int test(Epsilon const& epsilon,
UblasVectorType & ublas_v1, UblasVectorType & ublas_v2,
ViennaCLVectorType1 & vcl_v1, ViennaCLVectorType2 & vcl_v2)
{
int retval = EXIT_SUCCESS;
NumericT cpu_result = 42.0;
viennacl::scalar<NumericT> gpu_result = 43.0;
//
// Initializer:
//
std::cout << "Checking for zero_vector initializer..." << std::endl;
ublas_v1 = ublas::zero_vector<NumericT>(ublas_v1.size());
vcl_v1 = viennacl::zero_vector<NumericT>(vcl_v1.size());
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for scalar_vector initializer..." << std::endl;
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), cpu_result);
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), cpu_result);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), gpu_result);
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), gpu_result);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for unit_vector initializer..." << std::endl;
ublas_v1 = ublas::unit_vector<NumericT>(ublas_v1.size(), 5);
vcl_v1 = viennacl::unit_vector<NumericT>(vcl_v1.size(), 5);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
{
ublas_v1[i] = NumericT(1.0) + random<NumericT>();
ublas_v2[i] = NumericT(1.0) + random<NumericT>();
}
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin()); //resync
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Checking for successful copy..." << std::endl;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(ublas_v2, vcl_v2, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// Part 1: Norms and inner product
//
// --------------------------------------------------------------------------
std::cout << "Testing inner_prod..." << std::endl;
cpu_result = viennacl::linalg::inner_prod(ublas_v1, ublas_v2);
NumericT cpu_result2 = viennacl::linalg::inner_prod(vcl_v1, vcl_v2);
gpu_result = viennacl::linalg::inner_prod(vcl_v1, vcl_v2);
if (check(cpu_result, cpu_result2, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing norm_1..." << std::endl;
cpu_result = ublas::norm_1(ublas_v1);
gpu_result = viennacl::linalg::norm_1(vcl_v1);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
gpu_result = 2 * cpu_result; //reset
gpu_result = ublas::norm_1(ublas_v1);
cpu_result = viennacl::linalg::norm_1(vcl_v1);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing norm_2..." << std::endl;
cpu_result = ublas::norm_2(ublas_v1);
gpu_result = viennacl::linalg::norm_2(vcl_v1);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
gpu_result = 2 * cpu_result; //reset
gpu_result = ublas::norm_2(ublas_v1);
cpu_result = viennacl::linalg::norm_2(vcl_v1);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing norm_inf..." << std::endl;
cpu_result = ublas::norm_inf(ublas_v1);
gpu_result = viennacl::linalg::norm_inf(vcl_v1);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
gpu_result = 2 * cpu_result; //reset
gpu_result = ublas::norm_inf(ublas_v1);
cpu_result = viennacl::linalg::norm_inf(vcl_v1);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing index_norm_inf..." << std::endl;
std::size_t cpu_index = ublas::index_norm_inf(ublas_v1);
std::size_t gpu_index = viennacl::linalg::index_norm_inf(vcl_v1);
if (check(static_cast<NumericT>(cpu_index), static_cast<NumericT>(gpu_index), epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
cpu_result = ublas_v1[index_norm_inf(ublas_v1)];
gpu_result = vcl_v1[viennacl::linalg::index_norm_inf(vcl_v1)];
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// Plane rotation and assignments
//
// --------------------------------------------------------------------------
ublas::vector<NumericT> x = ublas_v1;
ublas::vector<NumericT> y = ublas_v2;
ublas::vector<NumericT> t = ublas_v1;
t.assign (NumericT(1.1) * x + NumericT(2.3) * y),
y.assign (- NumericT(2.3) * x + NumericT(1.1) * y),
x.assign (t);
viennacl::linalg::plane_rotation(vcl_v1, vcl_v2, NumericT(1.1), NumericT(2.3));
if (check(x, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(y, vcl_v2, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing assignments..." << std::endl;
NumericT val = static_cast<NumericT>(1e-3);
for (size_t i=0; i < ublas_v1.size(); ++i)
ublas_v1(i) = val;
for (size_t i=0; i < vcl_v1.size(); ++i)
vcl_v1(i) = val;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// multiplication and division of vectors by scalars
//
std::cout << "Testing scaling with CPU scalar..." << std::endl;
NumericT alpha = static_cast<NumericT>(2.7182);
viennacl::scalar<NumericT> gpu_alpha = alpha;
ublas_v1 *= alpha;
vcl_v1 *= alpha;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing scaling with GPU scalar..." << std::endl;
ublas_v1 *= alpha;
vcl_v1 *= gpu_alpha;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
NumericT beta = static_cast<NumericT>(1.4153);
viennacl::scalar<NumericT> gpu_beta = beta;
std::cout << "Testing shrinking with CPU scalar..." << std::endl;
ublas_v1 /= beta;
vcl_v1 /= beta;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing shrinking with GPU scalar..." << std::endl;
ublas_v1 /= beta;
vcl_v1 /= gpu_beta;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// add and inplace_add of vectors
//
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin()); //resync
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing add on vector..." << std::endl;
std::cout << "Checking for successful copy..." << std::endl;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(ublas_v2, vcl_v2, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas_v1 + ublas_v2;
vcl_v1 = vcl_v1 + vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace-add on vector..." << std::endl;
ublas_v1 += ublas_v2;
vcl_v1 += vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// subtract and inplace_subtract of vectors
//
std::cout << "Testing sub on vector..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 - ublas_v2;
vcl_v1 = vcl_v1 - vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace-sub on vector..." << std::endl;
ublas_v1 -= ublas_v2;
vcl_v1 -= vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// multiply-add
//
std::cout << "Testing multiply-add on vector with CPU scalar (right)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + alpha * ublas_v2;
vcl_v1 = vcl_v1 + alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with CPU scalar (left)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 + ublas_v2;
vcl_v1 = alpha * vcl_v1 + vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with CPU scalar (both)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 + beta * ublas_v2;
