Floating point comparison routines

This commit is contained in:
Pavel Kirienko
2014-08-27 17:57:10 +04:00
parent dca96fd21d
commit 6446d05446
6 changed files with 282 additions and 42 deletions
+14 -3
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@@ -15,9 +15,9 @@
* This definition contains the integer year number after which the standard was named:
* - 2003 for C++03
* - 2011 for C++11
*
*
* This config automatically sets according to the actual C++ standard used by the compiler.
*
*
* In C++03 mode the library has almost zero dependency on the C++ standard library, which allows
* to use it on platforms with a very limited C++ support. On the other hand, C++11 mode requires
* many parts of the standard library (e.g. <functional>), thus the user might want to force older
@@ -125,7 +125,6 @@
namespace uavcan
{
/**
* Memory pool block size.
*
@@ -173,4 +172,16 @@ struct UAVCAN_EXPORT IsDynamicallyAllocatable
}
};
/**
* Float comparison precision.
* For details refer to:
* http://randomascii.wordpress.com/2012/02/25/comparing-floating-point-numbers-2012-edition/
* https://code.google.com/p/googletest/source/browse/trunk/include/gtest/internal/gtest-internal.h
*/
#ifdef UAVCAN_FLOAT_COMPARISON_EPSILON_MULT
static const unsigned FloatComparisonEpsilonMult = UAVCAN_FLOAT_COMPARISON_EPSILON_MULT;
#else
static const unsigned FloatComparisonEpsilonMult = 10;
#endif
}
@@ -4,8 +4,9 @@
#pragma once
#include <uavcan/util/templates.hpp>
#include <uavcan/build_config.hpp>
#include <uavcan/util/templates.hpp>
#include <uavcan/util/comparison.hpp>
namespace uavcan
{
@@ -0,0 +1,131 @@
/*
* Copyright (C) 2014 Pavel Kirienko <pavel.kirienko@gmail.com>
*/
#pragma once
#include <uavcan/util/templates.hpp>
#include <uavcan/build_config.hpp>
namespace uavcan
{
/**
* This function performs fuzzy comparison of two floating point numbers.
* Type of T can be either float, double or long double.
* For details refer to http://randomascii.wordpress.com/2012/02/25/comparing-floating-point-numbers-2012-edition/
*/
template <typename T>
UAVCAN_EXPORT
inline bool areFloatsClose(T a, T b, const T absolute_epsilon, const T relative_epsilon)
{
// NAN
if (isNaN(a) || isNaN(b))
{
return false;
}
// Infinity
if (isInfinity(a) || isInfinity(b))
{
return a == b;
}
// Close numbers near zero
const T diff = std::fabs(a - b);
if (diff <= absolute_epsilon)
{
return true;
}
// General case
a = std::fabs(a);
b = std::fabs(b);
const T largest = (b > a) ? b : a;
return (diff <= largest * relative_epsilon);
}
/**
* Generic comparison function.
* This function properly handles floating point comparison, including mixed floating point type comparison,
* e.g. float with long double.
