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authorNao Pross <np@0hm.ch>2024-02-12 14:52:43 +0100
committerNao Pross <np@0hm.ch>2024-02-12 14:52:43 +0100
commiteda5bc26f44ee9a6f83dcf8c91f17296d7fc509d (patch)
treebc2efa38ff4e350f9a111ac87065cd7ae9a911c7 /src/EigenUnsupported/MPRealSupport
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+// 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