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Diffstat (limited to 'src/EigenUnsupported/MPRealSupport')
-rw-r--r-- | src/EigenUnsupported/MPRealSupport | 213 |
1 files changed, 213 insertions, 0 deletions
diff --git a/src/EigenUnsupported/MPRealSupport b/src/EigenUnsupported/MPRealSupport new file mode 100644 index 0000000..c4ea4ec --- /dev/null +++ b/src/EigenUnsupported/MPRealSupport @@ -0,0 +1,213 @@ +// This file is part of a joint effort between Eigen, a lightweight C++ template library +// for linear algebra, and MPFR C++, a C++ interface to MPFR library (http://www.holoborodko.com/pavel/) +// +// Copyright (C) 2010-2012 Pavel Holoborodko <pavel@holoborodko.com> +// Copyright (C) 2010 Konstantin Holoborodko <konstantin@holoborodko.com> +// Copyright (C) 2010 Gael Guennebaud <gael.guennebaud@inria.fr> +// +// This Source Code Form is subject to the terms of the Mozilla +// Public License v. 2.0. If a copy of the MPL was not distributed +// with this file, You can obtain one at http://mozilla.org/MPL/2.0/. + +#ifndef EIGEN_MPREALSUPPORT_MODULE_H +#define EIGEN_MPREALSUPPORT_MODULE_H + +#include "../../Eigen/Core" +#include <mpreal.h> + +namespace Eigen { + +/** + * \defgroup MPRealSupport_Module MPFRC++ Support module + * \code + * #include <Eigen/MPRealSupport> + * \endcode + * + * This module provides support for multi precision floating point numbers + * via the <a href="http://www.holoborodko.com/pavel/mpfr">MPFR C++</a> + * library which itself is built upon <a href="http://www.mpfr.org/">MPFR</a>/<a href="http://gmplib.org/">GMP</a>. + * + * \warning MPFR C++ is licensed under the GPL. + * + * You can find a copy of MPFR C++ that is known to be compatible in the unsupported/test/mpreal folder. + * + * Here is an example: + * +\code +#include <iostream> +#include <Eigen/MPRealSupport> +#include <Eigen/LU> +using namespace mpfr; +using namespace Eigen; +int main() +{ + // set precision to 256 bits (double has only 53 bits) + mpreal::set_default_prec(256); + // Declare matrix and vector types with multi-precision scalar type + typedef Matrix<mpreal,Dynamic,Dynamic> MatrixXmp; + typedef Matrix<mpreal,Dynamic,1> VectorXmp; + + MatrixXmp A = MatrixXmp::Random(100,100); + VectorXmp b = VectorXmp::Random(100); + + // Solve Ax=b using LU + VectorXmp x = A.lu().solve(b); + std::cout << "relative error: " << (A*x - b).norm() / b.norm() << std::endl; + return 0; +} +\endcode + * + */ + + template<> struct NumTraits<mpfr::mpreal> + : GenericNumTraits<mpfr::mpreal> + { + enum { + IsInteger = 0, + IsSigned = 1, + IsComplex = 0, + RequireInitialization = 1, + ReadCost = HugeCost, + AddCost = HugeCost, + MulCost = HugeCost + }; + + typedef mpfr::mpreal Real; + typedef mpfr::mpreal NonInteger; + + static inline Real highest (long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::maxval(Precision); } + static inline Real lowest (long Precision = mpfr::mpreal::get_default_prec()) { return -mpfr::maxval(Precision); } + + // Constants + static inline Real Pi (long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::const_pi(Precision); } + static inline Real Euler (long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::const_euler(Precision); } + static inline Real Log2 (long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::const_log2(Precision); } + static inline Real Catalan (long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::const_catalan(Precision); } + + static inline Real epsilon (long Precision = mpfr::mpreal::get_default_prec()) { return mpfr::machine_epsilon(Precision); } + static inline Real epsilon (const Real& x) { return mpfr::machine_epsilon(x); } + +#ifdef MPREAL_HAVE_DYNAMIC_STD_NUMERIC_LIMITS + static inline int