1// This file is part of a joint effort between Eigen, a lightweight C++ template library
2// for linear algebra, and MPFR C++, a C++ interface to MPFR library (http://www.holoborodko.com/pavel/)
4// Copyright (C) 2010-2012 Pavel Holoborodko <pavel@holoborodko.com>
5// Copyright (C) 2010 Konstantin Holoborodko <konstantin@holoborodko.com>
6// Copyright (C) 2010 Gael Guennebaud <gael.guennebaud@inria.fr>
8// This Source Code Form is subject to the terms of the Mozilla
9// Public License v. 2.0. If a copy of the MPL was not distributed
10// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
12#ifndef EIGEN_MPREALSUPPORT_MODULE_H
13#define EIGEN_MPREALSUPPORT_MODULE_H
15#include "../../Eigen/Core"
21 * \defgroup MPRealSupport_Module MPFRC++ Support module
23 * #include <Eigen/MPRealSupport>
26 * This module provides support for multi precision floating point numbers
27 * via the <a href="http://www.holoborodko.com/pavel/mpfr">MPFR C++</a>
28 * library which itself is built upon <a href="http://www.mpfr.org/">MPFR</a>/<a href="http://gmplib.org/">GMP</a>.
30 * \warning MPFR C++ is licensed under the GPL.
32 * You can find a copy of MPFR C++ that is known to be compatible in the unsupported/test/mpreal folder.
38#include <Eigen/MPRealSupport>
44 // set precision to 256 bits (double has only 53 bits)
45 mpreal::set_default_prec(256);
46 // Declare matrix and vector types with multi-precision scalar type
47 typedef Matrix<mpreal,Dynamic,Dynamic> MatrixXmp;
48 typedef Matrix<mpreal,Dynamic,1> VectorXmp;
50 MatrixXmp A = MatrixXmp::Random(100,100);
51 VectorXmp b = VectorXmp::Random(100);
53 // Solve Ax=b using LU
54 VectorXmp x = A.lu().solve(b);
55 std::cout << "relative error: " << (A*x - b).norm() / b.norm() << std::endl;
63struct NumTraits<mpfr::mpreal> : GenericNumTraits<mpfr::mpreal> {
68 RequireInitialization = 1,
74 typedef mpfr::mpreal Real;
75 typedef mpfr::mpreal NonInteger;
77 static inline Real highest(long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::maxval(Precision); }
78 static inline Real lowest(long Precision = mpfr::mpreal::get_default_prec()) { return -mpfr::maxval(Precision); }
81 static inline Real Pi(long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::const_pi(Precision); }
82 static inline Real Euler(long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::const_euler(Precision); }
83 static inline Real Log2(long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::const_log2(Precision); }
84 static inline Real Catalan(long Precision = mpfr::mpreal::get_default_prec()) {
85 return mpfr::const_catalan(Precision);
88 static inline Real epsilon(long Precision = mpfr::mpreal::get_default_prec()) {
89 return mpfr::machine_epsilon(Precision);
91 static inline Real epsilon(const Real& x) { return mpfr::machine_epsilon(x); }
93#ifdef MPREAL_HAVE_DYNAMIC_STD_NUMERIC_LIMITS
94 static inline int digits10(long Precision = mpfr::mpreal::get_default_prec()) {
95 return std::numeric_limits<Real>::digits10(Precision);
97 static inline int digits10(const Real& x) { return std::numeric_limits<Real>::digits10(x); }
99 static inline int max_digits10(long Precision = mpfr::mpreal::get_default_prec()) {
100 return std::numeric_limits<Real>::max_digits10(Precision);
103 static inline int digits() { return std::numeric_limits<Real>::digits(); }
104 static inline int digits(const Real& x) { return std::numeric_limits<Real>::digits(x); }
107 static inline Real dummy_precision() {
108 mpfr_prec_t weak_prec = ((mpfr::mpreal::get_default_prec() - 1) * 90) / 100;
109 return mpfr::machine_epsilon(weak_prec);
116inline mpfr::mpreal random<mpfr::mpreal>() {
117 return mpfr::random();
121inline mpfr::mpreal random<mpfr::mpreal>(const mpfr::mpreal& a, const mpfr::mpreal& b) {
122 return a + (b - a) * random<mpfr::mpreal>();
125inline bool isMuchSmallerThan(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) {
126 return mpfr::abs(a) <= mpfr::abs(b) * eps;
129inline bool isApprox(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) {
130 return mpfr::isEqualFuzzy(a, b, eps);
133inline bool isApproxOrLessThan(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) {
134 return a <= b || mpfr::isEqualFuzzy(a, b, eps);
138inline long double cast<mpfr::mpreal, long double>(const mpfr::mpreal& x) {
139 return x.toLDouble();
143inline double cast<mpfr::mpreal, double>(const mpfr::mpreal& x) {
148inline long cast<mpfr::mpreal, long>(const mpfr::mpreal& x) {
153inline int cast<mpfr::mpreal, int>(const mpfr::mpreal& x) {
154 return int(x.toLong());
157// Specialize GEBP kernel and traits for mpreal (no need for peeling, nor complicated stuff)
158// This also permits to directly call mpfr's routines and avoid many temporaries produced by mpreal
160class gebp_traits<mpfr::mpreal, mpfr::mpreal, false, false> {
162 typedef mpfr::mpreal ResScalar;
164 Vectorizable = false,
168 NumberOfRegisters = 1,
174 typedef ResScalar LhsPacket;
175 typedef ResScalar RhsPacket;
176 typedef ResScalar ResPacket;
177 typedef LhsPacket LhsPacket4Packing;
180template <typename Index, typename DataMapper, bool ConjugateLhs, bool ConjugateRhs>
181struct gebp_kernel<mpfr::mpreal, mpfr::mpreal, Index, DataMapper, 1, 1, ConjugateLhs, ConjugateRhs> {
182 typedef mpfr::mpreal mpreal;
184 EIGEN_DONT_INLINE void operator()(const DataMapper& res, const mpreal* blockA, const mpreal* blockB, Index rows,
185 Index depth, Index cols, const mpreal& alpha, Index strideA = -1,
186 Index strideB = -1, Index offsetA = 0, Index offsetB = 0) {
187 if (rows == 0 || cols == 0 || depth == 0) return;
189 mpreal acc1(0, mpfr_get_prec(blockA[0].mpfr_srcptr())), tmp(0, mpfr_get_prec(blockA[0].mpfr_srcptr()));
191 if (strideA == -1) strideA = depth;
192 if (strideB == -1) strideB = depth;
194 for (Index i = 0; i < rows; ++i) {
195 for (Index j = 0; j < cols; ++j) {
196 const mpreal* A = blockA + i * strideA + offsetA;
197 const mpreal* B = blockB + j * strideB + offsetB;
200 for (Index k = 0; k < depth; k++) {
201 mpfr_mul(tmp.mpfr_ptr(), A[k].mpfr_srcptr(), B[k].mpfr_srcptr(), mpreal::get_default_rnd());
202 mpfr_add(acc1.mpfr_ptr(), acc1.mpfr_ptr(), tmp.mpfr_ptr(), mpreal::get_default_rnd());
205 mpfr_mul(acc1.mpfr_ptr(), acc1.mpfr_srcptr(), alpha.mpfr_srcptr(), mpreal::get_default_rnd());
206 mpfr_add(res(i, j).mpfr_ptr(), res(i, j).mpfr_srcptr(), acc1.mpfr_srcptr(), mpreal::get_default_rnd());
211} // end namespace internal
214#endif // EIGEN_MPREALSUPPORT_MODULE_H