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|
/*! \file */
/* ************************************************************************
* Copyright (C) 2024 Advanced Micro Devices, Inc.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*
* ************************************************************************ */
#include "testing_csritilu0_ex.hpp"
#include "rocsparse.hpp"
#include "rocsparse_enum.hpp"
#include "testing.hpp"
#include <hip/hip_runtime.h>
template <typename T>
static rocsparse_status csrilu0(rocsparse_handle handle_,
device_csr_matrix<T>& dA_,
rocsparse_mat_descr descr_,
rocsparse_analysis_policy apol_,
rocsparse_solve_policy spol_,
rocsparse_mat_info info_,
rocsparse_int* pivot_,
rocsparse_status& status_csrilu0_buffer_size,
rocsparse_status& status_csrilu0_analysis,
rocsparse_status& status_csrilu0)
{
rocsparse_status status;
// Obtain required buffer size
size_t buffer_size;
status = rocsparse_csrilu0_buffer_size<T>(
handle_, dA_.m, dA_.nnz, descr_, dA_.val, dA_.ptr, dA_.ind, info_, &buffer_size);
status_csrilu0_buffer_size = status;
if(status != rocsparse_status_success)
{
return status;
}
device_dense_vector<char> dbuffer(buffer_size);
status = rocsparse_set_pointer_mode(handle_, rocsparse_pointer_mode_host);
if(status != rocsparse_status_success)
{
return status;
}
status = rocsparse_csrilu0_analysis<T>(
handle_, dA_.m, dA_.nnz, descr_, dA_.val, dA_.ptr, dA_.ind, info_, apol_, spol_, dbuffer);
if(status != rocsparse_status_success)
{
return status;
}
status = rocsparse_csrilu0_zero_pivot(handle_, info_, pivot_);
status_csrilu0_analysis = status;
if(status != rocsparse_status_success)
{
return status;
}
status = rocsparse_csrilu0<T>(
handle_, dA_.m, dA_.nnz, descr_, dA_.val, dA_.ptr, dA_.ind, info_, spol_, dbuffer);
if(status != rocsparse_status_success)
{
return status;
}
status = rocsparse_csrilu0_zero_pivot(handle_, info_, pivot_);
status_csrilu0 = status;
if(status != rocsparse_status_success)
{
return status;
}
rocsparse_csrilu0_clear(handle_, info_);
return rocsparse_status_success;
}
void testing_csritilu0_ex_extra(const Arguments& arg) {}
template <typename T>
void testing_csritilu0_ex_bad_arg(const Arguments& arg)
{
rocsparse_local_handle local_handle;
rocsparse_handle handle = local_handle;
rocsparse_itilu0_alg alg = rocsparse_itilu0_alg_default;
rocsparse_int options = 0;
rocsparse_int m = 1;
rocsparse_int nnz = 1;
rocsparse_int* ptr = (rocsparse_int*)0x4;
rocsparse_int* ind = (rocsparse_int*)0x4;
rocsparse_index_base base = rocsparse_index_base_zero;
rocsparse_datatype datatype = rocsparse_datatype_t::get<T>();
//
// rocsparse_csritilu0_buffer_size.
//
{
rocsparse_int nmaxiter = 1;
size_t local_buffer_size;
size_t* buffer_size = &local_buffer_size;
#define PARAMS_BUFFER_SIZE \
handle, alg, options, nmaxiter, m, nnz, ptr, ind, base, datatype, buffer_size
static constexpr int nexcl = 2;
static constexpr int excl[nexcl] = {2, 3};
select_bad_arg_analysis(rocsparse_csritilu0_buffer_size, nexcl, excl, PARAMS_BUFFER_SIZE);
options = -1;
rocsparse_status status = rocsparse_csritilu0_buffer_size(PARAMS_BUFFER_SIZE);
EXPECT_ROCSPARSE_STATUS(rocsparse_status_invalid_value, status);
options = 0;
nmaxiter = -1;
status = rocsparse_csritilu0_buffer_size(PARAMS_BUFFER_SIZE);
EXPECT_ROCSPARSE_STATUS(rocsparse_status_invalid_value, status);
nmaxiter = 1;
#undef PARAMS_BUFFER_SIZE
}
//
// rocsparse_csritilu0_preprocess.