vcl_v1 = alpha * vcl_v1 + beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-add on vector with CPU scalar..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * ublas_v2;
vcl_v1 += alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with GPU scalar (right)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + alpha * ublas_v2;
vcl_v1 = vcl_v1 + gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with GPU scalar (left)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + alpha * ublas_v2;
vcl_v1 = vcl_v1 + gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with GPU scalar (both)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 + beta * ublas_v2;
vcl_v1 = gpu_alpha * vcl_v1 + gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-add on vector with GPU scalar (both, adding)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * ublas_v1 + beta * ublas_v2;
vcl_v1 += gpu_alpha * vcl_v1 + gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-add on vector with GPU scalar (both, subtracting)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * ublas_v1 - beta * ublas_v2;
vcl_v1 += gpu_alpha * vcl_v1 - gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-add on vector with GPU scalar..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * ublas_v2;
vcl_v1 += gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// multiply-subtract
//
std::cout << "Testing multiply-subtract on vector with CPU scalar (right)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 - alpha * ublas_v2;
vcl_v1 = vcl_v1 - alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-subtract on vector with CPU scalar (left)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 - ublas_v2;
vcl_v1 = alpha * vcl_v1 - vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-subtract on vector with CPU scalar (both)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 - beta * ublas_v2;
vcl_v1 = alpha * vcl_v1 - beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-subtract on vector with CPU scalar..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 -= alpha * ublas_v2;
vcl_v1 -= alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-subtract on vector with GPU scalar (right)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 - alpha * ublas_v2;
vcl_v1 = vcl_v1 - gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-subtract on vector with GPU scalar (left)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 - alpha * ublas_v2;
vcl_v1 = vcl_v1 - gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-subtract on vector with GPU scalar (both)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 - beta * ublas_v2;
vcl_v1 = gpu_alpha * vcl_v1 - gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-subtract on vector with GPU scalar (both, adding)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 -= alpha * ublas_v1 + beta * ublas_v2;
vcl_v1 -= gpu_alpha * vcl_v1 + gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-subtract on vector with GPU scalar (both, subtracting)..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 -= alpha * ublas_v1 - beta * ublas_v2;
vcl_v1 -= gpu_alpha * vcl_v1 - gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-subtract on vector with GPU scalar..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 -= alpha * ublas_v2;
vcl_v1 -= gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// More complicated expressions (for ensuring the operator overloads work correctly)
//
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing three vector additions..." << std::endl;
ublas_v1 = ublas_v2 + ublas_v1 + ublas_v2;
vcl_v1 = vcl_v2 + vcl_v1 + vcl_v2;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing complicated vector expression with CPU scalar..." << std::endl;
ublas_v1 = beta * (ublas_v1 - alpha * ublas_v2);
vcl_v1 = beta * (vcl_v1 - alpha * vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing complicated vector expression with GPU scalar..." << std::endl;
ublas_v1 = beta * (ublas_v1 - alpha * ublas_v2);
vcl_v1 = gpu_beta * (vcl_v1 - gpu_alpha * vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing swap..." << std::endl;
swap(ublas_v1, ublas_v2);
swap(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
for (std::size_t i=0; i<ublas_v1.size(); ++i)
{
ublas_v1[i] = NumericT(1.0) + random<NumericT>();
ublas_v2[i] = NumericT(1.0) + random<NumericT>();
}
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing elementwise multiplication..." << std::endl;
ublas_v1 = ublas::element_prod(ublas_v1, ublas_v2);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::element_prod(ublas_v1 + ublas_v2, ublas_v2);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1 + vcl_v2, vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::element_prod(ublas_v1, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::element_prod(ublas_v1 + ublas_v2, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1 + vcl_v2, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing elementwise division..." << std::endl;
ublas_v1 = ublas::element_div(ublas_v1, ublas_v2);
vcl_v1 = viennacl::linalg::element_div(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::element_div(ublas_v1 + ublas_v2, ublas_v2);
vcl_v1 = viennacl::linalg::element_div(vcl_v1 + vcl_v2, vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::element_div(ublas_v1, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_div(vcl_v1, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::element_div(ublas_v1 + ublas_v2, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_div(vcl_v1 + vcl_v2, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing another complicated vector expression with CPU scalars..." << std::endl;
ublas_v1 = ublas_v2 / alpha + beta * (ublas_v1 - alpha*ublas_v2);
vcl_v1 = vcl_v2 / alpha + beta * (vcl_v1 - alpha*vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing another complicated vector expression with GPU scalars..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v2 / alpha + beta * (ublas_v1 - alpha*ublas_v2);
vcl_v1 = vcl_v2 / gpu_alpha + gpu_beta * (vcl_v1 - gpu_alpha*vcl_v2);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing lenghty sum of scaled vectors..." << std::endl;
ublas_v2 = 3.1415 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v2 / alpha + beta * ublas_v1 - alpha * ublas_v2 + beta * ublas_v1 - alpha * ublas_v1;
vcl_v1 = vcl_v2 / gpu_alpha + gpu_beta * vcl_v1 - alpha * vcl_v2 + beta * vcl_v1 - alpha * vcl_v1;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
return retval;
}
int test_prod_rank1(UblasMatrixType & ublas_m1, UblasVectorType & ublas_v1, UblasVectorType & ublas_v2,
