// This file is part of Eigen, a lightweight C++ template library // for linear algebra. // // 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/. #include #include "main.h" #include #define VERIFY_HALF_BITS_EQUAL(h, bits) \ VERIFY_IS_EQUAL((numext::bit_cast(h)), (static_cast(bits))) // Make sure it's possible to forward declare Eigen::half namespace Eigen { struct half; } using Eigen::half; void test_conversion() { using Eigen::half_impl::__half_raw; // Round-trip bit-cast with uint16. VERIFY_IS_EQUAL( numext::bit_cast(numext::bit_cast(half(1.0f))), half(1.0f)); VERIFY_IS_EQUAL( numext::bit_cast(numext::bit_cast(half(0.5f))), half(0.5f)); VERIFY_IS_EQUAL( numext::bit_cast(numext::bit_cast(half(-0.33333f))), half(-0.33333f)); VERIFY_IS_EQUAL( numext::bit_cast(numext::bit_cast(half(0.0f))), half(0.0f)); // Conversion from float. VERIFY_HALF_BITS_EQUAL(half(1.0f), 0x3c00); VERIFY_HALF_BITS_EQUAL(half(0.5f), 0x3800); VERIFY_HALF_BITS_EQUAL(half(0.33333f), 0x3555); VERIFY_HALF_BITS_EQUAL(half(0.0f), 0x0000); VERIFY_HALF_BITS_EQUAL(half(-0.0f), 0x8000); VERIFY_HALF_BITS_EQUAL(half(65504.0f), 0x7bff); VERIFY_HALF_BITS_EQUAL(half(65536.0f), 0x7c00); // Becomes infinity. // Denormals. VERIFY_HALF_BITS_EQUAL(half(-5.96046e-08f), 0x8001); VERIFY_HALF_BITS_EQUAL(half(5.96046e-08f), 0x0001); VERIFY_HALF_BITS_EQUAL(half(1.19209e-07f), 0x0002); // Verify round-to-nearest-even behavior. float val1 = float(half(__half_raw(0x3c00))); float val2 = float(half(__half_raw(0x3c01))); float val3 = float(half(__half_raw(0x3c02))); VERIFY_HALF_BITS_EQUAL(half(0.5f * (val1 + val2)), 0x3c00); VERIFY_HALF_BITS_EQUAL(half(0.5f * (val2 + val3)), 0x3c02); // Conversion from int. VERIFY_HALF_BITS_EQUAL(half(-1), 0xbc00); VERIFY_HALF_BITS_EQUAL(half(0), 0x0000); VERIFY_HALF_BITS_EQUAL(half(1), 0x3c00); VERIFY_HALF_BITS_EQUAL(half(2), 0x4000); VERIFY_HALF_BITS_EQUAL(half(3), 0x4200); // Conversion from bool. VERIFY_HALF_BITS_EQUAL(half(false), 0x0000); VERIFY_HALF_BITS_EQUAL(half(true), 0x3c00); // Conversion to float. VERIFY_IS_EQUAL(float(half(__half_raw(0x0000))), 0.0f); VERIFY_IS_EQUAL(float(half(__half_raw(0x3c00))), 1.0f); // Denormals. VERIFY_IS_APPROX(float(half(__half_raw(0x8001))), -5.96046e-08f); VERIFY_IS_APPROX(float(half(__half_raw(0x0001))), 5.96046e-08f); VERIFY_IS_APPROX(float(half(__half_raw(0x0002))), 1.19209e-07f); // NaNs and infinities. VERIFY(!(numext::isinf)(float(half(65504.0f)))); // Largest finite number. VERIFY(!