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eigen/unsupported/Eigen/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>
//
2012-07-13 14:42:47 -04:00
// 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 {
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/**
* \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
*
*/
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template <>
struct NumTraits<mpfr::mpreal> : GenericNumTraits<mpfr::mpreal> {
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enum {
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IsInteger = 0,
IsSigned = 1,
IsComplex = 0,
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RequireInitialization = 1,
ReadCost = HugeCost,
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AddCost = HugeCost,
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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); }
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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()) {
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return mpfr::const_catalan(Precision);
}
static inline Real epsilon(long Precision = mpfr::mpreal::get_default_prec()) {
return mpfr::machine_epsilon(Precision);
}
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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);
}
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static inline int digits10(const Real& x) { return std::numeric_limits<Real>::digits10(x); }
static inline int max_digits10(long Precision = mpfr::mpreal::get_default_prec()) {
return std::numeric_limits<Real>::max_digits10(Precision);
}
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static inline int digits() { return std::numeric_limits<Real>::digits(); }
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static inline int digits(const Real& x) { return std::numeric_limits<Real>::digits(x); }
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#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);
}
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};
namespace internal {
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template <>
inline mpfr::mpreal random<mpfr::mpreal>() {
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return mpfr::random();
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}
template <>
inline mpfr::mpreal random<mpfr::mpreal>(const mpfr::mpreal& a, const mpfr::mpreal& b) {
return a + (b - a) * random<mpfr::mpreal>();
}
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inline bool isMuchSmallerThan(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) {
return mpfr::abs(a) <= mpfr::abs(b) * eps;
}
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inline bool isApprox(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) {
return mpfr::isEqualFuzzy(a, b, eps);
}
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inline bool isApproxOrLessThan(const mpfr::mpreal& a, const mpfr::mpreal& b, const mpfr::mpreal& eps) {
return a <= b || mpfr::isEqualFuzzy(a, b, eps);
}
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template <>
inline long double cast<mpfr::mpreal, long double>(const mpfr::mpreal& x) {
return x.toLDouble();
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}
template <>
inline double cast<mpfr::mpreal, double>(const mpfr::mpreal& x) {
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return x.toDouble();
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}
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template <>
inline long cast<mpfr::mpreal, long>(const mpfr::mpreal& x) {
return x.toLong();
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}
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template <>
inline int cast<mpfr::mpreal, int>(const mpfr::mpreal& x) {
return int(x.toLong());
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}
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// 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> {
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public:
typedef mpfr::mpreal ResScalar;
enum {
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Vectorizable = false,
LhsPacketSize = 1,
RhsPacketSize = 1,
ResPacketSize = 1,
NumberOfRegisters = 1,
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nr = 1,
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mr = 1,
LhsProgress = 1,
RhsProgress = 1
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};
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typedef ResScalar LhsPacket;
typedef ResScalar RhsPacket;
typedef ResScalar ResPacket;
typedef LhsPacket LhsPacket4Packing;
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};
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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;
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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;
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mpreal acc1(0, mpfr_get_prec(blockA[0].mpfr_srcptr())), tmp(0, mpfr_get_prec(blockA[0].mpfr_srcptr()));
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if (strideA == -1) strideA = depth;
if (strideB == -1) strideB = depth;
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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;
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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());
}
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mpfr_mul(acc1.mpfr_ptr(), acc1.mpfr_srcptr(), alpha.mpfr_srcptr(), mpreal::get_default_rnd());
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mpfr_add(res(i, j).mpfr_ptr(), res(i, j).mpfr_srcptr(), acc1.mpfr_srcptr(), mpreal::get_default_rnd());
}
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}
}
};
} // end namespace internal
} // namespace Eigen
#endif // EIGEN_MPREALSUPPORT_MODULE_H