ITK  6.0.0
Insight Toolkit
itkMath.h
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1 /*=========================================================================
2  *
3  * Copyright NumFOCUS
4  *
5  * Licensed under the Apache License, Version 2.0 (the "License");
6  * you may not use this file except in compliance with the License.
7  * You may obtain a copy of the License at
8  *
9  * https://www.apache.org/licenses/LICENSE-2.0.txt
10  *
11  * Unless required by applicable law or agreed to in writing, software
12  * distributed under the License is distributed on an "AS IS" BASIS,
13  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14  * See the License for the specific language governing permissions and
15  * limitations under the License.
16  *
17  *=========================================================================*/
18 /*=========================================================================
19  *
20  * Portions of this file are subject to the VTK Toolkit Version 3 copyright.
21  *
22  * Copyright (c) Ken Martin, Will Schroeder, Bill Lorensen
23  *
24  * For complete copyright, license and disclaimer of warranty information
25  * please refer to the NOTICE file at the top of the ITK source tree.
26  *
27  *=========================================================================*/
28 #ifndef itkMath_h
29 #define itkMath_h
30 
31 #include <cassert>
32 #include <cmath>
33 #include "itkMathDetail.h"
34 #include "itkConceptChecking.h"
35 #include <vnl/vnl_math.h>
36 
37 /* Only maintain backwards compatibility with old versions
38  * of VXL back to the point where vnl_math:: was introduced
39  * versions of VXL where only vnl_math_ was available are not
40  * supported.
41  */
42 #include <vxl_version.h>
43 
44 
45 namespace itk
46 {
47 namespace Math
48 {
49 // These constants originate from VXL's vnl_math.h. They have been
50 // moved here to improve visibility, and to ensure that the constants
51 // are available during compile time ( as opposed to static ITK_CONSTEXPR
52 // member variables ).
53 
54 
56 static constexpr double e = vnl_math::e;
58 static constexpr double log2e = vnl_math::log2e;
60 static constexpr double log10e = vnl_math::log10e;
62 static constexpr double ln2 = vnl_math::ln2;
64 static constexpr double ln10 = vnl_math::ln10;
66 static constexpr double pi = vnl_math::pi;
68 static constexpr double twopi = vnl_math::twopi;
70 static constexpr double pi_over_2 = vnl_math::pi_over_2;
72 static constexpr double pi_over_4 = vnl_math::pi_over_4;
74 static constexpr double pi_over_180 = vnl_math::pi_over_180;
76 static constexpr double one_over_pi = vnl_math::one_over_pi;
78 static constexpr double two_over_pi = vnl_math::two_over_pi;
80 static constexpr double deg_per_rad = vnl_math::deg_per_rad;
82 static constexpr double sqrt2pi = vnl_math::sqrt2pi;
84 static constexpr double two_over_sqrtpi = vnl_math::two_over_sqrtpi;
86 static constexpr double one_over_sqrt2pi = vnl_math::one_over_sqrt2pi;
88 static constexpr double sqrt2 = vnl_math::sqrt2;
90 static constexpr double sqrt1_2 = vnl_math::sqrt1_2;
92 static constexpr double sqrt1_3 = vnl_math::sqrt1_3;
94 static constexpr double euler = vnl_math::euler;
95 
96 //: IEEE double machine precision
97 static constexpr double eps = vnl_math::eps;
98 static constexpr double sqrteps = vnl_math::sqrteps;
99 //: IEEE single machine precision
100 static constexpr float float_eps = vnl_math::float_eps;
101 static constexpr float float_sqrteps = vnl_math::float_sqrteps;
102 
106 #define itkTemplateFloatingToIntegerMacro(name) \
107  template <typename TReturn, typename TInput> \
108  inline TReturn name(TInput x) \
109  { \
110  if constexpr (sizeof(TReturn) <= 4) \
111  { \
112  return static_cast<TReturn>(Detail::name##_32(x)); \
113  } \
114  else if constexpr (sizeof(TReturn) <= 8) \
115  { \
