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authorGravatar Eugene Brevdo <ebrevdo@gmail.com>2016-01-27 09:52:29 -0800
committerGravatar Eugene Brevdo <ebrevdo@gmail.com>2016-01-27 09:52:29 -0800
commitc8d94ae944407c05ae7600347afb6a532783c962 (patch)
tree6f4f4b28c78f3a090ff2c6e1485e912d14724091 /Eigen/src
parent6a75e7e0d5505bac0e1a5be39d37f2717ab03134 (diff)
digamma special function: merge shared code.
Moved type-specific code into a helper class digamma_impl_maybe_poly<Scalar>.
Diffstat (limited to 'Eigen/src')
-rw-r--r--Eigen/src/Core/SpecialFunctions.h217
1 files changed, 81 insertions, 136 deletions
diff --git a/Eigen/src/Core/SpecialFunctions.h b/Eigen/src/Core/SpecialFunctions.h
index bd022946c..21583e6f5 100644
--- a/Eigen/src/Core/SpecialFunctions.h
+++ b/Eigen/src/Core/SpecialFunctions.h
@@ -134,8 +134,23 @@ struct lgamma_impl<double> {
* Implementation of digamma (psi) *
****************************************************************************/
+#ifdef EIGEN_HAS_C99_MATH
+
+/*
+ *
+ * Polynomial evaluation helper for the Psi (digamma) function.
+ *
+ * digamma_impl_maybe_poly::run(s) evaluates the asymptotic Psi expansion for
+ * input Scalar s, assuming s is above 10.0.
+ *
+ * If s is above a certain threshold for the given Scalar type, zero
+ * is returned. Otherwise the polynomial is evaluated with enough
+ * coefficients for results matching Scalar machine precision.
+ *
+ *
+ */
template <typename Scalar>
-struct digamma_impl {
+struct digamma_impl_maybe_poly {
EIGEN_DEVICE_FUNC
static EIGEN_STRONG_INLINE Scalar run(const Scalar) {
EIGEN_STATIC_ASSERT((internal::is_same<Scalar, Scalar>::value == false),
@@ -144,72 +159,11 @@ struct digamma_impl {
}
};
-template <typename Scalar>
-struct digamma_retval {
- typedef Scalar type;
-};
-#ifdef EIGEN_HAS_C99_MATH
template <>
-struct digamma_impl<float> {
- /*
- * Psi (digamma) function (modified for Eigen)
- *
- *
- * SYNOPSIS:
- *
- * float x, y, psif();
- *
- * y = psif( x );
- *
- *
- * DESCRIPTION:
- *
- * d -
- * psi(x) = -- ln | (x)
- * dx
- *
- * is the logarithmic derivative of the gamma function.
- * For integer x,
- * n-1
- * -
- * psi(n) = -EUL + > 1/k.
- * -
- * k=1
- *
- * If x is negative, it is transformed to a positive argument by the
- * reflection formula psi(1-x) = psi(x) + pi cot(pi x).
- * For general positive x, the argument is made greater than 10
- * using the recurrence psi(x+1) = psi(x) + 1/x.
- * Then the following asymptotic expansion is applied:
- *
- * inf. B
- * - 2k
- * psi(x) = log(x) - 1/2x - > -------
- * - 2k
- * k=1 2k x
- *
- * where the B2k are Bernoulli numbers.
- *
- * ACCURACY:
- * Absolute error, relative when |psi| > 1 :
- * arithmetic domain # trials peak rms
- * IEEE -33,0 30000 8.2e-7 1.2e-7
- * IEEE 0,33 100000 7.3e-7 7.7e-8
- *
- * ERROR MESSAGES:
- * message condition value returned
- * psi singularity x integer <=0 INFINITY
- */
+struct digamma_impl_maybe_poly<float> {
EIGEN_DEVICE_FUNC
- static float run(float xx) {
- float p, q, nz, x, s, w, y, z;
- bool negative;
-
- // Some necessary constants
- const float m_pif = 3.141592653589793238;
- const float maxnumf = std::numeric_limits<float>::infinity();
-
+ static EIGEN_STRONG_INLINE float run(const float s) {
const float A[] = {
-4.16666666666666666667E-3,
3.96825396825396825397E-3,
@@ -217,53 +171,49 @@ struct digamma_impl<float> {
8.33333333333333333333E-2
};
- x = xx;
- nz = 0.0f;
- negative = 0;
- if (x <= 0.0f) {
- negative = 1;
- q = x;
- p = ::floor(q);
- if (p == q) {
- return (maxnumf);
- }
- nz = q - p;
- if (nz != 0.5f) {
- if (nz > 0.5f) {
- p += 1.0f;
