| 1 | // This file is part of Eigen, a lightweight C++ template library |
| 2 | // for linear algebra. |
| 3 | // |
| 4 | // Copyright (C) 2006-2010 Benoit Jacob <jacob.benoit.1@gmail.com> |
| 5 | // |
| 6 | // This Source Code Form is subject to the terms of the Mozilla |
| 7 | // Public License v. 2.0. If a copy of the MPL was not distributed |
| 8 | // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. |
| 9 | |
| 10 | #ifndef EIGEN_NUMTRAITS_H |
| 11 | #define EIGEN_NUMTRAITS_H |
| 12 | |
| 13 | namespace Eigen { |
| 14 | |
| 15 | namespace internal { |
| 16 | |
| 17 | // default implementation of digits10(), based on numeric_limits if specialized, |
| 18 | // 0 for integer types, and log10(epsilon()) otherwise. |
| 19 | template< typename T, |
| 20 | bool use_numeric_limits = std::numeric_limits<T>::is_specialized, |
| 21 | bool is_integer = NumTraits<T>::IsInteger> |
| 22 | struct default_digits10_impl |
| 23 | { |
| 24 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 25 | static int run() { return std::numeric_limits<T>::digits10; } |
| 26 | }; |
| 27 | |
| 28 | template<typename T> |
| 29 | struct default_digits10_impl<T,false,false> // Floating point |
| 30 | { |
| 31 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 32 | static int run() { |
| 33 | using std::log10; |
| 34 | using std::ceil; |
| 35 | typedef typename NumTraits<T>::Real Real; |
| 36 | return int(ceil(-log10(NumTraits<Real>::epsilon()))); |
| 37 | } |
| 38 | }; |
| 39 | |
| 40 | template<typename T> |
| 41 | struct default_digits10_impl<T,false,true> // Integer |
| 42 | { |
| 43 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 44 | static int run() { return 0; } |
| 45 | }; |
| 46 | |
| 47 | |
| 48 | // default implementation of digits(), based on numeric_limits if specialized, |
| 49 | // 0 for integer types, and log2(epsilon()) otherwise. |
| 50 | template< typename T, |
| 51 | bool use_numeric_limits = std::numeric_limits<T>::is_specialized, |
| 52 | bool is_integer = NumTraits<T>::IsInteger> |
| 53 | struct default_digits_impl |
| 54 | { |
| 55 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 56 | static int run() { return std::numeric_limits<T>::digits; } |
| 57 | }; |
| 58 | |
| 59 | template<typename T> |
| 60 | struct default_digits_impl<T,false,false> // Floating point |
| 61 | { |
| 62 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 63 | static int run() { |
| 64 | using std::log; |
| 65 | using std::ceil; |
| 66 | typedef typename NumTraits<T>::Real Real; |
| 67 | return int(ceil(-log(NumTraits<Real>::epsilon())/log(static_cast<Real>(2)))); |
| 68 | } |
| 69 | }; |
| 70 | |
| 71 | template<typename T> |
| 72 | struct default_digits_impl<T,false,true> // Integer |
| 73 | { |
| 74 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 75 | static int run() { return 0; } |
| 76 | }; |
| 77 | |
| 78 | } // end namespace internal |
| 79 | |
| 80 | namespace numext { |
| 81 | /** \internal bit-wise cast without changing the underlying bit representation. */ |
| 82 | |
| 83 | // TODO: Replace by std::bit_cast (available in C++20) |
| 84 | template <typename Tgt, typename Src> |
| 85 | EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Tgt bit_cast(const Src& src) { |
| 86 | #if EIGEN_HAS_TYPE_TRAITS |
| 87 | // The behaviour of memcpy is not specified for non-trivially copyable types |
| 88 | EIGEN_STATIC_ASSERT(std::is_trivially_copyable<Src>::value, THIS_TYPE_IS_NOT_SUPPORTED); |
| 89 | EIGEN_STATIC_ASSERT(std::is_trivially_copyable<Tgt>::value && std::is_default_constructible<Tgt>::value, |
| 90 | THIS_TYPE_IS_NOT_SUPPORTED); |
| 91 | #endif |
| 92 | |
| 93 | EIGEN_STATIC_ASSERT(sizeof(Src) == sizeof(Tgt), THIS_TYPE_IS_NOT_SUPPORTED); |
| 94 | Tgt tgt; |
| 95 | EIGEN_USING_STD(memcpy) |
| 96 | memcpy(&tgt, &src, sizeof(Tgt)); |
| 97 | return tgt; |
| 98 | } |
| 99 | } // namespace numext |
| 100 | |
| 101 | /** \class NumTraits |