VCLMatrixType & vcl_m1, VCLVectorType1 & vcl_v1, VCLVectorType2 & vcl_v2)
{
int retval = EXIT_SUCCESS;
// sync data:
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), NumericT(2));
ublas_v2 = ublas::scalar_vector<NumericT>(ublas_v2.size(), NumericT(3));
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
viennacl::copy(ublas_m1, vcl_m1);
// --------------------------------------------------------------------------
std::cout << "Rank 1 update" << std::endl;
ublas_m1 += ublas::outer_prod(ublas_v1, ublas_v2);
vcl_m1 += viennacl::linalg::outer_prod(vcl_v1, vcl_v2);
if ( diff(ublas_m1, vcl_m1) != 0 )
{
std::cout << "# Error at operation: rank 1 update" << std::endl;
std::cout << " diff: " << diff(ublas_m1, vcl_m1) << std::endl;
return EXIT_FAILURE;
}
// --------------------------------------------------------------------------
std::cout << "Scaled rank 1 update - CPU Scalar" << std::endl;
ublas_m1 += NumericT(4) * ublas::outer_prod(ublas_v1, ublas_v2);
vcl_m1 += NumericT(2) * viennacl::linalg::outer_prod(vcl_v1, vcl_v2);
vcl_m1 += viennacl::linalg::outer_prod(vcl_v1, vcl_v2) * NumericT(2); //check proper compilation
if ( diff(ublas_m1, vcl_m1) != 0 )
{
std::cout << "# Error at operation: scaled rank 1 update - CPU Scalar" << std::endl;
std::cout << " diff: " << diff(ublas_m1, vcl_m1) << std::endl;
return EXIT_FAILURE;
}
// --------------------------------------------------------------------------
std::cout << "Scaled rank 1 update - GPU Scalar" << std::endl;
ublas_m1 += NumericT(4) * ublas::outer_prod(ublas_v1, ublas_v2);
vcl_m1 += viennacl::scalar<NumericT>(2) * viennacl::linalg::outer_prod(vcl_v1, vcl_v2);
vcl_m1 += viennacl::linalg::outer_prod(vcl_v1, vcl_v2) * viennacl::scalar<NumericT>(2); //check proper compilation
if ( diff(ublas_m1, vcl_m1) != 0 )
{
std::cout << "# Error at operation: scaled rank 1 update - GPU Scalar" << std::endl;
std::cout << " diff: " << diff(ublas_m1, vcl_m1) << std::endl;
return EXIT_FAILURE;
}
//reset vcl_matrix:
viennacl::copy(ublas_m1, vcl_m1);
// --------------------------------------------------------------------------
std::cout << "Matrix-Vector product" << std::endl;
ublas_v1 = viennacl::linalg::prod(ublas_m1, ublas_v2);
vcl_v1 = viennacl::linalg::prod(vcl_m1, vcl_v2);
if ( diff(ublas_v1, vcl_v1) != 0 )
{
std::cout << "# Error at operation: matrix-vector product" << std::endl;
std::cout << " diff: " << diff(ublas_v1, vcl_v1) << std::endl;
retval = EXIT_FAILURE;
}
// --------------------------------------------------------------------------
std::cout << "Matrix-Vector product with scaled add" << std::endl;
NumericT alpha = static_cast<NumericT>(2);
NumericT beta = static_cast<NumericT>(3);
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * viennacl::linalg::prod(ublas_m1, ublas_v2) + beta * ublas_v1;
vcl_v1 = alpha * viennacl::linalg::prod(vcl_m1, vcl_v2) + beta * vcl_v1;
if ( diff(ublas_v1, vcl_v1) != 0 )
{
std::cout << "# Error at operation: matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << diff(ublas_v1, vcl_v1) << std::endl;
retval = EXIT_FAILURE;
}
// --------------------------------------------------------------------------
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Transposed Matrix-Vector product" << std::endl;
ublas_v2 = alpha * viennacl::linalg::prod(trans(ublas_m1), ublas_v1);
vcl_v2 = alpha * viennacl::linalg::prod(trans(vcl_m1), vcl_v1);
if ( diff(ublas_v2, vcl_v2) != 0 )
{
std::cout << "# Error at operation: transposed matrix-vector product" << std::endl;
std::cout << " diff: " << diff(ublas_v2, vcl_v2) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Transposed Matrix-Vector product with scaled add" << std::endl;
ublas_v2 = alpha * viennacl::linalg::prod(trans(ublas_m1), ublas_v1) + beta * ublas_v2;
vcl_v2 = alpha * viennacl::linalg::prod(trans(vcl_m1), vcl_v1) + beta * vcl_v2;
if ( diff(ublas_v2, vcl_v2) != 0 )
{
std::cout << "# Error at operation: transposed matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << diff(ublas_v2, vcl_v2) << std::endl;
retval = EXIT_FAILURE;
}
// --------------------------------------------------------------------------
return retval;
}
int test(Epsilon const& epsilon,
UblasVectorType & ublas_v1, UblasVectorType & ublas_v2,
ViennaCLVectorType1 & vcl_v1, ViennaCLVectorType2 & vcl_v2)
{
int retval = EXIT_SUCCESS;
NumericT cpu_result = 42.0;
viennacl::scalar<NumericT> gpu_result = 43.0;
//
// Initializer:
//
std::cout << "Checking for zero_vector initializer..." << std::endl;
ublas_v1 = ublas::zero_vector<NumericT>(ublas_v1.size());
vcl_v1 = viennacl::zero_vector<NumericT>(vcl_v1.size());
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for scalar_vector initializer..." << std::endl;
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), cpu_result);
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), cpu_result);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), gpu_result);
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), gpu_result);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for unit_vector initializer..." << std::endl;
ublas_v1 = ublas::unit_vector<NumericT>(ublas_v1.size(), 5);
vcl_v1 = viennacl::unit_vector<NumericT>(vcl_v1.size(), 5);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
{
ublas_v1[i] = NumericT(1.0) + random<NumericT>();
ublas_v2[i] = NumericT(1.0) + random<NumericT>();
}
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin()); //resync
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Checking for successful copy..." << std::endl;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(ublas_v2, vcl_v2, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing simple assignments..." << std::endl;
{
ublas_v1 = ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), vcl_v2); // same as vcl_v1 = vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
ublas_v1 += ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_add(), vcl_v2); // same as vcl_v1 += vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
ublas_v1 -= ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_sub(), vcl_v2); // same as vcl_v1 -= vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "Testing composite assignments..." << std::endl;
{
ublas_v1 = ublas_v1 + ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), vcl_v1 + vcl_v2); // same as vcl_v1 = vcl_v1 + vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
ublas_v1 = ublas_v1 - ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), vcl_v1 - vcl_v2); // same as vcl_v1 = vcl_v1 - vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