- nz = q - p;
- }
- nz = m_pif / ::tan(m_pif * nz);
- } else {
- nz = 0.0f;
- }
- x = 1.0f - x;
- }
-
- /* use the recurrence psi(x+1) = psi(x) + 1/x. */
- s = x;
- w = 0.0f;
- while (s < 10.0f) {
- w += 1.0f / s;
- s += 1.0f;
- }
-
+ float z;
if (s < 1.0e8f) {
z = 1.0f / (s * s);
- y = z * cephes::polevl<float, 3>::run(z, A);
- } else
- y = 0.0f;
+ return z * cephes::polevl<float, 3>::run(z, A);
+ } else return 0.0f;
+ }
+};
- y = ::log(s) - (0.5f / s) - y - w;
+template <>
+struct digamma_impl_maybe_poly<double> {
+ EIGEN_DEVICE_FUNC
+ static EIGEN_STRONG_INLINE double run(const double s) {
+ const double A[] = {
+ 8.33333333333333333333E-2,
+ -2.10927960927960927961E-2,
+ 7.57575757575757575758E-3,
+ -4.16666666666666666667E-3,
+ 3.96825396825396825397E-3,
+ -8.33333333333333333333E-3,
+ 8.33333333333333333333E-2
+ };
- return (negative) ? y - nz : y;
+ double z;
+ if (s < 1.0e17) {
+ z = 1.0 / (s * s);
+ return z * cephes::polevl<double, 6>::run(z, A);
+ }
+ else return 0.0;
}
};
-template <>
-struct digamma_impl<double> {
+#endif // EIGEN_HAS_C99_MATH
+
+template <typename Scalar>
+struct digamma_retval {
+ typedef Scalar type;
+};
+
+#ifdef EIGEN_HAS_C99_MATH
+template <typename Scalar>
+struct digamma_impl {
EIGEN_DEVICE_FUNC
- static double run(double x) {
+ static Scalar run(Scalar x) {
/*
*
* Psi (digamma) function (modified for Eigen)
@@ -304,38 +254,38 @@ struct digamma_impl<double> {
*
* where the B2k are Bernoulli numbers.
*
- * ACCURACY:
+ * ACCURACY (float):
* Relative error (except absolute when |psi| < 1):
* arithmetic domain # trials peak rms
* IEEE 0,30 30000 1.3e-15 1.4e-16
* IEEE -30,0 40000 1.5e-15 2.2e-16
*
+ * ACCURACY (double):
+ * Absolute error, relative when |psi| > 1 :
+ * arithmetic domain # trials peak rms
+ * IEEE -33,0 30000 8.2e-7 1.2e-7
+ * IEEE 0,33 100000 7.3e-7 7.7e-8
+ *
* ERROR MESSAGES:
* message condition value returned
* psi singularity x integer <=0 INFINITY
*/
- double p, q, nz, s, w, y, z;
+ Scalar p, q, nz, s, w, y;
bool negative;
- const double A[] = {
- 8.33333333333333333333E-2,
- -2.10927960927960927961E-2,
- 7.57575757575757575758E-3,
- -4.16666666666666666667E-3,
- 3.96825396825396825397E-3,
- -8.33333333333333333333E-3,
- 8.33333333333333333333E-2
- };
-
- const double maxnum = std::numeric_limits<double>::infinity();
- const double m_pi = 3.14159265358979323846;
+ const Scalar maxnum = std::numeric_limits<Scalar>::infinity();
+ const Scalar m_pi = 3.14159265358979323846;
negative = 0;
nz = 0.0;
- if (x <= 0.0) {
- negative = 1;
+ const Scalar zero = 0.0;
+ const Scalar one = 1.0;
+ const Scalar half = 0.5;
+
+ if (x <= zero) {
+ negative = one;
q = x;
p = ::floor(q);
if (p == q) {
@@ -345,41 +295,36 @@ struct digamma_impl<double> {
* by subtracting the nearest integer from x
*/
nz = q - p;
- if (nz != 0.5) {
- if (nz > 0.5) {
- p += 1.0;
+ if (nz != half) {
+ if (nz > half) {
+ p += one;
nz = q - p;
}
nz = m_pi / ::tan(m_pi * nz);
}
else {
- nz = 0.0;
+ nz = zero;
}
- x = 1.0 - x;
+ x = one - x;
}
/* use the recurrence psi(x+1) = psi(x) + 1/x. */
s = x;
- w = 0.0;
- while (s < 10.0) {
- w += 1.0 / s;
- s += 1.0;
+ w = zero;
+ while (s < Scalar(10)) {
+ w += one / s;
+ s += one;
}
- if (s < 1.0e17) {
- z = 1.0 / (s * s);
- y = z * cephes::polevl<double, 6>::run(z, A);
- }
- else
- y = 0.0;
+ y = digamma_impl_maybe_poly<Scalar>::run(s);
- y = ::log(s) - (0.5 / s) - y - w;
+ y = ::log(s) - (half / s) - y - w;
return (negative) ? y - nz : y;
}
};
-#endif
+#endif // EIGEN_HAS_C99_MATH
/****************************************************************************
* Implementation of erf *