digits10 (long Precision = mpfr::mpreal::get_default_prec()) { return std::numeric_limits<Real>::digits10(Precision); } + static inline int digits10 (const Real& x) { return std::numeric_limits<Real>::digits10(x); } + + static inline int digits () { return std::numeric_limits<Real>::digits(); } + static inline int digits (const Real& x) { return std::numeric_limits<Real>::digits(x); } +#endif + + static inline Real dummy_precision() + { + mpfr_prec_t weak_prec = ((mpfr::mpreal::get_default_prec()-1) * 90) / 100; + return mpfr::machine_epsilon(weak_prec); + } + }; + + namespace internal { + + template<> inline mpfr::mpreal random<mpfr::mpreal>() + { + return mpfr::random(); + } + + template<> inline mpfr::mpreal random<mpfr::mpreal>(const mpfr::mpreal& a, const mpfr::mpreal& b) + { + return a + (b-a) * random<mpfr::mpreal>(); + } + + inline bool isMuchSmallerThan(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) + { + return mpfr::abs(a) <= mpfr::abs(b) * eps; + } + + inline bool isApprox(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) + { + return mpfr::isEqualFuzzy(a,b,eps); + } + + inline bool isApproxOrLessThan(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) + { + return a <= b || mpfr::isEqualFuzzy(a,b,eps); + } + + template<> inline long double cast<mpfr::mpreal,long double>(const mpfr::mpreal& x) + { return x.toLDouble(); } + + template<> inline double cast<mpfr::mpreal,double>(const mpfr::mpreal& x) + { return x.toDouble(); } + + template<> inline long cast<mpfr::mpreal,long>(const mpfr::mpreal& x) + { return x.toLong(); } + + template<> inline int cast<mpfr::mpreal,int>(const mpfr::mpreal& x) + { return int(x.toLong()); } + + // Specialize GEBP kernel and traits for mpreal (no need for peeling, nor complicated stuff) + // This also permits to directly call mpfr's routines and avoid many temporaries produced by mpreal + template<> + class gebp_traits<mpfr::mpreal, mpfr::mpreal, false, false> + { + public: + typedef mpfr::mpreal ResScalar; + enum { + Vectorizable = false, + LhsPacketSize = 1, + RhsPacketSize = 1, + ResPacketSize = 1, + NumberOfRegisters = 1, + nr = 1, + mr = 1, + LhsProgress = 1, + RhsProgress = 1 + }; + typedef ResScalar LhsPacket; + typedef ResScalar RhsPacket; + typedef ResScalar ResPacket; + typedef LhsPacket LhsPacket4Packing; + + }; + + + + template<typename Index, typename DataMapper, bool ConjugateLhs, bool ConjugateRhs> + struct gebp_kernel<mpfr::mpreal,mpfr::mpreal,Index,DataMapper,1,1,ConjugateLhs,ConjugateRhs> + { + typedef mpfr::mpreal mpreal; + + EIGEN_DONT_INLINE + void operator()(const DataMapper& res, const mpreal* blockA, const mpreal* blockB, + Index rows, Index depth, Index cols, const mpreal& alpha, + Index strideA=-1, Index strideB=-1, Index offsetA=0, Index offsetB=0) + { + if(rows==0 || cols==0 || depth==0) + return; + + mpreal acc1(0,mpfr_get_prec(blockA[0].mpfr_srcptr())), + tmp (0,mpfr_get_prec(blockA[0].mpfr_srcptr())); + + if(strideA==-1) strideA = depth; + if(strideB==-1) strideB = depth; + + for(Index i=0; i<rows; ++i) + { + for(Index j=0; j<cols; ++j) + { + const mpreal *A = blockA + i*strideA + offsetA; + const mpreal *B = blockB + j*strideB + offsetB; + + acc1 = 0; + for(Index k=0; k<depth; k++) + { + mpfr_mul(tmp.mpfr_ptr(), A[k].mpfr_srcptr(), B[k].mpfr_srcptr(), mpreal::get_default_rnd()); + mpfr_add(acc1.mpfr_ptr(), acc1.mpfr_ptr(), tmp.mpfr_ptr(), mpreal::get_default_rnd()); + } + + mpfr_mul(acc1.mpfr_ptr(), acc1.mpfr_srcptr(), alpha.mpfr_srcptr(), mpreal::get_default_rnd()); + mpfr_add(res(i,j).mpfr_ptr(), res(i,j).mpfr_srcptr(), acc1.mpfr_srcptr(), mpreal::get_default_rnd()); + } + } + } + }; + } // end namespace internal +} + +#endif // EIGEN_MPREALSUPPORT_MODULE_H |