116  return static_cast<TReturn>(Detail::name##_64(x)); \
117  } \
118  else \
119  { \
120  return static_cast<TReturn>(Detail::name##_base<TReturn, TInput>(x)); \
121  } \
122  }
123 
145 
146 
169 
170 
177 template <typename TReturn, typename TInput>
178 inline TReturn
179 Round(TInput x)
180 {
181  return RoundHalfIntegerUp<TReturn, TInput>(x);
182 }
183 
197 
198 
209 
210 #undef itkTemplateFloatingToIntegerMacro
211 
212 template <typename TReturn, typename TInput>
213 inline TReturn
215 {
216 #ifdef ITK_USE_CONCEPT_CHECKING
217  itkConceptMacro(OnlyDefinedForIntegerTypes1, (itk::Concept::IsInteger<TReturn>));
218  itkConceptMacro(OnlyDefinedForIntegerTypes2, (itk::Concept::IsInteger<TInput>));
219 #endif // ITK_USE_CONCEPT_CHECKING
220 
221  auto ret = static_cast<TReturn>(x);
222  if constexpr (sizeof(TReturn) > sizeof(TInput) &&
224  {
225  // if the output type is bigger and we are not converting a signed
226  // integer to an unsigned integer then we have no problems
227  return ret;
228  }
229  else if constexpr (sizeof(TReturn) >= sizeof(TInput))
230  {
232  {
233  itk::RangeError _e(__FILE__, __LINE__);
234  throw _e;
235  }
236  }
237  else if (static_cast<TInput>(ret) != x ||
239  {
240  itk::RangeError _e(__FILE__, __LINE__);
241  throw _e;
242  }
243  return ret;
244 }
245 
253 template <typename T>
254 inline typename Detail::FloatIEEE<T>::IntType
256 {
257  const Detail::FloatIEEE<T> x1f(x1);
258  const Detail::FloatIEEE<T> x2f(x2);
259  return x1f.AsULP() - x2f.AsULP();
260 }
261 
269 template <typename T>
270 inline T
272 {
273  const Detail::FloatIEEE<T> representInput(x);
274  const Detail::FloatIEEE<T> representOutput(representInput.asInt + ulps);
275  return representOutput.asFloat;
276 }
277 
308 template <typename T>
309 inline bool
311  T x2,
312  typename Detail::FloatIEEE<T>::IntType maxUlps = 4,
313  typename Detail::FloatIEEE<T>::FloatType maxAbsoluteDifference = 0.1 *
315 {
316  // Check if the numbers are really close -- needed
317  // when comparing numbers near zero.
318  const T absDifference = std::abs(x1 - x2);
319  if (absDifference <= maxAbsoluteDifference)
320  {
321  return true;
322  }
323 
324  // This check for different signs is necessary for several reasons, see the blog link above.
325  // Subtracting the signed-magnitude representation of floats using twos-complement
326  // math isn't particularly meaningful, and the subtraction would produce a 33-bit
327  // result and overflow an int.
328  if (std::signbit(x1) != std::signbit(x2))
329  {
330  return false;
331  }
332 
333  const typename Detail::FloatIEEE<T>::IntType ulps = std::abs(FloatDifferenceULP(x1, x2));
334  return ulps <= maxUlps;
335 }
336 
337 // The following code cannot be moved to the itkMathDetail.h file without introducing circular dependencies
338 namespace Detail // The Detail namespace holds the templates used by AlmostEquals
339 {
340 // The following structs and templates are used to choose
341 // which version of the AlmostEquals function
342 // should be implemented base on input parameter types
343 
344 // Structs for choosing AlmostEquals function
345 
347 {
348  template <typename TFloatType1, typename TFloatType2>
349  static bool
350  AlmostEqualsFunction(TFloatType1 x1, TFloatType2 x2)
351  {
352  return FloatAlmostEqual<double>(x1, x2);
353  }
354 
355  template <typename TFloatType1, typename TFloatType2>
356  static bool
357  AlmostEqualsFunction(double x1, double x2)
358  {
359  return FloatAlmostEqual<double>(x1, x2);
360  }
361 
362  template <typename TFloatType1, typename TFloatType2>
363  static bool
364  AlmostEqualsFunction(double x1, float x2)
365  {
366  return FloatAlmostEqual<float>(x1, x2);
367  }
368 
369  template <typename TFloatType1, typename TFloatType2>
370  static bool
371  AlmostEqualsFunction(float x1, double x2)
372  {
373  return FloatAlmostEqual<float>(x1, x2);