| 102 | * \ingroup Core_Module |
| 103 | * |
| 104 | * \brief Holds information about the various numeric (i.e. scalar) types allowed by Eigen. |
| 105 | * |
| 106 | * \tparam T the numeric type at hand |
| 107 | * |
| 108 | * This class stores enums, typedefs and static methods giving information about a numeric type. |
| 109 | * |
| 110 | * The provided data consists of: |
| 111 | * \li A typedef \c Real, giving the "real part" type of \a T. If \a T is already real, |
| 112 | * then \c Real is just a typedef to \a T. If \a T is \c std::complex<U> then \c Real |
| 113 | * is a typedef to \a U. |
| 114 | * \li A typedef \c NonInteger, giving the type that should be used for operations producing non-integral values, |
| 115 | * such as quotients, square roots, etc. If \a T is a floating-point type, then this typedef just gives |
| 116 | * \a T again. Note however that many Eigen functions such as internal::sqrt simply refuse to |
| 117 | * take integers. Outside of a few cases, Eigen doesn't do automatic type promotion. Thus, this typedef is |
| 118 | * only intended as a helper for code that needs to explicitly promote types. |
| 119 | * \li A typedef \c Literal giving the type to use for numeric literals such as "2" or "0.5". For instance, for \c std::complex<U>, Literal is defined as \c U. |
| 120 | * Of course, this type must be fully compatible with \a T. In doubt, just use \a T here. |
| 121 | * \li A typedef \a Nested giving the type to use to nest a value inside of the expression tree. If you don't know what |
| 122 | * this means, just use \a T here. |
| 123 | * \li An enum value \a IsComplex. It is equal to 1 if \a T is a \c std::complex |
| 124 | * type, and to 0 otherwise. |
| 125 | * \li An enum value \a IsInteger. It is equal to \c 1 if \a T is an integer type such as \c int, |
| 126 | * and to \c 0 otherwise. |
| 127 | * \li Enum values ReadCost, AddCost and MulCost representing a rough estimate of the number of CPU cycles needed |
| 128 | * to by move / add / mul instructions respectively, assuming the data is already stored in CPU registers. |
| 129 | * Stay vague here. No need to do architecture-specific stuff. If you don't know what this means, just use \c Eigen::HugeCost. |
| 130 | * \li An enum value \a IsSigned. It is equal to \c 1 if \a T is a signed type and to 0 if \a T is unsigned. |
| 131 | * \li An enum value \a RequireInitialization. It is equal to \c 1 if the constructor of the numeric type \a T must |
| 132 | * be called, and to 0 if it is safe not to call it. Default is 0 if \a T is an arithmetic type, and 1 otherwise. |
| 133 | * \li An epsilon() function which, unlike <a href="http://en.cppreference.com/w/cpp/types/numeric_limits/epsilon">std::numeric_limits::epsilon()</a>, |
| 134 | * it returns a \a Real instead of a \a T. |
| 135 | * \li A dummy_precision() function returning a weak epsilon value. It is mainly used as a default |
| 136 | * value by the fuzzy comparison operators. |
| 137 | * \li highest() and lowest() functions returning the highest and lowest possible values respectively. |
| 138 | * \li digits() function returning the number of radix digits (non-sign digits for integers, mantissa for floating-point). This is |
| 139 | * the analogue of <a href="http://en.cppreference.com/w/cpp/types/numeric_limits/digits">std::numeric_limits<T>::digits</a> |
| 140 | * which is used as the default implementation if specialized. |
| 141 | * \li digits10() function returning the number of decimal digits that can be represented without change. This is |
| 142 | * the analogue of <a href="http://en.cppreference.com/w/cpp/types/numeric_limits/digits10">std::numeric_limits<T>::digits10</a> |
| 143 | * which is used as the default implementation if specialized. |
| 144 | * \li min_exponent() and max_exponent() functions returning the highest and lowest possible values, respectively, |