//
{
rocsparse_int nmaxiter = 1;
size_t buffer_size = 1;
void* buffer = (void*)0x4;
#define PARAMS_PREPROCESS \
handle, alg, options, nmaxiter, m, nnz, ptr, ind, base, datatype, buffer_size, buffer
// 0 1 2 3 4 5 6 7 8 9 10 11
static constexpr int nargs_to_exclude = 3;
static constexpr int args_to_exclude[3] = {2, 3, 10};
select_bad_arg_analysis(
rocsparse_csritilu0_preprocess, nargs_to_exclude, args_to_exclude, PARAMS_PREPROCESS);
options = -1;
rocsparse_status status = rocsparse_csritilu0_preprocess(PARAMS_PREPROCESS);
EXPECT_ROCSPARSE_STATUS(rocsparse_status_invalid_value, status);
options = 0;
nmaxiter = -1;
status = rocsparse_csritilu0_preprocess(PARAMS_PREPROCESS);
EXPECT_ROCSPARSE_STATUS(rocsparse_status_invalid_value, status);
nmaxiter = 1;
#undef PARAMS_PREPROCESS
}
//
// rocsparse_csritilu0_compute_ex
//
{
rocsparse_int* nmaxiter = (rocsparse_int*)0x4;
rocsparse_int nfreeiter = 2;
size_t buffer_size = 1;
T* val = (T*)0x4;
T* ilu0 = (T*)0x4;
void* buffer = (void*)0x4;
floating_data_t<T> tol = static_cast<floating_data_t<T>>(1.0e-8);
{
#define PARAMS_COMPUTE \
handle, /*0*/ \
alg, /*1*/ \
options, /*2*/ \
nmaxiter, /*3*/ \
nfreeiter, /*4*/ \
tol, /*5*/ \
m, /*6*/ \
nnz, /*7*/ \
ptr, /*8*/ \
ind, /*9*/ \
val, /*10*/ \
ilu0, /*11*/ \
base, /*12*/ \
buffer_size, /*13*/ \
buffer /*14*/
static constexpr int nargs_to_exclude = 3;
static constexpr int args_to_exclude[3] = {2, 5, 13};
select_bad_arg_analysis(rocsparse_csritilu0_compute_ex<T>,
nargs_to_exclude,
args_to_exclude,
PARAMS_COMPUTE);
options = -1;
rocsparse_status status = rocsparse_csritilu0_compute_ex<T>(PARAMS_COMPUTE);
EXPECT_ROCSPARSE_STATUS(rocsparse_status_invalid_value, status);
options = 0;
tol = -1;
status = rocsparse_csritilu0_compute_ex<T>(PARAMS_COMPUTE);
EXPECT_ROCSPARSE_STATUS(rocsparse_status_invalid_value, status);
tol = 1.0e-8;
#undef PARAMS_COMPUTE
}
}
}
template <typename T>
struct csritilu0_params_t
{
rocsparse_itilu0_alg alg;
rocsparse_int options;
rocsparse_int maxiter;
floating_data_t<T> tol;
rocsparse_datatype datatype;
rocsparse_int nfreeiter;
csritilu0_params_t() = delete;
csritilu0_params_t(rocsparse_itilu0_alg alg_,
rocsparse_int options_,
rocsparse_int maxiter_,
rocsparse_int nfreeiter_,
floating_data_t<T> tol_)
: alg(alg_)
, options(options_)
, maxiter(maxiter_)
, tol(tol_)
, datatype(rocsparse_datatype_t::get<T>())
, nfreeiter(nfreeiter_){};
};
template <typename T>
void testing_csritilu0_ex(const Arguments& arg)
{
static constexpr bool verbose = false;
floating_data_t<T> tol = (sizeof(floating_data_t<T>) == sizeof(float)) ? 2e-7 : 5e-15;
if(arg.numericboost)
{
tol = arg.boosttol;
}
rocsparse_int options = 0;
options |= rocsparse_itilu0_option_stopping_criteria; // Add stopping criteria.
options |= rocsparse_itilu0_option_compute_nrm_residual; // Compute the norm of the residual.