*/
template <typename L, typename R>
UAVCAN_EXPORT
inline bool areClose(const L& left, const R& right)
{
return left == right;
}
/*
* Float comparison specializations
*/
template <>
UAVCAN_EXPORT
inline bool areClose<float, float>(const float& left, const float& right)
{
return areFloatsClose(left, right, NumericTraits<float>::epsilon(),
NumericTraits<float>::epsilon() * FloatComparisonEpsilonMult);
}
template <>
UAVCAN_EXPORT
inline bool areClose<double, double>(const double& left, const double& right)
{
return areFloatsClose(left, right, NumericTraits<double>::epsilon(),
NumericTraits<double>::epsilon() * FloatComparisonEpsilonMult);
}
template <>
UAVCAN_EXPORT
inline bool areClose<long double, long double>(const long double& left, const long double& right)
{
return areFloatsClose(left, right, NumericTraits<long double>::epsilon(),
NumericTraits<long double>::epsilon() * FloatComparisonEpsilonMult);
}
/*
* Mixed floating type comparison - coercing larger type to smaller type
*/
template <>
UAVCAN_EXPORT
inline bool areClose<float, double>(const float& left, const double& right)
{
return areClose(left, static_cast<float>(right));
}
template <>
UAVCAN_EXPORT
inline bool areClose<double, float>(const double& left, const float& right)
{
return areClose(static_cast<float>(left), right);
}
template <>
UAVCAN_EXPORT
inline bool areClose<float, long double>(const float& left, const long double& right)
{
return areClose(left, static_cast<float>(right));
}
template <>
UAVCAN_EXPORT
inline bool areClose<long double, float>(const long double& left, const float& right)
{
return areClose(static_cast<float>(left), right);
}
template <>
UAVCAN_EXPORT
inline bool areClose<double, long double>(const double& left, const long double& right)
{
return areClose(left, static_cast<double>(right));
}
template <>
UAVCAN_EXPORT
inline bool areClose<long double, double>(const long double& left, const double& right)
{
return areClose(static_cast<double>(left), right);
}
}
@@ -422,4 +422,50 @@ struct UAVCAN_EXPORT NumericTraits<long double>
};
#endif
#if UAVCAN_CPP_VERSION >= UAVCAN_CPP11
# undef isnan
# undef isinf
# undef signbit
#endif
/**
* Replacement for std::isnan()
*/
template <typename T>
inline bool isNaN(T arg)
{
#if UAVCAN_CPP_VERSION >= UAVCAN_CPP11
return std::isnan(arg);
#else
// cppcheck-suppress duplicateExpression
return arg != arg;
#endif
}
/**
* Replacement for std::isinf()
*/
template <typename T>
inline bool isInfinity(T arg)
{
#if UAVCAN_CPP_VERSION >= UAVCAN_CPP11
return std::isinf(arg);
#else
return arg == NumericTraits<T>::infinity() || arg == -NumericTraits<T>::infinity();
#endif
}
/**
* Replacement for std::signbit()
*/
template <typename T>
inline bool getSignBit(T arg)
{
#if UAVCAN_CPP_VERSION >= UAVCAN_CPP11
return std::signbit(arg);
#else
return arg < T(0) || (arg == T(0) && T(1) / arg < T(0));
#endif
}
}
+3 -38
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@@ -14,59 +14,24 @@
# include <limits>
#endif
#undef signbit
#undef isnan
#undef isinf
namespace uavcan
{
/*
* IEEE754Converter
* Float16 conversion algorithm: http://half.sourceforge.net/ (MIT License)
*/
template <typename T>
static inline bool signbit(T arg)
{
#if UAVCAN_CPP_VERSION >= UAVCAN_CPP11
return std::signbit(arg);
#else
return arg < T(0) || (arg == T(0) && T(1) / arg < T(0));
#endif
}
template <typename T>
static inline bool isnan(T arg)
{