374  }
375 
376  template <typename TFloatType1, typename TFloatType2>
377  static bool
378  AlmostEqualsFunction(float x1, float x2)
379  {
380  return FloatAlmostEqual<float>(x1, x2);
381  }
382 };
383 
385 {
386  template <typename TFloatType, typename TIntType>
387  static bool
388  AlmostEqualsFunction(TFloatType floatingVariable, TIntType integerVariable)
389  {
390  return FloatAlmostEqual<TFloatType>(floatingVariable, integerVariable);
391  }
392 };
393 
395 {
396  template <typename TIntType, typename TFloatType>
397  static bool
398  AlmostEqualsFunction(TIntType integerVariable, TFloatType floatingVariable)
399  {
400  return AlmostEqualsFloatVsInteger::AlmostEqualsFunction(floatingVariable, integerVariable);
401  }
402 };
403 
405 {
406  template <typename TSignedInt, typename TUnsignedInt>
407  static bool
408  AlmostEqualsFunction(TSignedInt signedVariable, TUnsignedInt unsignedVariable)
409  {
410  if (signedVariable < 0)
411  {
412  return false;
413  }
414  if (unsignedVariable > static_cast<size_t>(itk::NumericTraits<TSignedInt>::max()))
415  {
416  return false;
417  }
418  return signedVariable == static_cast<TSignedInt>(unsignedVariable);
419  }
420 };
421 
423 {
424  template <typename TUnsignedInt, typename TSignedInt>
425  static bool
426  AlmostEqualsFunction(TUnsignedInt unsignedVariable, TSignedInt signedVariable)
427  {
428  return AlmostEqualsSignedVsUnsigned::AlmostEqualsFunction(signedVariable, unsignedVariable);
429  }
430 };
431 
433 {
434  template <typename TIntegerType1, typename TIntegerType2>
435  static bool
436  AlmostEqualsFunction(TIntegerType1 x1, TIntegerType2 x2)
437  {
438  return x1 == x2;
439  }
440 };
441 // end of structs that choose the specific AlmostEquals function
442 
443 // Selector structs, these select the correct case based on its types
444 // input1 is int? input 1 is signed? input2 is int? input 2 is signed?
445 template <bool TInput1IsIntger, bool TInput1IsSigned, bool TInput2IsInteger, bool TInput2IsSigned>
447 { // default case
449 };
450 
452 template <>
453 struct AlmostEqualsFunctionSelector<false, true, false, true>
454 // floating type v floating type
455 {
457 };
458 
459 template <>
460 struct AlmostEqualsFunctionSelector<false, true, true, true>
461 // float vs int
462 {
463  using SelectedVersion = AlmostEqualsFloatVsInteger;
464 };
465 
466 template <>
467 struct AlmostEqualsFunctionSelector<false, true, true, false>
468 // float vs unsigned int
469 {
470  using SelectedVersion = AlmostEqualsFloatVsInteger;
471 };
472 
473 template <>
474 struct AlmostEqualsFunctionSelector<true, false, false, true>
475 // unsigned int vs float
476 {
477  using SelectedVersion = AlmostEqualsIntegerVsFloat;
478 };
479 
480 template <>
481 struct AlmostEqualsFunctionSelector<true, true, false, true>
482 // int vs float
483 {
484  using SelectedVersion = AlmostEqualsIntegerVsFloat;
485 };
486 
487 template <>
488 struct AlmostEqualsFunctionSelector<true, true, true, false>
489 // signed vs unsigned
490 {
491  using SelectedVersion = AlmostEqualsSignedVsUnsigned;
492 };
493 
494 template <>
495 struct AlmostEqualsFunctionSelector<true, false, true, true>
496 // unsigned vs signed
497 {
498  using SelectedVersion = AlmostEqualsUnsignedVsSigned;
499 };
500 
501 template <>
502 struct AlmostEqualsFunctionSelector<true, true, true, true>
503 // signed vs signed
504 {
505  using SelectedVersion = AlmostEqualsPlainOldEquals;
506 };
507 
508 template <>
509 struct AlmostEqualsFunctionSelector<true, false, true, false>
510 // unsigned vs unsigned
511 {
512  using SelectedVersion = AlmostEqualsPlainOldEquals;
513 };
514 // end of AlmostEqualsFunctionSelector structs
515 
516 // The implementor tells the selector what to do
517 template <typename TInputType1, typename TInputType2>
518 struct AlmostEqualsScalarImplementer