// --------------------------------------------------------------------------
return retval;
}
int test(UblasVectorType & ublas_v1, UblasVectorType & ublas_v2,
ViennaCLVectorType1 & vcl_v1, ViennaCLVectorType2 & vcl_v2)
{
int retval = EXIT_SUCCESS;
NumericT cpu_result = 42;
viennacl::scalar<NumericT> gpu_result = 43;
//
// Initializer:
//
std::cout << "Checking for zero_vector initializer..." << std::endl;
//ublas_v1 = ublas::zero_vector<NumericT>(ublas_v1.size());
for (std::size_t i=0; i<ublas_v1.size(); ++i)
ublas_v1[i] = 0;
vcl_v1 = viennacl::zero_vector<NumericT>(vcl_v1.size());
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for scalar_vector initializer..." << std::endl;
//ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), cpu_result);
for (std::size_t i=0; i<ublas_v1.size(); ++i)
ublas_v1[i] = cpu_result;
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), cpu_result);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
//ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), gpu_result);
for (std::size_t i=0; i<ublas_v1.size(); ++i)
ublas_v1[i] = cpu_result + 1;
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), gpu_result);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for unit_vector initializer..." << std::endl;
//ublas_v1 = ublas::unit_vector<NumericT>(ublas_v1.size(), 5);
for (std::size_t i=0; i<ublas_v1.size(); ++i)
ublas_v1[i] = (i == 5) ? 1 : 0;
vcl_v1 = viennacl::unit_vector<NumericT>(vcl_v1.size(), 5);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
{
ublas_v1[i] = NumericT(i);
ublas_v2[i] = NumericT(i+42);
}
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin()); //resync
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Checking for successful copy..." << std::endl;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(ublas_v2, vcl_v2) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// Part 1: Norms and inner product
//
// --------------------------------------------------------------------------
std::cout << "Testing inner_prod..." << std::endl;
cpu_result = viennacl::linalg::inner_prod(ublas_v1, ublas_v2);
NumericT cpu_result2 = viennacl::linalg::inner_prod(vcl_v1, vcl_v2);
gpu_result = viennacl::linalg::inner_prod(vcl_v1, vcl_v2);
if (check(cpu_result, cpu_result2) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(cpu_result, gpu_result) != EXIT_SUCCESS)
return EXIT_FAILURE;
cpu_result = inner_prod(ublas_v1 + ublas_v2, 2*ublas_v2);
NumericT cpu_result3 = viennacl::linalg::inner_prod(vcl_v1 + vcl_v2, 2*vcl_v2);
gpu_result = viennacl::linalg::inner_prod(vcl_v1 + vcl_v2, 2*vcl_v2);
if (check(cpu_result, cpu_result3) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(cpu_result, gpu_result) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing norm_1..." << std::endl;
cpu_result = 0;
for (std::size_t i=0; i<ublas_v1.size(); ++i) //note: norm_1 broken for unsigned ints on MacOS
cpu_result += ublas_v1[i];
gpu_result = viennacl::linalg::norm_1(vcl_v1);
if (check(cpu_result, gpu_result) != EXIT_SUCCESS)
return EXIT_FAILURE;
cpu_result2 = 0; //reset
for (std::size_t i=0; i<ublas_v1.size(); ++i) //note: norm_1 broken for unsigned ints on MacOS
cpu_result2 += ublas_v1[i];
cpu_result = viennacl::linalg::norm_1(vcl_v1);
if (check(cpu_result, cpu_result2) != EXIT_SUCCESS)
return EXIT_FAILURE;
cpu_result2 = 0;
for (std::size_t i=0; i<ublas_v1.size(); ++i) //note: norm_1 broken for unsigned ints on MacOS
cpu_result2 += ublas_v1[i] + ublas_v2[i];
cpu_result = viennacl::linalg::norm_1(vcl_v1 + vcl_v2);
if (check(cpu_result, cpu_result2) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing norm_inf..." << std::endl;
cpu_result = 0;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
if (ublas_v1[i] > cpu_result)
cpu_result = ublas_v1[i];
gpu_result = viennacl::linalg::norm_inf(vcl_v1);
if (check(cpu_result, gpu_result) != EXIT_SUCCESS)
return EXIT_FAILURE;
cpu_result2 = 0;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
if (ublas_v1[i] > cpu_result2)
cpu_result2 = ublas_v1[i];
cpu_result = viennacl::linalg::norm_inf(vcl_v1);
if (check(cpu_result, cpu_result2) != EXIT_SUCCESS)
return EXIT_FAILURE;
cpu_result2 = 0;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
if (ublas_v1[i] + ublas_v2[i] > cpu_result2)
cpu_result2 = ublas_v1[i] + ublas_v2[i];
cpu_result = viennacl::linalg::norm_inf(vcl_v1 + vcl_v2);
if (check(cpu_result, cpu_result2) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing index_norm_inf..." << std::endl;
std::size_t cpu_index = 0;
cpu_result = 0;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
if (ublas_v1[i] > cpu_result)
{
cpu_result = ublas_v1[i];
cpu_index = i;
}
std::size_t gpu_index = viennacl::linalg::index_norm_inf(vcl_v1);
if (check(static_cast<NumericT>(cpu_index), static_cast<NumericT>(gpu_index)) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
gpu_result = vcl_v1[viennacl::linalg::index_norm_inf(vcl_v1)];
if (check(cpu_result, gpu_result) != EXIT_SUCCESS)
return EXIT_FAILURE;
cpu_index = 0;
cpu_result = 0;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
if (ublas_v1[i] + ublas_v2[i] > cpu_result)
{
cpu_result = ublas_v1[i];
cpu_index = i;
}
gpu_result = vcl_v1[viennacl::linalg::index_norm_inf(vcl_v1 + vcl_v2)];
if (check(cpu_result, gpu_result) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing assignments..." << std::endl;
NumericT val = static_cast<NumericT>(1);
for (size_t i=0; i < ublas_v1.size(); ++i)
ublas_v1(i) = val;
for (size_t i=0; i < vcl_v1.size(); ++i)
vcl_v1(i) = val;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// multiplication and division of vectors by scalars
//
std::cout << "Testing scaling with CPU scalar..." << std::endl;
NumericT alpha = static_cast<NumericT>(3);
viennacl::scalar<NumericT> gpu_alpha = alpha;
ublas_v1 *= alpha;
vcl_v1 *= alpha;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing scaling with GPU scalar..." << std::endl;
ublas_v1 *= alpha;
vcl_v1 *= gpu_alpha;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
NumericT beta = static_cast<NumericT>(2);
viennacl::scalar<NumericT> gpu_beta = beta;
std::cout << "Testing shrinking with CPU scalar..." << std::endl;
ublas_v1 /= beta;
vcl_v1 /= beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing shrinking with GPU scalar..." << std::endl;
ublas_v1 /= beta;
vcl_v1 /= gpu_beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// add and inplace_add of vectors
//
for (size_t i=0; i < ublas_v1.size(); ++i)
ublas_v1(i) = NumericT(i);
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin()); //resync
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing add on vector..." << std::endl;