| 145 | * such that the radix raised to the power exponent-1 is a normalized floating-point number. These are equivalent to |
| 146 | * <a href="http://en.cppreference.com/w/cpp/types/numeric_limits/min_exponent">std::numeric_limits<T>::min_exponent</a>/ |
| 147 | * <a href="http://en.cppreference.com/w/cpp/types/numeric_limits/max_exponent">std::numeric_limits<T>::max_exponent</a>. |
| 148 | * \li infinity() function returning a representation of positive infinity, if available. |
| 149 | * \li quiet_NaN function returning a non-signaling "not-a-number", if available. |
| 150 | */ |
| 151 | |
| 152 | template<typename T> struct GenericNumTraits |
| 153 | { |
| 154 | enum { |
| 155 | IsInteger = std::numeric_limits<T>::is_integer, |
| 156 | IsSigned = std::numeric_limits<T>::is_signed, |
| 157 | IsComplex = 0, |
| 158 | RequireInitialization = internal::is_arithmetic<T>::value ? 0 : 1, |
| 159 | ReadCost = 1, |
| 160 | AddCost = 1, |
| 161 | MulCost = 1 |
| 162 | }; |
| 163 | |
| 164 | typedef T Real; |
| 165 | typedef typename internal::conditional< |
| 166 | IsInteger, |
| 167 | typename internal::conditional<sizeof(T)<=2, float, double>::type, |
| 168 | T |
| 169 | >::type NonInteger; |
| 170 | typedef T Nested; |
| 171 | typedef T Literal; |
| 172 | |
| 173 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 174 | static inline Real epsilon() |
| 175 | { |
| 176 | return numext::numeric_limits<T>::epsilon(); |
| 177 | } |
| 178 | |
| 179 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 180 | static inline int digits10() |
| 181 | { |
| 182 | return internal::default_digits10_impl<T>::run(); |
| 183 | } |
| 184 | |
| 185 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 186 | static inline int digits() |
| 187 | { |
| 188 | return internal::default_digits_impl<T>::run(); |
| 189 | } |
| 190 | |
| 191 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 192 | static inline int min_exponent() |
| 193 | { |
| 194 | return numext::numeric_limits<T>::min_exponent; |
| 195 | } |
| 196 | |
| 197 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 198 | static inline int max_exponent() |
| 199 | { |
| 200 | return numext::numeric_limits<T>::max_exponent; |
| 201 | } |
| 202 | |
| 203 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 204 | static inline Real dummy_precision() |
| 205 | { |
| 206 | // make sure to override this for floating-point types |
| 207 | return Real(0); |
| 208 | } |
| 209 | |
| 210 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 211 | static inline T highest() { |
| 212 | return (numext::numeric_limits<T>::max)(); |
| 213 | } |
| 214 | |
| 215 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 216 | static inline T lowest() { |
| 217 | return IsInteger ? (numext::numeric_limits<T>::min)() |
| 218 | : static_cast<T>(-(numext::numeric_limits<T>::max)()); |
| 219 | } |
| 220 | |
| 221 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 222 | static inline T infinity() { |
| 223 | return numext::numeric_limits<T>::infinity(); |
| 224 | } |
| 225 | |
| 226 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 227 | static inline T quiet_NaN() { |
| 228 | return numext::numeric_limits<T>::quiet_NaN(); |
| 229 | } |
| 230 | }; |
| 231 | |
| 232 | template<typename T> struct NumTraits : GenericNumTraits<T> |
| 233 | {}; |
| 234 | |
| 235 | template<> struct NumTraits<float> |
| 236 | : GenericNumTraits<float> |
| 237 | { |
| 238 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 239 | static inline float dummy_precision() { return 1e-5f; } |
| 240 | }; |
| 241 | |
| 242 | template<> struct NumTraits<double> : GenericNumTraits<double> |
| 243 | { |
| 244 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 245 | static inline double dummy_precision() { return 1e-12; } |
| 246 | }; |
| 247 | |
| 248 | template<> struct NumTraits<long double> |
| 249 | : GenericNumTraits<long double> |
| 250 | { |
| 251 | EIGEN_CONSTEXPR |