519 {
520  static constexpr bool TInputType1IsInteger = std::is_integral_v<TInputType1>;
521  static constexpr bool TInputType1IsSigned = std::is_signed_v<TInputType1>;
522  static constexpr bool TInputType2IsInteger = std::is_integral_v<TInputType2>;
523  static constexpr bool TInputType2IsSigned = std::is_signed_v<TInputType2>;
524 
525  using SelectedVersion = typename AlmostEqualsFunctionSelector<TInputType1IsInteger,
526  TInputType1IsSigned,
527  TInputType2IsInteger,
528  TInputType2IsSigned>::SelectedVersion;
529 };
530 
531 // The AlmostEqualsScalarComparer returns the result of an
532 // approximate comparison between two scalar values of
533 // potentially different data types.
534 template <typename TScalarType1, typename TScalarType2>
535 inline bool
536 AlmostEqualsScalarComparer(TScalarType1 x1, TScalarType2 x2)
537 {
538  return AlmostEqualsScalarImplementer<TScalarType1, TScalarType2>::SelectedVersion::
539  template AlmostEqualsFunction<TScalarType1, TScalarType2>(x1, x2);
540 }
541 
542 // The following structs are used to evaluate approximate comparisons between
543 // complex and scalar values of potentially different types.
544 
545 // Comparisons between scalar types use the AlmostEqualsScalarComparer function.
546 struct AlmostEqualsScalarVsScalar
547 {
548  template <typename TScalarType1, typename TScalarType2>
549  static bool
550  AlmostEqualsFunction(TScalarType1 x1, TScalarType2 x2)
551  {
552  return AlmostEqualsScalarComparer(x1, x2);
553  }
554 };
555 
556 // Comparisons between two complex values compare the real and imaginary components
557 // separately with the AlmostEqualsScalarComparer function.
558 struct AlmostEqualsComplexVsComplex
559 {
560  template <typename TComplexType1, typename TComplexType2>
561  static bool
562  AlmostEqualsFunction(TComplexType1 x1, TComplexType2 x2)
563  {
564  return AlmostEqualsScalarComparer(x1.real(), x2.real()) && AlmostEqualsScalarComparer(x1.imag(), x2.imag());
565  }
566 };
567 
568 // Comparisons between complex and scalar values first check to see if the imaginary component
569 // of the complex value is approximately 0. Then a ScalarComparison is done between the real
570 // part of the complex number and the scalar value.
571 struct AlmostEqualsScalarVsComplex
572 {
573  template <typename TScalarType, typename TComplexType>
574  static bool
575  AlmostEqualsFunction(TScalarType scalarVariable, TComplexType complexVariable)
576  {
577  if (!AlmostEqualsScalarComparer(complexVariable.imag(), typename itk::NumericTraits<TComplexType>::ValueType{}))
578  {
579  return false;
580  }
581  return AlmostEqualsScalarComparer(scalarVariable, complexVariable.real());
582  }
583 };
584 
585 struct AlmostEqualsComplexVsScalar
586 {
587  template <typename TComplexType, typename TScalarType>
588  static bool
589  AlmostEqualsFunction(TComplexType complexVariable, TScalarType scalarVariable)
590  {
591  return AlmostEqualsScalarVsComplex::AlmostEqualsFunction(scalarVariable, complexVariable);
592  }
593 };
594 
595 // The AlmostEqualsComplexChooser structs choose the correct case
596 // from the input parameter types' IsComplex property
597 // The default case is scalar vs scalar
598 template <bool T1IsComplex, bool T2IsComplex> // Default is false, false
599 struct AlmostEqualsComplexChooser
600 {
601  using ChosenVersion = AlmostEqualsScalarVsScalar;
602 };
603 
604 template <>
605 struct AlmostEqualsComplexChooser<true, true>
606 {
607  using ChosenVersion = AlmostEqualsComplexVsComplex;
608 };
609 
610 template <>
611 struct AlmostEqualsComplexChooser<false, true>
612 {
613  using ChosenVersion = AlmostEqualsScalarVsComplex;
614 };
615 
616 template <>
617 struct AlmostEqualsComplexChooser<true, false>
618 {
619  using ChosenVersion = AlmostEqualsComplexVsScalar;
620 };
621 // End of AlmostEqualsComplexChooser structs.