std::cout << "Checking for successful copy..." << std::endl;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(ublas_v2, vcl_v2) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas_v1 + ublas_v2;
vcl_v1 = vcl_v1 + vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace-add on vector..." << std::endl;
ublas_v1 += ublas_v2;
vcl_v1 += vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// multiply-add
//
std::cout << "Testing multiply-add on vector with CPU scalar (right)..." << std::endl;
for (size_t i=0; i < ublas_v1.size(); ++i)
ublas_v1(i) = NumericT(i);
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + alpha * ublas_v2;
vcl_v1 = vcl_v1 + alpha * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with CPU scalar (left)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 + ublas_v2;
vcl_v1 = alpha * vcl_v1 + vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with CPU scalar (both)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 + beta * ublas_v2;
vcl_v1 = alpha * vcl_v1 + beta * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-add on vector with CPU scalar..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * ublas_v2;
vcl_v1 += alpha * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with GPU scalar (right)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + alpha * ublas_v2;
vcl_v1 = vcl_v1 + gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with GPU scalar (left)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + alpha * ublas_v2;
vcl_v1 = vcl_v1 + gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-add on vector with GPU scalar (both)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * ublas_v1 + beta * ublas_v2;
vcl_v1 = gpu_alpha * vcl_v1 + gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-add on vector with GPU scalar (both, adding)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * ublas_v1 + beta * ublas_v2;
vcl_v1 += gpu_alpha * vcl_v1 + gpu_beta * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace multiply-add on vector with GPU scalar..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * ublas_v2;
vcl_v1 += gpu_alpha * vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// division-add
//
std::cout << "Testing division-add on vector with CPU scalar (right)..." << std::endl;
for (size_t i=0; i < ublas_v1.size(); ++i)
ublas_v1(i) = NumericT(i);
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + ublas_v2 / alpha;
vcl_v1 = vcl_v1 + vcl_v2 / alpha;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing division-add on vector with CPU scalar (left)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 / alpha + ublas_v2;
vcl_v1 = vcl_v1 / alpha + vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing division-add on vector with CPU scalar (both)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 / alpha + ublas_v2 / beta;
vcl_v1 = vcl_v1 / alpha + vcl_v2 / beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing division-multiply-add on vector with CPU scalar..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 / alpha + ublas_v2 * beta;
vcl_v1 = vcl_v1 / alpha + vcl_v2 * beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing multiply-division-add on vector with CPU scalar..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 * alpha + ublas_v2 / beta;
vcl_v1 = vcl_v1 * alpha + vcl_v2 / beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace division-add on vector with CPU scalar..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += ublas_v2 / alpha;
vcl_v1 += vcl_v2 / alpha;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing division-add on vector with GPU scalar (right)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + ublas_v2 / alpha;
vcl_v1 = vcl_v1 + vcl_v2 / gpu_alpha;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing division-add on vector with GPU scalar (left)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 + ublas_v2 / alpha;
vcl_v1 = vcl_v1 + vcl_v2 / gpu_alpha;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing division-add on vector with GPU scalar (both)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas_v1 / alpha + ublas_v2 / beta;
vcl_v1 = vcl_v1 / gpu_alpha + vcl_v2 / gpu_beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace division-add on vector with GPU scalar (both, adding)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += ublas_v1 / alpha + ublas_v2 / beta;
vcl_v1 += vcl_v1 / gpu_alpha + vcl_v2 / gpu_beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace division-multiply-add on vector with GPU scalar (adding)..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += ublas_v1 / alpha + ublas_v2 * beta;
vcl_v1 += vcl_v1 / gpu_alpha + vcl_v2 * gpu_beta;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing inplace division-add on vector with GPU scalar..." << std::endl;
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += ublas_v2 * alpha;
vcl_v1 += vcl_v2 * gpu_alpha;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
//
// More complicated expressions (for ensuring the operator overloads work correctly)
//
for (size_t i=0; i < ublas_v1.size(); ++i)
ublas_v1(i) = NumericT(i);
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing three vector additions..." << std::endl;
ublas_v1 = ublas_v2 + ublas_v1 + ublas_v2;
vcl_v1 = vcl_v2 + vcl_v1 + vcl_v2;
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
ublas_v2 = 3 * ublas_v1;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Testing swap..." << std::endl;
swap(ublas_v1, ublas_v2);
swap(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing elementwise multiplication..." << std::endl;
std::cout << " v1 = element_prod(v1, v2);" << std::endl;
ublas_v1 = ublas::element_prod(ublas_v1, ublas_v2);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << " v1 += element_prod(v1, v2);" << std::endl;
ublas_v1 += ublas::element_prod(ublas_v1, ublas_v2);
vcl_v1 += viennacl::linalg::element_prod(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
///////
std::cout << " v1 = element_prod(v1 + v2, v2);" << std::endl;
ublas_v1 = ublas::element_prod(ublas_v1 + ublas_v2, ublas_v2);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1 + vcl_v2, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << " v1 += element_prod(v1 + v2, v2);" << std::endl;
ublas_v1 += ublas::element_prod(ublas_v1 + ublas_v2, ublas_v2);
vcl_v1 += viennacl::linalg::element_prod(vcl_v1 + vcl_v2, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
///////
std::cout << " v1 = element_prod(v1, v2 + v1);" << std::endl;