// options |= rocsparse_itilu0_option_verbose; // Put verbose.
// options |= rocsparse_itilu0_option_convergence_history; // Get convergence history.
// options |= rocsparse_itilu0_option_compute_nrm_correction; // Compute the norm of the correction.
// options |= rocsparse_itilu0_option_coo_format; // Use internal sparse coordinate format.
csritilu0_params_t<T> p(arg.itilu0_alg, options, arg.nmaxiter, arg.nfreeiter, tol);
//
// Set constant parameters.
//
const bool to_int = false; // arg.timing ? false : true;
static constexpr bool full_rank = true;
rocsparse_matrix_factory<T> matrix_factory(arg, to_int, full_rank);
// Create rocsparse handle
rocsparse_local_handle handle;
rocsparse_status status;
//
// Initialize csr matrix.
//
host_csr_matrix<T> hA;
matrix_factory.init_csr(hA);
//
// Transfer matrix A to device.
//
device_csr_matrix<T> dA(hA);
p.maxiter = arg.nmaxiter;
size_t buffer_size = 0;
device_dense_vector<char> buffer;
status = rocsparse_csritilu0_buffer_size(handle,
p.alg,
p.options,
p.maxiter,
//
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.base,
p.datatype,
&buffer_size);
if(dA.nnz == 0 && dA.m > 0)
{
EXPECT_ROCSPARSE_STATUS(rocsparse_status_zero_pivot, status);
return;
}
else
{
CHECK_ROCSPARSE_ERROR(status);
}
buffer.resize(buffer_size);
rocsparse_status status_buffer_size = status;
device_dense_vector<T> ilu0(dA.nnz);
if(arg.unit_check)
{
//
// Compute CSRILU0 with gaussian elimination.
//
device_csr_matrix<T> dA_csrilu0(dA);
host_scalar<rocsparse_int> pivot;
pivot[0] = 0;
rocsparse_status status_csrilu0_buffer_size;
rocsparse_status status_csrilu0_analysis;
rocsparse_status status_csrilu0;
{
rocsparse_analysis_policy apol = rocsparse_analysis_policy_force;
rocsparse_solve_policy spol = arg.spol;
rocsparse_local_mat_info info;
rocsparse_local_mat_descr descr;
// Set matrix index base
status = rocsparse_set_mat_index_base(descr, dA.base);
if(status != rocsparse_status_success)
{
CHECK_ROCSPARSE_ERROR(status);
}
status = csrilu0(handle,
dA_csrilu0,
descr,
apol,
spol,
info,
pivot,
status_csrilu0_buffer_size,
status_csrilu0_analysis,
status_csrilu0);
if(status_csrilu0_buffer_size != rocsparse_status_success)
{
EXPECT_ROCSPARSE_STATUS(status_csrilu0_buffer_size, status_buffer_size);
return;
}
#ifndef NDEBUG
std::cout << "status csrilu0 analysis : " << status_csrilu0_analysis << std::endl;
std::cout << "status csrilu0 compute : " << status_csrilu0 << std::endl;
#endif
if(status != rocsparse_status_success && status != rocsparse_status_zero_pivot)
{
CHECK_ROCSPARSE_ERROR(status);
}
if(status_csrilu0 == rocsparse_status_zero_pivot)
{
std::cerr << "numerical pivot needed from rocsparse_csrilu0, skip the test."