622 
623 // The AlmostEqualsComplexImplementer determines which of the input
624 // parameters are complex and which are real, and sends that information
625 // to the AlmostEqualsComplexChooser structs to determine the proper
626 // type of evaluation.
627 template <typename T1, typename T2>
628 struct AlmostEqualsComplexImplementer
629 {
630  static constexpr bool T1IsComplex = NumericTraits<T1>::IsComplex;
631  static constexpr bool T2IsComplex = NumericTraits<T2>::IsComplex;
632 
633  using ChosenVersion = typename AlmostEqualsComplexChooser<T1IsComplex, T2IsComplex>::ChosenVersion;
634 };
636 
637 } // end namespace Detail
638 
681 // The AlmostEquals function
682 template <typename T1, typename T2>
683 inline bool
684 AlmostEquals(T1 x1, T2 x2)
685 {
686  return Detail::AlmostEqualsComplexImplementer<T1, T2>::ChosenVersion::AlmostEqualsFunction(x1, x2);
687 }
688 
689 // The NotAlmostEquals function
690 template <typename T1, typename T2>
691 inline bool
692 NotAlmostEquals(T1 x1, T2 x2)
693 {
694  return !AlmostEquals(x1, x2);
695 }
696 
697 
719 // The ExactlyEquals function
720 template <typename TInput1, typename TInput2>
721 inline bool
722 ExactlyEquals(const TInput1 & x1, const TInput2 & x2)
723 {
724  ITK_GCC_PRAGMA_PUSH
725  ITK_GCC_SUPPRESS_Wfloat_equal
726  return x1 == x2;
727  ITK_GCC_PRAGMA_POP
728 }
729 
730 // The NotExactlyEquals function
731 template <typename TInput1, typename TInput2>
732 inline bool
733 NotExactlyEquals(const TInput1 & x1, const TInput2 & x2)
734 {
735  return !ExactlyEquals(x1, x2);
736 }
737 
738 
743 ITKCommon_EXPORT bool
744 IsPrime(unsigned short n);
745 ITKCommon_EXPORT bool
746 IsPrime(unsigned int n);
747 ITKCommon_EXPORT bool
748 IsPrime(unsigned long n);
749 ITKCommon_EXPORT bool
750 IsPrime(unsigned long long n);
755 ITKCommon_EXPORT unsigned short
756 GreatestPrimeFactor(unsigned short n);
757 ITKCommon_EXPORT unsigned int
758 GreatestPrimeFactor(unsigned int n);
759 ITKCommon_EXPORT unsigned long
760 GreatestPrimeFactor(unsigned long n);
761 ITKCommon_EXPORT unsigned long long
762 GreatestPrimeFactor(unsigned long long n);
769 template <typename TReturnType = uintmax_t>
770 constexpr TReturnType
771 UnsignedProduct(const uintmax_t a, const uintmax_t b) noexcept
772 {
773  static_assert(std::is_unsigned_v<TReturnType>, "UnsignedProduct only supports unsigned return types");
774 
775  // Note that numeric overflow is not "undefined behavior", for unsigned numbers.
776  // This function checks if the result of a*b is mathematically correct.