(numext::isnan)(float(half(0.0f)))); VERIFY((numext::isinf)(float(half(__half_raw(0xfc00))))); VERIFY((numext::isnan)(float(half(__half_raw(0xfc01))))); VERIFY((numext::isinf)(float(half(__half_raw(0x7c00))))); VERIFY((numext::isnan)(float(half(__half_raw(0x7c01))))); #if !EIGEN_COMP_MSVC // Visual Studio errors out on divisions by 0 VERIFY((numext::isnan)(float(half(0.0 / 0.0)))); VERIFY((numext::isinf)(float(half(1.0 / 0.0)))); VERIFY((numext::isinf)(float(half(-1.0 / 0.0)))); #endif // Exactly same checks as above, just directly on the half representation. VERIFY(!(numext::isinf)(half(__half_raw(0x7bff)))); VERIFY(!(numext::isnan)(half(__half_raw(0x0000)))); VERIFY((numext::isinf)(half(__half_raw(0xfc00)))); VERIFY((numext::isnan)(half(__half_raw(0xfc01)))); VERIFY((numext::isinf)(half(__half_raw(0x7c00)))); VERIFY((numext::isnan)(half(__half_raw(0x7c01)))); #if !EIGEN_COMP_MSVC // Visual Studio errors out on divisions by 0 VERIFY((numext::isnan)(half(0.0 / 0.0))); VERIFY((numext::isinf)(half(1.0 / 0.0))); VERIFY((numext::isinf)(half(-1.0 / 0.0))); #endif // Conversion to bool VERIFY(!static_cast(half(0.0))); VERIFY(!static_cast(half(-0.0))); VERIFY(static_cast(half(__half_raw(0x7bff)))); VERIFY(static_cast(half(-0.33333))); VERIFY(static_cast(half(1.0))); VERIFY(static_cast(half(-1.0))); VERIFY(static_cast(half(-5.96046e-08f))); } void test_numtraits() { std::cout << "epsilon = " << NumTraits::epsilon() << " (0x" << std::hex << numext::bit_cast(NumTraits::epsilon()) << ")" << std::endl; std::cout << "highest = " << NumTraits::highest() << " (0x" << std::hex << numext::bit_cast(NumTraits::highest()) << ")" << std::endl; std::cout << "lowest = " << NumTraits::lowest() << " (0x" << std::hex << numext::bit_cast(NumTraits::lowest()) << ")" << std::endl; std::cout << "min = " << (std::numeric_limits::min)() << " (0x" << std::hex << numext::bit_cast(half((std::numeric_limits::min)())) << ")" << std::endl; std::cout << "denorm min = " << (std::numeric_limits::denorm_min)() << " (0x" << std::hex << numext::bit_cast(half((std::numeric_limits::denorm_min)())) << ")" << std::endl; std::cout << "infinity = " << NumTraits::infinity() << " (0x" << std::hex << numext::bit_cast(NumTraits::infinity()) << ")" << std::endl; std::cout << "quiet nan = " << NumTraits::quiet_NaN() << " (0x" << std::hex << numext::bit_cast(NumTraits::quiet_NaN()) << ")" << std::endl; std::cout << "signaling nan = " << std::numeric_limits::signaling_NaN() << " (0x" << std::hex << numext::bit_cast(std::numeric_limits::signaling_NaN()) << ")" << std::endl; VERIFY(NumTraits::IsSigned); VERIFY_IS_EQUAL( numext::bit_cast(std::numeric_limits::infinity()), numext::bit_cast(half(std::numeric_limits::infinity())) ); // There is no guarantee