| 252 | static inline long double dummy_precision() { return 1e-15l; } |
| 253 | }; |
| 254 | |
| 255 | template<typename _Real> struct NumTraits<std::complex<_Real> > |
| 256 | : GenericNumTraits<std::complex<_Real> > |
| 257 | { |
| 258 | typedef _Real Real; |
| 259 | typedef typename NumTraits<_Real>::Literal Literal; |
| 260 | enum { |
| 261 | IsComplex = 1, |
| 262 | RequireInitialization = NumTraits<_Real>::RequireInitialization, |
| 263 | ReadCost = 2 * NumTraits<_Real>::ReadCost, |
| 264 | AddCost = 2 * NumTraits<Real>::AddCost, |
| 265 | MulCost = 4 * NumTraits<Real>::MulCost + 2 * NumTraits<Real>::AddCost |
| 266 | }; |
| 267 | |
| 268 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 269 | static inline Real epsilon() { return NumTraits<Real>::epsilon(); } |
| 270 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 271 | static inline Real dummy_precision() { return NumTraits<Real>::dummy_precision(); } |
| 272 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 273 | static inline int digits10() { return NumTraits<Real>::digits10(); } |
| 274 | }; |
| 275 | |
| 276 | template<typename Scalar, int Rows, int Cols, int Options, int MaxRows, int MaxCols> |
| 277 | struct NumTraits<Array<Scalar, Rows, Cols, Options, MaxRows, MaxCols> > |
| 278 | { |
| 279 | typedef Array<Scalar, Rows, Cols, Options, MaxRows, MaxCols> ArrayType; |
| 280 | typedef typename NumTraits<Scalar>::Real RealScalar; |
| 281 | typedef Array<RealScalar, Rows, Cols, Options, MaxRows, MaxCols> Real; |
| 282 | typedef typename NumTraits<Scalar>::NonInteger NonIntegerScalar; |
| 283 | typedef Array<NonIntegerScalar, Rows, Cols, Options, MaxRows, MaxCols> NonInteger; |
| 284 | typedef ArrayType & Nested; |
| 285 | typedef typename NumTraits<Scalar>::Literal Literal; |
| 286 | |
| 287 | enum { |
| 288 | IsComplex = NumTraits<Scalar>::IsComplex, |
| 289 | IsInteger = NumTraits<Scalar>::IsInteger, |
| 290 | IsSigned = NumTraits<Scalar>::IsSigned, |
| 291 | RequireInitialization = 1, |
| 292 | ReadCost = ArrayType::SizeAtCompileTime==Dynamic ? HugeCost : ArrayType::SizeAtCompileTime * int(NumTraits<Scalar>::ReadCost), |
| 293 | AddCost = ArrayType::SizeAtCompileTime==Dynamic ? HugeCost : ArrayType::SizeAtCompileTime * int(NumTraits<Scalar>::AddCost), |
| 294 | MulCost = ArrayType::SizeAtCompileTime==Dynamic ? HugeCost : ArrayType::SizeAtCompileTime * int(NumTraits<Scalar>::MulCost) |
| 295 | }; |
| 296 | |
| 297 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 298 | static inline RealScalar epsilon() { return NumTraits<RealScalar>::epsilon(); } |
| 299 | EIGEN_DEVICE_FUNC EIGEN_CONSTEXPR |
| 300 | static inline RealScalar dummy_precision() { return NumTraits<RealScalar>::dummy_precision(); } |
| 301 | |
| 302 | EIGEN_CONSTEXPR |
| 303 | static inline int digits10() { return NumTraits<Scalar>::digits10(); } |
| 304 | }; |
| 305 | |
| 306 | template<> struct NumTraits<std::string> |
| 307 | : GenericNumTraits<std::string> |
| 308 | { |
| 309 | enum { |
| 310 | RequireInitialization = 1, |
| 311 | ReadCost = HugeCost, |
| 312 | AddCost = HugeCost, |
| 313 | MulCost = HugeCost |
| 314 | }; |
| 315 | |
| 316 | EIGEN_CONSTEXPR |
| 317 | static inline int digits10() { return 0; } |
| 318 | |
| 319 | private: |
| 320 | static inline std::string epsilon(); |
| 321 | static inline std::string dummy_precision(); |
| 322 | static inline std::string lowest(); |
| 323 | static inline std::string highest(); |
| 324 | static inline std::string infinity(); |
| 325 | static inline std::string quiet_NaN(); |
| 326 | }; |
| 327 | |
| 328 | // Empty specialization for void to allow template specialization based on NumTraits<T>::Real with T==void and SFINAE. |
| 329 | template<> struct NumTraits<void> {}; |
| 330 | |
| 331 | template<> struct NumTraits<bool> : GenericNumTraits<bool> {}; |
| 332 | |
| 333 | } // end namespace Eigen |
| 334 | |
| 335 | #endif // EIGEN_NUMTRAITS_H |
| 336 | |