| 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 |  |