ublas_v1 = ublas::element_prod(ublas_v1, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << " v1 += element_prod(v1, v2 + v1);" << std::endl;
ublas_v1 += ublas::element_prod(ublas_v1, ublas_v2 + ublas_v1);
vcl_v1 += viennacl::linalg::element_prod(vcl_v1, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
///////
std::cout << " v1 = element_prod(v1 + v2, v2 + v1);" << std::endl;
ublas_v1 = ublas::element_prod(ublas_v1 + ublas_v2, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_prod(vcl_v1 + vcl_v2, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << " v1 += element_prod(v1 + v2, v2 + v1);" << std::endl;
ublas_v1 += ublas::element_prod(ublas_v1 + ublas_v2, ublas_v2 + ublas_v1);
vcl_v1 += viennacl::linalg::element_prod(vcl_v1 + vcl_v2, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Testing elementwise division..." << std::endl;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
{
ublas_v1[i] = NumericT(1 + i);
ublas_v2[i] = NumericT(5 + i);
}
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = ublas::element_div(ublas_v1, ublas_v2);
vcl_v1 = viennacl::linalg::element_div(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 += ublas::element_div(ublas_v1, ublas_v2);
vcl_v1 += viennacl::linalg::element_div(vcl_v1, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
///////
ublas_v1 = ublas::element_div(ublas_v1 + ublas_v2, ublas_v2);
vcl_v1 = viennacl::linalg::element_div(vcl_v1 + vcl_v2, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 += ublas::element_div(ublas_v1 + ublas_v2, ublas_v2);
vcl_v1 += viennacl::linalg::element_div(vcl_v1 + vcl_v2, vcl_v2);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
///////
ublas_v1 = ublas::element_div(ublas_v1, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_div(vcl_v1, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 += ublas::element_div(ublas_v1, ublas_v2 + ublas_v1);
vcl_v1 += viennacl::linalg::element_div(vcl_v1, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
///////
ublas_v1 = ublas::element_div(ublas_v1 + ublas_v2, ublas_v2 + ublas_v1);
vcl_v1 = viennacl::linalg::element_div(vcl_v1 + vcl_v2, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 += ublas::element_div(ublas_v1 + ublas_v2, ublas_v2 + ublas_v1);
vcl_v1 += viennacl::linalg::element_div(vcl_v1 + vcl_v2, vcl_v2 + vcl_v1);
if (check(ublas_v1, vcl_v1) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
return retval;
}
int test(Epsilon const& epsilon,
UblasVectorType & ublas_v1, UblasVectorType & ublas_v2,
ViennaCLVectorType1 & vcl_v1, ViennaCLVectorType2 & vcl_v2)
{
int retval = EXIT_SUCCESS;
NumericT cpu_result = 42.0;
viennacl::scalar<NumericT> gpu_result = 43.0;
NumericT alpha = NumericT(3.1415);
NumericT beta = NumericT(2.7172);
//
// Initializer:
//
std::cout << "Checking for zero_vector initializer..." << std::endl;
ublas_v1 = ublas::zero_vector<NumericT>(ublas_v1.size());
vcl_v1 = viennacl::zero_vector<NumericT>(vcl_v1.size());
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for scalar_vector initializer..." << std::endl;
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), cpu_result);
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), cpu_result);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), gpu_result);
vcl_v1 = viennacl::scalar_vector<NumericT>(vcl_v1.size(), gpu_result);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
std::cout << "Checking for unit_vector initializer..." << std::endl;
ublas_v1 = ublas::unit_vector<NumericT>(ublas_v1.size(), 5);
vcl_v1 = viennacl::unit_vector<NumericT>(vcl_v1.size(), 5);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
for (std::size_t i=0; i<ublas_v1.size(); ++i)
{
ublas_v1[i] = NumericT(1.0) + random<NumericT>();
ublas_v2[i] = NumericT(1.0) + random<NumericT>();
}
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin()); //resync
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Checking for successful copy..." << std::endl;
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
if (check(ublas_v2, vcl_v2, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
// --------------------------------------------------------------------------
std::cout << "Testing simple assignments..." << std::endl;
{
ublas_v1 = ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), vcl_v2); // same as vcl_v1 = vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
ublas_v1 += ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_add(), vcl_v2); // same as vcl_v1 += vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
ublas_v1 -= ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_sub(), vcl_v2); // same as vcl_v1 -= vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "Testing composite assignments..." << std::endl;
{
ublas_v1 = ublas_v1 + ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), vcl_v1 + vcl_v2); // same as vcl_v1 = vcl_v1 + vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
ublas_v1 += alpha * ublas_v1 - beta * ublas_v2 + ublas_v1 / beta - ublas_v2 / alpha;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_add(), alpha * vcl_v1 - beta * vcl_v2 + vcl_v1 / beta - vcl_v2 / alpha); // same as vcl_v1 += alpha * vcl_v1 - beta * vcl_v2 + beta * vcl_v1 - alpha * vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
ublas_v1 = ublas_v1 - ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), vcl_v1 - vcl_v2); // same as vcl_v1 = vcl_v1 - vcl_v2;
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "--- Testing reductions ---" << std::endl;
std::cout << "inner_prod..." << std::endl;
{
cpu_result = inner_prod(ublas_v1, ublas_v2);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::inner_prod(vcl_v1, vcl_v2)); // same as gpu_result = inner_prod(vcl_v1, vcl_v2);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
cpu_result = inner_prod(ublas_v1 + ublas_v2, ublas_v2);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::inner_prod(vcl_v1 + vcl_v2, vcl_v2)); // same as gpu_result = inner_prod(vcl_v1 + vcl_v2, vcl_v2);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
cpu_result = inner_prod(ublas_v1, ublas_v2 - ublas_v1);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::inner_prod(vcl_v1, vcl_v2 - vcl_v1)); // same as gpu_result = inner_prod(vcl_v1, vcl_v2 - vcl_v1);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
cpu_result = inner_prod(ublas_v1 - ublas_v2, ublas_v2 + ublas_v1);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::inner_prod(vcl_v1 - vcl_v2, vcl_v2 + vcl_v1)); // same as gpu_result = inner_prod(vcl_v1 - vcl_v2, vcl_v2 + vcl_v1);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "norm_1..." << std::endl;