<< std::endl;
return;
}
}
p.maxiter = arg.nmaxiter;
status = rocsparse_csritilu0_preprocess(handle,
p.alg,
p.options,
p.maxiter,
//
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.base,
p.datatype,
buffer_size,
buffer);
//
// Must be consistent with csrilu0_analysis, i.e. if a zero pivot is found.
//
EXPECT_ROCSPARSE_STATUS(status_csrilu0_analysis, status);
if(status == rocsparse_status_zero_pivot)
{
//
// If structural zero pivot is detected then we can't compute ILU0 with this version since nnz(LDU) > nnz(A).
//
return;
}
//
// Update solution from the GAUSSIAN elimination, if there is no zero pivot it must work.
//
if(status_csrilu0 != rocsparse_status_zero_pivot)
{
p.maxiter = arg.nmaxiter;
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
status = rocsparse_csritilu0_compute_ex<T>(handle,
p.alg,
p.options,
&p.maxiter,
p.nfreeiter,
p.tol,
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.val,
dA_csrilu0.val,
dA.base,
buffer_size,
buffer);
CHECK_ROCSPARSE_ERROR(status);
if(dA.m == 0 || dA.nnz == 0)
{
unit_check_scalar((rocsparse_int)0, p.maxiter);
}
else
{
if(p.maxiter != 1)
{
if(verbose)
{
std::cerr
<< "update the Gaussian elimination takes more than 1 iteration ( = "
<< p.maxiter << " )" << std::endl;
}
if((p.options & rocsparse_itilu0_option_convergence_history) > 0)
{
floating_data_t<T>* history = new floating_data_t<T>[p.maxiter * 2];
rocsparse_int history_niter = 0;
status = rocsparse_csritilu0_history<T>(
handle, p.alg, &history_niter, history, buffer_size, buffer);
const bool nrm_corr
= (p.options & rocsparse_itilu0_option_compute_nrm_correction) > 0;
const bool nrm_residual
= (p.options & rocsparse_itilu0_option_compute_nrm_residual) > 0;
for(rocsparse_int i = 0; i < history_niter; ++i)
{
std::cout << std::setw(12) << i;
if(nrm_corr)
{
std::cout << std::setw(12) << history[i];
}
if(nrm_residual)
{
std::cout << std::setw(12) << history[history_niter + i];
}
std::cout << std::endl;
}
delete[] history;
}
}
// Let's observe.
// unit_check_scalar((rocsparse_int)1,p.maxiter);
}
}
//
// Compute solution.
//
hipMemset((T*)ilu0, 0, sizeof(T) * dA.nnz);
p.maxiter = arg.nmaxiter;
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
status = rocsparse_csritilu0_compute_ex<T>(handle,
p.alg,
p.options,
&p.maxiter,
p.nfreeiter,
p.tol,
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.val,
ilu0,
dA.base,
buffer_size,
buffer);
if(status == rocsparse_status_zero_pivot)
{
std::cout << "rocsparse_csritilu0_compute divergence " << std::endl;
}
EXPECT_ROCSPARSE_STATUS(status_csrilu0, status);
CHECK_ROCSPARSE_ERROR(status);
if(status_csrilu0 == rocsparse_status_zero_pivot)
{
std::cout << "rocsparse_csrilu0 divergence, return. " << std::endl;
return;
}
if((p.options & rocsparse_itilu0_option_convergence_history) > 0)
{
floating_data_t<T>* history = new floating_data_t<T>[p.maxiter * 2];
rocsparse_int history_niter = 0;
status = rocsparse_csritilu0_history<T>(
handle, p.alg, &history_niter, history, buffer_size, buffer);
CHECK_ROCSPARSE_ERROR(status);
const bool nrm_corr = (p.options & rocsparse_itilu0_option_compute_nrm_correction) > 0;
const bool nrm_residual