that casting a 32-bit NaN to 16-bit has a precise // bit pattern. We test that it is in fact a NaN, then test the signaling // bit (msb of significand is 1 for quiet, 0 for signaling). const numext::uint16_t HALF_QUIET_BIT = 0x0200; VERIFY( (numext::isnan)(std::numeric_limits::quiet_NaN()) && (numext::isnan)(half(std::numeric_limits::quiet_NaN())) && ((numext::bit_cast(std::numeric_limits::quiet_NaN()) & HALF_QUIET_BIT) > 0) && ((numext::bit_cast(half(std::numeric_limits::quiet_NaN())) & HALF_QUIET_BIT) > 0) ); // After a cast to half, a signaling NaN may become non-signaling // (e.g. in the case of casting float to native __fp16). Thus, we check that // both are NaN, and that only the `numeric_limits` version is signaling. VERIFY( (numext::isnan)(std::numeric_limits::signaling_NaN()) && (numext::isnan)(half(std::numeric_limits::signaling_NaN())) && ((numext::bit_cast(std::numeric_limits::signaling_NaN()) & HALF_QUIET_BIT) == 0) ); VERIFY( (std::numeric_limits::min)() > half(0.f) ); VERIFY( (std::numeric_limits::denorm_min)() > half(0.f) ); VERIFY( (std::numeric_limits::min)()/half(2) > half(0.f) ); VERIFY_IS_EQUAL( (std::numeric_limits::denorm_min)()/half(2), half(0.f) ); } void test_arithmetic() { VERIFY_IS_EQUAL(float(half(2) + half(2)), 4); VERIFY_IS_EQUAL(float(half(2) + half(-2)), 0); VERIFY_IS_APPROX(float(half(0.33333f) + half(0.66667f)), 1.0f); VERIFY_IS_EQUAL(float(half(2.0f) * half(-5.5f)), -11.0f); VERIFY_IS_APPROX(float(half(1.0f) / half(3.0f)), 0.33333f); VERIFY_IS_EQUAL(float(-half(4096.0f)), -4096.0f); VERIFY_IS_EQUAL(float(-half(-4096.0f)), 4096.0f); half x(3); half y = ++x; VERIFY_IS_EQUAL(x, half(4)); VERIFY_IS_EQUAL(y, half(4)); y = --x; VERIFY_IS_EQUAL(x, half(3)); VERIFY_IS_EQUAL(y, half(3)); y = x++; VERIFY_IS_EQUAL(x, half(4)); VERIFY_IS_EQUAL(y, half(3)); y = x--; VERIFY_IS_EQUAL(x, half(3)); VERIFY_IS_EQUAL(y, half(4)); } void test_comparison() { VERIFY(half(1.0f) > half(0.5f)); VERIFY(half(0.5f) < half(1.0f)); VERIFY(!(half(1.0f) < half(0.5f))); VERIFY(!(half(0.5f) > half(1.0f))); VERIFY(!(half(4.0f) > half(4.0f))); VERIFY(!(half(4.0f) < half(4.0f))); VERIFY(!(half(0.0f) < half(-0.0f))); VERIFY(!(half(-0.0f) < half(0.0f))); VERIFY(!(half(0.0f) > half(-0.0f))); VERIFY(!(half(-0.0f) > half(0.0f))); VERIFY(half(0.2f) > half(-1.0f)); VERIFY(half(-1.0f) < half(0.2f)); VERIFY(half(-16.0f) < half(-15.0f)); VERIFY(half(1.0f) == half(1.0f)); VERIFY(half(1.0f) != half(2.0f)); // Comparisons with NaNs and infinities. #if !EIGEN_COMP_MSVC // Visual Studio errors out on divisions by 0 VERIFY(!