arrayfire/test/math.cpp at master · arrayfire/arrayfire · GitHub

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/*******************************************************

* This file is distributed under 3-clause BSD license.

* The complete license agreement can be obtained at:

* http://arrayfire.com/licenses/BSD-3-Clause

********************************************************/

#include <gtest/gtest.h>

#include <testHelpers.hpp>

#include <af/arith.h>

#include <af/data.h>

#include <af/device.h>

#include <af/exception.h>

#include <af/random.h>

#include <complex>

// This makes the macros cleaner

using af::array;

using af::dim4;

using af::dtype_traits;

using af::exception;

using af::randu;

using half_float::half;

using std::abs;

using std::endl;

using std::vector;

const int num = 10000;

const float hlf_err = 1e-2;

const float flt_err = 1e-3;

const double dbl_err = 1e-6;

typedef std::complex<float> complex_float;

typedef std::complex<double> complex_double;

template<typename T>

T sigmoid(T in) {

return T(1.0 / (1.0 + std::exp(-in)));

}

template<typename T>

T rsqrt(T in) {

return T(1.0 / sqrt(in));

}

#define MATH_TEST(T, func, err, lo, hi) \

TEST(Math, func##_##T) { \

try { \

SUPPORTED_TYPE_CHECK(T); \

af_dtype ty = (af_dtype)dtype_traits<T>::af_type; \

array a = (hi - lo) * randu(num, ty) + lo + err; \

a = a.as(ty); \

eval(a); \

array b = func(a); \

vector<T> h_a(a.elements()); \

a.host(&h_a[0]); \

for (size_t i = 0; i < h_a.size(); i++) { h_a[i] = func(h_a[i]); } \

ASSERT_VEC_ARRAY_NEAR(h_a, dim4(h_a.size()), b, err); \

} catch (exception & ex) { FAIL() << ex.what(); } \

}

#define MATH_TESTS_HALF(func) MATH_TEST(half, func, hlf_err, 0.05f, 0.95f)

#define MATH_TESTS_FLOAT(func) MATH_TEST(float, func, flt_err, 0.05f, 0.95f)

#define MATH_TESTS_DOUBLE(func) MATH_TEST(double, func, dbl_err, 0.05, 0.95)

#define MATH_TESTS_CFLOAT(func) \

MATH_TEST(complex_float, func, flt_err, 0.05f, 0.95f)

#define MATH_TESTS_CDOUBLE(func) \

MATH_TEST(complex_double, func, dbl_err, 0.05, 0.95)

#define MATH_TESTS_REAL(func) \

MATH_TESTS_HALF(func) \

MATH_TESTS_FLOAT(func) \

MATH_TESTS_DOUBLE(func)

#define MATH_TESTS_CPLX(func) \

MATH_TESTS_CFLOAT(func) \

MATH_TESTS_CDOUBLE(func)

#define MATH_TESTS_ALL(func) \

MATH_TESTS_REAL(func) \

MATH_TESTS_CPLX(func)

#define MATH_TESTS_LIMITS_REAL(func, lo, hi) \

MATH_TEST(half, func, hlf_err, lo, hi) \

MATH_TEST(float, func, flt_err, lo, hi) \

MATH_TEST(double, func, dbl_err, lo, hi)

#define MATH_TESTS_LIMITS_CPLX(func, lo, hi) \

MATH_TEST(complex_float, func, flt_err, lo, hi) \

MATH_TEST(complex_double, func, dbl_err, lo, hi)

MATH_TESTS_ALL(sin)

MATH_TESTS_ALL(cos)

MATH_TESTS_ALL(tan)

MATH_TESTS_REAL(asin)

MATH_TESTS_REAL(acos)

MATH_TESTS_REAL(atan)

MATH_TESTS_ALL(sinh)

MATH_TESTS_ALL(cosh)

MATH_TESTS_ALL(tanh)

MATH_TESTS_ALL(sqrt)

MATH_TESTS_ALL(exp)

MATH_TESTS_ALL(log)

MATH_TESTS_REAL(log10)

MATH_TESTS_REAL(log2)

MATH_TESTS_REAL(rsqrt)

MATH_TESTS_REAL(sigmoid)

MATH_TESTS_LIMITS_REAL(abs, -10, 10)

MATH_TESTS_LIMITS_REAL(ceil, -10, 10)

MATH_TESTS_LIMITS_REAL(floor, -10, 10)

#if __cplusplus > 199711L || _MSC_VER >= 1800

MATH_TESTS_CPLX(asin)

MATH_TESTS_CPLX(acos)

MATH_TESTS_CPLX(atan)

MATH_TESTS_ALL(asinh)

MATH_TESTS_ALL(atanh)

MATH_TESTS_LIMITS_REAL(acosh, 1, 5)

MATH_TESTS_LIMITS_CPLX(acosh, 1, 5)

MATH_TESTS_LIMITS_REAL(round, -10, 10)

MATH_TESTS_REAL(cbrt)

MATH_TESTS_REAL(expm1)

MATH_TESTS_REAL(log1p)

MATH_TESTS_REAL(erf)

MATH_TESTS_REAL(erfc)

#endif

TEST(Math, Not) {

array a = randu(5, 5, b8);

array b = !a;

char *ha = a.host<char>();

char *hb = b.host<char>();

for (int i = 0; i < a.elements(); i++) { ASSERT_EQ(ha[i] ^ hb[i], true); }

af_free_host(ha);

af_free_host(hb);

}

TEST(Math, Modulus) {

af::dim4 shape(2, 2);

std::vector<long long> aData{3, 3, 3, 3};

std::vector<long long> bData{2, 2, 2, 2};

auto a = af::array(shape, aData.data(), afHost);

auto b = af::array(shape, bData.data(), afHost);

auto rem = a % b;

auto neg_rem = -a % b;

ASSERT_ARRAYS_EQ(af::constant(1, shape, s64), rem);

ASSERT_ARRAYS_EQ(af::constant(-1, shape, s64), neg_rem);

}

TEST(Math, ModulusFloat) {

SUPPORTED_TYPE_CHECK(half_float::half);

af::dim4 shape(2, 2);

auto a = af::constant(3, shape, af::dtype::f16);

auto b = af::constant(2, shape, af::dtype::f16);

auto a32 = af::constant(3, shape, af::dtype::f32);

auto b32 = af::constant(2, shape, af::dtype::f32);

auto a64 = af::constant(3, shape, af::dtype::f64);

auto b64 = af::constant(2, shape, af::dtype::f64);

auto rem = a % b;

auto rem32 = a32 % b32;

auto rem64 = a64 % b64;

auto neg_rem = -a % b;

auto neg_rem32 = -a32 % b32;

auto neg_rem64 = -a64 % b64;

ASSERT_ARRAYS_EQ(af::constant(1, shape, af::dtype::f16), rem);

ASSERT_ARRAYS_EQ(af::constant(1, shape, af::dtype::f32), rem32);

ASSERT_ARRAYS_EQ(af::constant(1, shape, af::dtype::f64), rem64);

ASSERT_ARRAYS_EQ(af::constant(-1, shape, af::dtype::f16), neg_rem);

ASSERT_ARRAYS_EQ(af::constant(-1, shape, af::dtype::f32), neg_rem32);

ASSERT_ARRAYS_EQ(af::constant(-1, shape, af::dtype::f64), neg_rem64);

ASSERT_ARRAYS_EQ(rem32.as(f16), rem);

}

arrayfire/test/math.cpp at master · arrayfire/arrayfire · GitHub

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