777  return (a == 0) || (b == 0) ||
778  (((static_cast<TReturnType>(a * b) / a) == b) && ((static_cast<TReturnType>(a * b) / b) == a))
779  ? static_cast<TReturnType>(a * b)
780  : (assert(!"UnsignedProduct overflow!"), 0);
781 }
782 
783 
791 template <typename TReturnType = uintmax_t>
792 constexpr TReturnType
793 UnsignedPower(const uintmax_t base, const uintmax_t exponent) noexcept
794 {
795  static_assert(std::is_unsigned_v<TReturnType>, "UnsignedPower only supports unsigned return types");
796 
797  // Uses recursive function calls because C++11 does not support other ways of
798  // iterations for a constexpr function.
799  return (exponent == 0) ? (assert(base > 0), 1)
800  : (exponent == 1) ? base
801  : UnsignedProduct<TReturnType>(UnsignedPower<TReturnType>(base, exponent / 2),
802  UnsignedPower<TReturnType>(base, (exponent + 1) / 2));
803 }
804 
805 
806 /*==========================================
807  * Alias the vnl_math functions in the itk::Math
808  * namespace. If possible, use the std:: equivalents
809  */
810 using std::isnan;
811 using std::isinf;
812 using std::isfinite;
813 using std::isnormal;
814 using std::cbrt;
815 using std::hypot;
816 using vnl_math::angle_0_to_2pi;
817 using vnl_math::angle_minuspi_to_pi;
818 using vnl_math::rnd_halfinttoeven;
819 using vnl_math::rnd_halfintup;
820 using vnl_math::rnd;
821 using vnl_math::floor;
822 using vnl_math::ceil;
823 using vnl_math::sgn;
824 using vnl_math::sgn0;
825 using vnl_math::remainder_truncated;
826 using vnl_math::remainder_floored;
827 using vnl_math::sqr;
828 using vnl_math::cube;
829 using vnl_math::squared_magnitude;
830 
831 
832 /*============================================
833 Decouple dependence and exposure of vnl_math::abs operations
834 in ITK. Placing this small amount of duplicate vnl_math
835 code directly in ITK removes backward compatibility
836 issues with system installed VXL versions.
837 */
838 inline bool
839 abs(bool x)
840 {
841  return x;
842 }
843 inline unsigned char
844 abs(unsigned char x)
845 {
846  return x;
847 }
848 inline unsigned char
849 abs(signed char x)
850 {
851  return x < 0 ? static_cast<unsigned char>(-x) : x;
852 }
853 inline unsigned char
854 abs(char x)
855 {
856  return static_cast<unsigned char>(x);
857 }
858 inline unsigned short
859 abs(short x)
860 {
861  return x < 0 ? static_cast<unsigned short>(-x) : x;
862 }
863 inline unsigned short
864 abs(unsigned short x)
865 {
866  return x;
867 }
868 inline unsigned int
869 abs(unsigned int x)
870 {
871  return x;
872 }
873 inline unsigned long
874 abs(unsigned long x)
875 {
876  return x;
877 }
878 // long long - target type will have width of at least 64 bits. (since C++11)
879 inline unsigned long long
880 abs(unsigned long long x)
881 {
882  return x;
883 }
884 
885 using std::abs;
886 
887 } // end namespace Math
888 } // end namespace itk
889 
890 #endif // end of itkMath.h
itk::Math::Detail::AlmostEqualsFloatVsFloat::AlmostEqualsFunction
static bool AlmostEqualsFunction(double x1, double x2)
Definition: itkMath.h:357
itk::Math::FloatAddULP
T FloatAddULP(T x, typename Detail::FloatIEEE< T >::IntType ulps)
Add the given ULPs (units in the last place) to a float.