(half(0.0 / 0.0) == half(0.0 / 0.0))); VERIFY(half(0.0 / 0.0) != half(0.0 / 0.0)); VERIFY(!(half(1.0) == half(0.0 / 0.0))); VERIFY(!(half(1.0) < half(0.0 / 0.0))); VERIFY(!(half(1.0) > half(0.0 / 0.0))); VERIFY(half(1.0) != half(0.0 / 0.0)); VERIFY(half(1.0) < half(1.0 / 0.0)); VERIFY(half(1.0) > half(-1.0 / 0.0)); #endif } void test_basic_functions() { VERIFY_IS_EQUAL(float(numext::abs(half(3.5f))), 3.5f); VERIFY_IS_EQUAL(float(abs(half(3.5f))), 3.5f); VERIFY_IS_EQUAL(float(numext::abs(half(-3.5f))), 3.5f); VERIFY_IS_EQUAL(float(abs(half(-3.5f))), 3.5f); VERIFY_IS_EQUAL(float(numext::floor(half(3.5f))), 3.0f); VERIFY_IS_EQUAL(float(floor(half(3.5f))), 3.0f); VERIFY_IS_EQUAL(float(numext::floor(half(-3.5f))), -4.0f); VERIFY_IS_EQUAL(float(floor(half(-3.5f))), -4.0f); VERIFY_IS_EQUAL(float(numext::ceil(half(3.5f))), 4.0f); VERIFY_IS_EQUAL(float(ceil(half(3.5f))), 4.0f); VERIFY_IS_EQUAL(float(numext::ceil(half(-3.5f))), -3.0f); VERIFY_IS_EQUAL(float(ceil(half(-3.5f))), -3.0f); VERIFY_IS_APPROX(float(numext::sqrt(half(0.0f))), 0.0f); VERIFY_IS_APPROX(float(sqrt(half(0.0f))), 0.0f); VERIFY_IS_APPROX(float(numext::sqrt(half(4.0f))), 2.0f); VERIFY_IS_APPROX(float(sqrt(half(4.0f))), 2.0f); VERIFY_IS_APPROX(float(numext::pow(half(0.0f), half(1.0f))), 0.0f); VERIFY_IS_APPROX(float(pow(half(0.0f), half(1.0f))), 0.0f); VERIFY_IS_APPROX(float(numext::pow(half(2.0f), half(2.0f))), 4.0f); VERIFY_IS_APPROX(float(pow(half(2.0f), half(2.0f))), 4.0f); VERIFY_IS_EQUAL(float(numext::exp(half(0.0f))), 1.0f); VERIFY_IS_EQUAL(float(exp(half(0.0f))), 1.0f); VERIFY_IS_APPROX(float(numext::exp(half(EIGEN_PI))), 20.f + float(EIGEN_PI)); VERIFY_IS_APPROX(float(exp(half(EIGEN_PI))), 20.f + float(EIGEN_PI)); VERIFY_IS_EQUAL(float(numext::expm1(half(0.0f))), 0.0f); VERIFY_IS_EQUAL(float(expm1(half(0.0f))), 0.0f); VERIFY_IS_APPROX(float(numext::expm1(half(2.0f))), 6.3890561f); VERIFY_IS_APPROX(float(expm1(half(2.0f))), 6.3890561f); VERIFY_IS_EQUAL(float(numext::log(half(1.0f))), 0.0f); VERIFY_IS_EQUAL(float(log(half(1.0f))), 0.0f); VERIFY_IS_APPROX(float(numext::log(half(10.0f))), 2.30273f); VERIFY_IS_APPROX(float(log(half(10.0f))), 2.30273f); VERIFY_IS_EQUAL(float(numext::log1p(half(0.0f))), 0.0f); VERIFY_IS_EQUAL(float(log1p(half(0.0f))), 0.0f); VERIFY_IS_APPROX(float(numext::log1p(half(10.0f))), 2.3978953f); VERIFY_IS_APPROX(float(log1p(half(10.0f))), 2.3978953f); VERIFY_IS_APPROX(numext::fmod(half(5.3f), half(2.0f)), half(1.3f)); VERIFY_IS_APPROX(fmod(half(5.3f), half(2.0f)), half(1.3f)); VERIFY_IS_APPROX(numext::fmod(half(-18.5f), half(-4.2f)), half(-1.7f)); VERIFY_IS_APPROX(fmod(half(-18.5f), half(-4.2f)), half(-1.7f)); } void