{
cpu_result = norm_1(ublas_v1);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::norm_1(vcl_v1)); // same as gpu_result = norm_1(vcl_v1);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
cpu_result = norm_1(ublas_v1 + ublas_v2);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::norm_1(vcl_v1 + vcl_v2)); // same as gpu_result = norm_1(vcl_v1 + vcl_v2);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "norm_2..." << std::endl;
{
cpu_result = norm_2(ublas_v1);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::norm_2(vcl_v1)); // same as gpu_result = norm_2(vcl_v1);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
cpu_result = norm_2(ublas_v1 + ublas_v2);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::norm_2(vcl_v1 + vcl_v2)); // same as gpu_result = norm_2(vcl_v1 + vcl_v2);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "norm_inf..." << std::endl;
{
cpu_result = norm_inf(ublas_v1);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::norm_inf(vcl_v1)); // same as gpu_result = norm_inf(vcl_v1);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
{
cpu_result = norm_inf(ublas_v1 - ublas_v2);
viennacl::scheduler::statement my_statement(gpu_result, viennacl::op_assign(), viennacl::linalg::norm_inf(vcl_v1 - vcl_v2)); // same as gpu_result = norm_inf(vcl_v1 - vcl_v2);
viennacl::scheduler::execute(my_statement);
if (check(cpu_result, gpu_result, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "--- Testing elementwise operations (binary) ---" << std::endl;
std::cout << "x = element_prod(x, y)... ";
{
ublas_v1 = element_prod(ublas_v1, ublas_v2);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_prod(vcl_v1, vcl_v2));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = element_prod(x + y, y)... ";
{
ublas_v1 = element_prod(ublas_v1 + ublas_v2, ublas_v2);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_prod(vcl_v1 + vcl_v2, vcl_v2));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = element_prod(x, x + y)... ";
{
ublas_v1 = element_prod(ublas_v1, ublas_v1 + ublas_v2);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_prod(vcl_v1, vcl_v2 + vcl_v1));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = element_prod(x - y, y + x)... ";
{
ublas_v1 = element_prod(ublas_v1 - ublas_v2, ublas_v2 + ublas_v1);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_prod(vcl_v1 - vcl_v2, vcl_v2 + vcl_v1));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = element_div(x, y)... ";
{
ublas_v1 = element_div(ublas_v1, ublas_v2);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_div(vcl_v1, vcl_v2));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = element_div(x + y, y)... ";
{
ublas_v1 = element_div(ublas_v1 + ublas_v2, ublas_v2);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_div(vcl_v1 + vcl_v2, vcl_v2));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = element_div(x, x + y)... ";
{
ublas_v1 = element_div(ublas_v1, ublas_v1 + ublas_v2);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_div(vcl_v1, vcl_v2 + vcl_v1));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = element_div(x - y, y + x)... ";
{
ublas_v1 = element_div(ublas_v1 - ublas_v2, ublas_v2 + ublas_v1);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_div(vcl_v1 - vcl_v2, vcl_v2 + vcl_v1));
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "--- Testing elementwise operations (unary) ---" << std::endl;
#define GENERATE_UNARY_OP_TEST(OPNAME) \
ublas_v1 = ublas::scalar_vector<NumericT>(ublas_v1.size(), NumericT(0.21)); \
ublas_v2 = NumericT(3.1415) * ublas_v1; \
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin()); \
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin()); \
{ \
for (std::size_t i=0; i<ublas_v1.size(); ++i) \
ublas_v1[i] = OPNAME(ublas_v2[i]); \
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_##OPNAME(vcl_v2)); \
viennacl::scheduler::execute(my_statement); \
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS) \
return EXIT_FAILURE; \
} \
{ \
for (std::size_t i=0; i<ublas_v1.size(); ++i) \
ublas_v1[i] = std::OPNAME(ublas_v2[i] / NumericT(2)); \
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::element_##OPNAME(vcl_v2 / NumericT(2))); \
viennacl::scheduler::execute(my_statement); \
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS) \
return EXIT_FAILURE; \
}
GENERATE_UNARY_OP_TEST(cos);
GENERATE_UNARY_OP_TEST(cosh);
GENERATE_UNARY_OP_TEST(exp);
GENERATE_UNARY_OP_TEST(floor);
GENERATE_UNARY_OP_TEST(fabs);
GENERATE_UNARY_OP_TEST(log);
GENERATE_UNARY_OP_TEST(log10);
GENERATE_UNARY_OP_TEST(sin);
GENERATE_UNARY_OP_TEST(sinh);
GENERATE_UNARY_OP_TEST(fabs);
//GENERATE_UNARY_OP_TEST(abs); //OpenCL allows abs on integers only
GENERATE_UNARY_OP_TEST(sqrt);
GENERATE_UNARY_OP_TEST(tan);
GENERATE_UNARY_OP_TEST(tanh);
#undef GENERATE_UNARY_OP_TEST
std::cout << "--- Testing complicated composite operations ---" << std::endl;
std::cout << "x = inner_prod(x, y) * y..." << std::endl;
{
ublas_v1 = inner_prod(ublas_v1, ublas_v2) * ublas_v2;
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::inner_prod(vcl_v1, vcl_v2) * vcl_v2);
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
std::cout << "x = y / norm_1(x)..." << std::endl;
{
ublas_v1 = ublas_v2 / norm_1(ublas_v1);
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), vcl_v2 / viennacl::linalg::norm_1(vcl_v1) );
viennacl::scheduler::execute(my_statement);
if (check(ublas_v1, vcl_v1, epsilon) != EXIT_SUCCESS)
return EXIT_FAILURE;
}
// --------------------------------------------------------------------------
return retval;
}
int test_prod_rank1(Epsilon const & epsilon,
UblasMatrixType & ublas_m1, UblasVectorType & ublas_v1, UblasVectorType & ublas_v2,
VCLMatrixType & vcl_m1, VCLVectorType1 & vcl_v1, VCLVectorType2 & vcl_v2)
{
int retval = EXIT_SUCCESS;
// sync data:
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
viennacl::copy(ublas_m1, vcl_m1);
/* TODO: Add rank-1 operations here */
//reset vcl_matrix:
viennacl::copy(ublas_m1, vcl_m1);
// --------------------------------------------------------------------------
std::cout << "Matrix-Vector product" << std::endl;
ublas_v1 = viennacl::linalg::prod(ublas_m1, ublas_v2);
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::prod(vcl_m1, vcl_v2));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Matrix-Vector product with inplace-add" << std::endl;
ublas_v1 += viennacl::linalg::prod(ublas_m1, ublas_v2);
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_add(), viennacl::linalg::prod(vcl_m1, vcl_v2));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Matrix-Vector product with inplace-sub" << std::endl;