Definition: itkMath.h:271
itk::Math::GreatestPrimeFactor
ITKCommon_EXPORT unsigned short GreatestPrimeFactor(unsigned short n)
itk::Math::Detail::AlmostEqualsUnsignedVsSigned::AlmostEqualsFunction
static bool AlmostEqualsFunction(TUnsignedInt unsignedVariable, TSignedInt signedVariable)
Definition: itkMath.h:426
itk::Math::euler
static constexpr double euler
euler constant
Definition: itkMath.h:94
itk::Math::Detail::AlmostEqualsFloatVsFloat::AlmostEqualsFunction
static bool AlmostEqualsFunction(TFloatType1 x1, TFloatType2 x2)
Definition: itkMath.h:350
itk::Math::sqrt1_2
static constexpr double sqrt1_2
Definition: itkMath.h:90
itk::Math::Detail::FloatIEEE::FloatType
T FloatType
Definition: itkMathDetail.h:492
itk::Math::Detail::AlmostEqualsSignedVsUnsigned::AlmostEqualsFunction
static bool AlmostEqualsFunction(TSignedInt signedVariable, TUnsignedInt unsignedVariable)
Definition: itkMath.h:408
itk::Math::Detail::AlmostEqualsSignedVsUnsigned
Definition: itkMath.h:404
itk::RangeError
Definition: itkExceptionObject.h:173
itk::Math::sqrt1_3
static constexpr double sqrt1_3
Definition: itkMath.h:92
itk::Math::Detail::FloatIEEE::IntType
typename FloatIEEETraits< T >::IntType IntType
Definition: itkMathDetail.h:493
itk::NumericTraits::ValueType
T ValueType
Definition: itkNumericTraits.h:67
itk::Math::RoundHalfIntegerUp
TInput RoundHalfIntegerUp(TInput x) template< typename TReturn
Round towards nearest integer (This is a synonym for RoundHalfIntegerUp)
itkMathDetail.h
itk::Math::one_over_sqrt2pi
static constexpr double one_over_sqrt2pi
Definition: itkMath.h:86
itk::Math::Detail::AlmostEqualsFunctionSelector::SelectedVersion
AlmostEqualsPlainOldEquals SelectedVersion
Definition: itkMath.h:448
itk::Math::UnsignedProduct
constexpr TReturnType UnsignedProduct(const uintmax_t a, const uintmax_t b) noexcept
Definition: itkMath.h:771
itk::Math::Detail::FloatIEEE
Definition: itkMathDetail.h:490
itk::Math::Detail::AlmostEqualsFloatVsFloat
Definition: itkMath.h:346
itk::Math::ExactlyEquals
bool ExactlyEquals(const TInput1 &x1, const TInput2 &x2)
Return the result of an exact comparison between two scalar values of potentially different types.
Definition: itkMath.h:722
itk::Math::Detail::AlmostEqualsIntegerVsFloat::AlmostEqualsFunction
static bool AlmostEqualsFunction(TIntType integerVariable, TFloatType floatingVariable)
Definition: itkMath.h:398
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Round towards minus infinity.
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Definition: itkMathDetail.h:512
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Definition: itkMath.h:733
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Definition: itkMath.h:106
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Definition: itkMath.h:72
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Definition: itkMath.h:839
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static constexpr double sqrt2pi
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Definition: itkConceptChecking.h:882
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static constexpr float float_eps
Definition: itkMath.h:100
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Definition: itkMath.h:97
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static constexpr double two_over_sqrtpi
Definition: itkMath.h:84
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Definition: itkMath.h:179
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Definition: itkMath.h:76
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Definition: itkMath.h:432
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Definition: itkMath.h:60
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Definition: itkMath.h:64
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Definition: itkMath.h:364
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Definition: itkMath.h:422
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Definition: itkMath.h:58
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Definition: itkMath.h:692
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Definition: itkMath.h:793
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Definition: itkMathDetail.h:497
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Definition: itkMath.h:384
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Define additional traits for native types such as int or float.
Definition: itkNumericTraits.h:60
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Round towards nearest integer.
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Definition: itkMath.h:88
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Definition: itkMath.h:101
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Definition: itkConceptChecking.h:65
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Definition: itkMath.h:371
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The "itk" namespace contains all Insight Segmentation and Registration Toolkit (ITK) classes....
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Definition: itkNumericTraits.h:145
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Definition: itkMath.h:78
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Definition: itkMath.h:684
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Definition: itkMath.h:56
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Definition: itkMath.h:378
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Definition: itkMath.h:394
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Definition: itkMath.h:66
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Definition: itkMath.h:255
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Definition: itkMath.h:68
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Definition: itkMathDetail.h:496
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Definition: itkMath.h:98
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Definition: itkMath.h:62
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Definition: itkMath.h:446