= (p.options & rocsparse_itilu0_option_compute_nrm_residual) > 0;
for(rocsparse_int i = 0; i < history_niter; ++i)
{
std::cout << std::setw(12) << i;
if(nrm_corr)
{
std::cout << std::setw(12) << history[i];
}
if(nrm_residual)
{
std::cout << std::setw(12) << history[history_niter + i];
}
std::cout << std::endl;
}
delete[] history;
}
if(pivot[0] != -1)
{
std::cerr << "rocsparse_status_zero_pivot is detected, we don't compare" << std::endl;
}
else
{
if(ROCSPARSE_REPRODUCIBILITY)
{
rocsparse_reproducibility::save("dA_csrilu0", dA_csrilu0.val);
}
if(sizeof(floating_data_t<T>) == sizeof(double))
{
ilu0.near_check(dA_csrilu0.val, 1.0e-5);
}
else
{
ilu0.near_check(dA_csrilu0.val);
}
}
}
if(arg.timing)
{
const int number_cold_calls = 2;
const int number_hot_calls = arg.iters;
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
// Warm up
for(int iter = 0; iter < number_cold_calls; ++iter)
{
dA.val.transfer_from(hA.val);
p.maxiter = arg.nmaxiter;
status = rocsparse_csritilu0_preprocess(handle,
p.alg,
p.options,
p.maxiter,
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.base,
p.datatype,
buffer_size,
buffer);
CHECK_ROCSPARSE_ERROR(status);
status = rocsparse_csritilu0_compute_ex<T>(handle,
p.alg,
p.options,
&p.maxiter,
p.nfreeiter,
p.tol,
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.val,
ilu0,
dA.base,
buffer_size,
buffer);
CHECK_ROCSPARSE_ERROR(status);
}
double gpu_presolve_time_used = 0;
double gpu_solve_time_used = 0;
// Performance run
for(int iter = 0; iter < number_hot_calls; ++iter)
{
//
// Reinitialize, otherwise it will stay converged.
//
hipMemset((T*)ilu0, 0, sizeof(T) * dA.nnz);
p.maxiter = arg.nmaxiter;
double gpu_presolve_time_used_iter = get_time_us();
status = rocsparse_csritilu0_preprocess(handle,
p.alg,
p.options,
p.maxiter,
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.base,
p.datatype,
buffer_size,
buffer);
gpu_presolve_time_used_iter = (get_time_us() - gpu_presolve_time_used_iter);
gpu_presolve_time_used += gpu_presolve_time_used_iter;
CHECK_ROCSPARSE_ERROR(status);
//
//
//
double gpu_solve_time_used_iter = get_time_us();
p.maxiter = arg.nmaxiter;
status = rocsparse_csritilu0_compute_ex<T>(handle,
p.alg,
p.options,
&p.maxiter,
p.nfreeiter,
p.tol,
dA.m,
dA.nnz,
dA.ptr,
dA.ind,
dA.val,
ilu0,
dA.base,
buffer_size,
buffer);
gpu_solve_time_used_iter = (get_time_us() - gpu_solve_time_used_iter);
gpu_solve_time_used += gpu_solve_time_used_iter;
CHECK_ROCSPARSE_ERROR(status);
}
gpu_solve_time_used /= number_hot_calls;
gpu_presolve_time_used /= number_hot_calls;
//
// gflops ?
//
display_timing_info(display_key_t::M,
dA.m,
display_key_t::nnz,
dA.nnz,
"maxiter",
p.maxiter,
"freeiter",
p.nfreeiter,
"tol",
p.tol,
"presolve",
get_gpu_time_msec(gpu_presolve_time_used),
display_key_t::time_ms,
get_gpu_time_msec(gpu_solve_time_used),
"buffer_size",
buffer_size);
}
}
#define INSTANTIATE(TYPE) \
template void testing_csritilu0_ex_bad_arg<TYPE>(const Arguments& arg); \
template void testing_csritilu0_ex<TYPE>(const Arguments& arg)
INSTANTIATE(float);
INSTANTIATE(double);
INSTANTIATE(rocsparse_float_complex);
INSTANTIATE(rocsparse_double_complex);
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