ublas_v1 -= viennacl::linalg::prod(ublas_m1, ublas_v2);
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_sub(), viennacl::linalg::prod(vcl_m1, vcl_v2));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}
// --------------------------------------------------------------------------
/*
std::cout << "Matrix-Vector product with scaled matrix" << std::endl;
ublas_v1 = viennacl::linalg::prod(NumericT(2.0) * ublas_m1, ublas_v2);
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::prod(NumericT(2.0) * vcl_m1, vcl_v2));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}*/
// --------------------------------------------------------------------------
std::cout << "Matrix-Vector product with scaled vector" << std::endl;
/*
ublas_v1 = viennacl::linalg::prod(ublas_m1, NumericT(2.0) * ublas_v2);
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::prod(vcl_m1, NumericT(2.0) * vcl_v2));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}*/
// --------------------------------------------------------------------------
std::cout << "Matrix-Vector product with scaled matrix and scaled vector" << std::endl;
/*
ublas_v1 = viennacl::linalg::prod(NumericT(2.0) * ublas_m1, NumericT(2.0) * ublas_v2);
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), viennacl::linalg::prod(NumericT(2.0) * vcl_m1, NumericT(2.0) * vcl_v2));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}*/
// --------------------------------------------------------------------------
std::cout << "Matrix-Vector product with scaled add" << std::endl;
NumericT alpha = static_cast<NumericT>(2.786);
NumericT beta = static_cast<NumericT>(3.1415);
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 = alpha * viennacl::linalg::prod(ublas_m1, ublas_v2) - beta * ublas_v1;
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_assign(), alpha * viennacl::linalg::prod(vcl_m1, vcl_v2) - beta * vcl_v1);
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Matrix-Vector product with scaled add, inplace-add" << std::endl;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 += alpha * viennacl::linalg::prod(ublas_m1, ublas_v2) - beta * ublas_v1;
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_add(), alpha * viennacl::linalg::prod(vcl_m1, vcl_v2) - beta * vcl_v1);
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Matrix-Vector product with scaled add, inplace-sub" << std::endl;
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
ublas_v1 -= alpha * viennacl::linalg::prod(ublas_m1, ublas_v2) - beta * ublas_v1;
{
viennacl::scheduler::statement my_statement(vcl_v1, viennacl::op_inplace_sub(), alpha * viennacl::linalg::prod(vcl_m1, vcl_v2) - beta * vcl_v1);
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v1, vcl_v1)) > epsilon )
{
std::cout << "# Error at operation: matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v1, vcl_v1)) << std::endl;
retval = EXIT_FAILURE;
}
// --------------------------------------------------------------------------
viennacl::copy(ublas_v1.begin(), ublas_v1.end(), vcl_v1.begin());
viennacl::copy(ublas_v2.begin(), ublas_v2.end(), vcl_v2.begin());
std::cout << "Transposed Matrix-Vector product" << std::endl;
ublas_v2 = viennacl::linalg::prod(trans(ublas_m1), ublas_v1);
{
viennacl::scheduler::statement my_statement(vcl_v2, viennacl::op_assign(), viennacl::linalg::prod(trans(vcl_m1), vcl_v1));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v2, vcl_v2)) > epsilon )
{
std::cout << "# Error at operation: transposed matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v2, vcl_v2)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Transposed Matrix-Vector product, inplace-add" << std::endl;
ublas_v2 += viennacl::linalg::prod(trans(ublas_m1), ublas_v1);
{
viennacl::scheduler::statement my_statement(vcl_v2, viennacl::op_inplace_add(), viennacl::linalg::prod(trans(vcl_m1), vcl_v1));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v2, vcl_v2)) > epsilon )
{
std::cout << "# Error at operation: transposed matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v2, vcl_v2)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Transposed Matrix-Vector product, inplace-sub" << std::endl;
ublas_v2 -= viennacl::linalg::prod(trans(ublas_m1), ublas_v1);
{
viennacl::scheduler::statement my_statement(vcl_v2, viennacl::op_inplace_sub(), viennacl::linalg::prod(trans(vcl_m1), vcl_v1));
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v2, vcl_v2)) > epsilon )
{
std::cout << "# Error at operation: transposed matrix-vector product" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v2, vcl_v2)) << std::endl;
retval = EXIT_FAILURE;
}
// --------------------------------------------------------------------------
std::cout << "Transposed Matrix-Vector product with scaled add" << std::endl;
ublas_v2 = alpha * viennacl::linalg::prod(trans(ublas_m1), ublas_v1) + beta * ublas_v2;
{
viennacl::scheduler::statement my_statement(vcl_v2, viennacl::op_assign(), alpha * viennacl::linalg::prod(trans(vcl_m1), vcl_v1) + beta * vcl_v2);
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v2, vcl_v2)) > epsilon )
{
std::cout << "# Error at operation: transposed matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v2, vcl_v2)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Transposed Matrix-Vector product with scaled add, inplace-add" << std::endl;
ublas_v2 += alpha * viennacl::linalg::prod(trans(ublas_m1), ublas_v1) + beta * ublas_v2;
{
viennacl::scheduler::statement my_statement(vcl_v2, viennacl::op_inplace_add(), alpha * viennacl::linalg::prod(trans(vcl_m1), vcl_v1) + beta * vcl_v2);
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v2, vcl_v2)) > epsilon )
{
std::cout << "# Error at operation: transposed matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v2, vcl_v2)) << std::endl;
retval = EXIT_FAILURE;
}
std::cout << "Transposed Matrix-Vector product with scaled add, inplace-sub" << std::endl;
ublas_v2 -= alpha * viennacl::linalg::prod(trans(ublas_m1), ublas_v1) + beta * ublas_v2;
{
viennacl::scheduler::statement my_statement(vcl_v2, viennacl::op_inplace_sub(), alpha * viennacl::linalg::prod(trans(vcl_m1), vcl_v1) + beta * vcl_v2);
viennacl::scheduler::execute(my_statement);
}
if ( std::fabs(diff(ublas_v2, vcl_v2)) > epsilon )
{
std::cout << "# Error at operation: transposed matrix-vector product with scaled additions" << std::endl;
std::cout << " diff: " << std::fabs(diff(ublas_v2, vcl_v2)) << std::endl;
retval = EXIT_FAILURE;
}
// --------------------------------------------------------------------------
return retval;
}