2)), std::domain_error);
BOOST_CHECK_THROW(boost::math::gamma_p_derivative(static_cast<T>(1), static_cast<T>(-2)), std::domain_error);
BOOST_CHECK_THROW(boost::math::gamma_p_derivative(static_cast<T>(0), static_cast<T>(2)), std::domain_error);
Expand All @@ -275,6 +312,11 @@ void test_spots(T)
BOOST_CHECK((boost::math::isnan)(boost::math::gamma_q(static_cast<T>(1), static_cast<T>(-2))));
BOOST_CHECK((boost::math::isnan)(boost::math::gamma_p(static_cast<T>(0), static_cast<T>(2))));
BOOST_CHECK((boost::math::isnan)(boost::math::gamma_q(static_cast<T>(0), static_cast<T>(2))));

BOOST_CHECK((boost::math::isnan)(boost::math::lgamma_q(static_cast<T>(-1), static_cast<T>(2))));
BOOST_CHECK((boost::math::isnan)(boost::math::lgamma_q(static_cast<T>(1), static_cast<T>(-2))));
BOOST_CHECK((boost::math::isnan)(boost::math::lgamma_q(static_cast<T>(0), static_cast<T>(2))));

BOOST_CHECK((boost::math::isnan)(boost::math::gamma_p_derivative(static_cast<T>(-1), static_cast<T>(2))));
BOOST_CHECK((boost::math::isnan)(boost::math::gamma_p_derivative(static_cast<T>(1), static_cast<T>(-2))));
BOOST_CHECK((boost::math::isnan)(boost::math::gamma_p_derivative(static_cast<T>(0), static_cast<T>(2))));
Expand Down
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