#if UAVCAN_CPP_VERSION >= UAVCAN_CPP11
return std::isnan(arg);
#else
// cppcheck-suppress duplicateExpression
return arg != arg;
#endif
}
template <typename T>
static inline bool isinf(T arg)
{
#if UAVCAN_CPP_VERSION >= UAVCAN_CPP11
return std::isinf(arg);
#else
return arg == NumericTraits<T>::infinity() || arg == -NumericTraits<T>::infinity();
#endif
}
uint16_t IEEE754Converter::nativeNonIeeeToHalf(float value)
{
uint16_t hbits = signbit(value) << 15;
uint16_t hbits = static_cast<uint16_t>(getSignBit(value)) << 15;
if (value == 0.0f)
{
return hbits;
}
if (isnan(value))
if (isNaN(value))
{
return hbits | 0x7FFFU;
}
if (isinf(value))
if (isInfinity(value))
{
return hbits | 0x7C00U;
}
+86
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@@ -0,0 +1,86 @@
/*
* Copyright (C) 2014 Pavel Kirienko <pavel.kirienko@gmail.com>
*/
#include <gtest/gtest.h>
#include <uavcan/util/comparison.hpp>
TEST(Comparison, Basic)
{
// Basic same type floats
ASSERT_TRUE(uavcan::areClose(0.1, 0.1));
ASSERT_TRUE(uavcan::areClose(0.1F, 0.1F));
ASSERT_TRUE(uavcan::areClose(0.1L, 0.1L));
// Basic mixed type floats
ASSERT_TRUE(uavcan::areClose(0.1F, 0.1));
ASSERT_TRUE(uavcan::areClose(0.1, 0.1F));
ASSERT_TRUE(uavcan::areClose(0.1F, 0.1L));
ASSERT_TRUE(uavcan::areClose(0.1L, 0.1F));
ASSERT_TRUE(uavcan::areClose(0.1, 0.1L));
ASSERT_TRUE(uavcan::areClose(0.1L, 0.1));
// Basic floats
ASSERT_TRUE(uavcan::areClose(0x07, '\x07'));
ASSERT_TRUE(uavcan::areClose(123456789LL, 123456789));
ASSERT_TRUE(uavcan::areClose("123", std::string("123")));
// Non-equality
ASSERT_FALSE(uavcan::areClose(-0.1, 0.1));
ASSERT_FALSE(uavcan::areClose(-0.1F, 0.0L));
ASSERT_FALSE(uavcan::areClose("123", std::string("12")));
ASSERT_FALSE(uavcan::areClose(0x07L, '\0'));
}
TEST(Comparison, FloatSpecialCase)
{
ASSERT_FALSE(uavcan::areClose(0.1, std::numeric_limits<double>::infinity()));
ASSERT_TRUE(uavcan::areClose(std::numeric_limits<float>::infinity(),
std::numeric_limits<long double>::infinity()));
ASSERT_FALSE(uavcan::areClose(std::numeric_limits<float>::infinity(), -std::numeric_limits<float>::infinity()));
ASSERT_FALSE(uavcan::areClose(std::numeric_limits<double>::quiet_NaN(), std::numeric_limits<double>::quiet_NaN()));
}
TEST(Comparison, FloatULP)
{
ASSERT_FALSE(uavcan::areClose(0.100000000000000001L, 0.1L));
ASSERT_TRUE( uavcan::areClose(0.100000000000000001, 0.1L));
ASSERT_TRUE( uavcan::areClose(0.100000000000000001F, 0.1L));
// Near zero
ASSERT_TRUE( uavcan::areClose(0.0F, std::numeric_limits<float>::epsilon()));
ASSERT_TRUE( uavcan::areClose(0.0F, -std::numeric_limits<float>::epsilon()));
ASSERT_FALSE(uavcan::areClose(0.0F, std::numeric_limits<float>::epsilon() * 2));
}
TEST(Comparison, BruteforceValidation)
{
const std::streamsize default_precision = std::cout.precision();
std::cout.precision(20);
float x = -uavcan::NumericTraits<float>::max();
while (x < uavcan::NumericTraits<float>::max())
{
const float y1 = x + std::abs(x) * (uavcan::NumericTraits<float>::epsilon() * 2); // Still equal
const float y2 = x + uavcan::max(std::abs(x), 1.F) * (uavcan::NumericTraits<float>::epsilon() * 20); // Nope
if (!uavcan::areClose(y1, x))
{
std::cout << "y1=" << y1 << " y2=" << y2 << " x=" << x << std::endl;
ASSERT_TRUE(false);
}
if (uavcan::areClose(y2, x))
{
std::cout << "y1=" << y1 << " y2=" << y2 << " x=" << x << std::endl;
ASSERT_TRUE(false);
}
x = y2;
}
std::cout.precision(default_precision);
}