test_trigonometric_functions() { VERIFY_IS_APPROX(numext::cos(half(0.0f)), half(cosf(0.0f))); VERIFY_IS_APPROX(cos(half(0.0f)), half(cosf(0.0f))); VERIFY_IS_APPROX(numext::cos(half(EIGEN_PI)), half(cosf(EIGEN_PI))); // VERIFY_IS_APPROX(numext::cos(half(EIGEN_PI/2)), half(cosf(EIGEN_PI/2))); // VERIFY_IS_APPROX(numext::cos(half(3*EIGEN_PI/2)), half(cosf(3*EIGEN_PI/2))); VERIFY_IS_APPROX(numext::cos(half(3.5f)), half(cosf(3.5f))); VERIFY_IS_APPROX(numext::sin(half(0.0f)), half(sinf(0.0f))); VERIFY_IS_APPROX(sin(half(0.0f)), half(sinf(0.0f))); // VERIFY_IS_APPROX(numext::sin(half(EIGEN_PI)), half(sinf(EIGEN_PI))); VERIFY_IS_APPROX(numext::sin(half(EIGEN_PI/2)), half(sinf(EIGEN_PI/2))); VERIFY_IS_APPROX(numext::sin(half(3*EIGEN_PI/2)), half(sinf(3*EIGEN_PI/2))); VERIFY_IS_APPROX(numext::sin(half(3.5f)), half(sinf(3.5f))); VERIFY_IS_APPROX(numext::tan(half(0.0f)), half(tanf(0.0f))); VERIFY_IS_APPROX(tan(half(0.0f)), half(tanf(0.0f))); // VERIFY_IS_APPROX(numext::tan(half(EIGEN_PI)), half(tanf(EIGEN_PI))); // VERIFY_IS_APPROX(numext::tan(half(EIGEN_PI/2)), half(tanf(EIGEN_PI/2))); //VERIFY_IS_APPROX(numext::tan(half(3*EIGEN_PI/2)), half(tanf(3*EIGEN_PI/2))); VERIFY_IS_APPROX(numext::tan(half(3.5f)), half(tanf(3.5f))); } void test_array() { typedef Array ArrayXh; Index size = internal::random(1,10); Index i = internal::random(0,size-1); ArrayXh a1 = ArrayXh::Random(size), a2 = ArrayXh::Random(size); VERIFY_IS_APPROX( a1+a1, half(2)*a1 ); VERIFY( (a1.abs() >= half(0)).all() ); VERIFY_IS_APPROX( (a1*a1).sqrt(), a1.abs() ); VERIFY( ((a1.min)(a2) <= (a1.max)(a2)).all() ); a1(i) = half(-10.); VERIFY_IS_EQUAL( a1.minCoeff(), half(-10.) ); a1(i) = half(10.); VERIFY_IS_EQUAL( a1.maxCoeff(), half(10.) ); std::stringstream ss; ss << a1; } void test_product() { typedef Matrix MatrixXh; Index rows = internal::random(1,EIGEN_TEST_MAX_SIZE); Index cols = internal::random(1,EIGEN_TEST_MAX_SIZE); Index depth = internal::random(1,EIGEN_TEST_MAX_SIZE); MatrixXh Ah = MatrixXh::Random(rows,depth); MatrixXh Bh = MatrixXh::Random(depth,cols); MatrixXh Ch = MatrixXh::Random(rows,cols); MatrixXf Af = Ah.cast(); MatrixXf Bf = Bh.cast(); MatrixXf Cf = Ch.cast(); VERIFY_IS_APPROX(Ch.noalias()+=Ah*Bh, (Cf.noalias()+=Af*Bf).cast()); } EIGEN_DECLARE_TEST(half_float) { CALL_SUBTEST(test_numtraits()); for(int i = 0; i < g_repeat; i++) { CALL_SUBTEST(test_conversion()); CALL_SUBTEST(test_arithmetic()); CALL_SUBTEST(test_comparison()); CALL_SUBTEST(test_basic_functions()); CALL_SUBTEST(test_trigonometric_functions()); CALL_SUBTEST(test_array()); CALL_SUBTEST(test_product()); } }