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|
/* ************************************************************************
* Copyright (C) 2020-2024 Advanced Micro Devices, Inc. All rights Reserved.
*
* 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.hpp"
template <typename T, typename I = rocsparse_int, typename J = rocsparse_int>
rocsparse_status rocsparse_csr_set_pointers(rocsparse_spmat_descr descr,
device_csr_matrix<T, I, J>& csr_matrix)
{
return rocsparse_csr_set_pointers(descr, csr_matrix.ptr, csr_matrix.ind, csr_matrix.val);
}
//
//
//
template <typename I, typename J, typename T>
void testing_spgemm_csr_bad_arg(const Arguments& arg)
{
static const size_t safe_size = 100;
// Create rocsparse handle
rocsparse_local_handle local_handle;
rocsparse_handle handle = local_handle;
J m = safe_size;
J n = safe_size;
J k = safe_size;
I nnz_A = safe_size;
I nnz_B = safe_size;
I nnz_C = safe_size;
I nnz_D = safe_size;
void* csr_row_ptr_A = (void*)0x4;
void* csr_col_ind_A = (void*)0x4;
void* csr_val_A = (void*)0x4;
void* csr_row_ptr_B = (void*)0x4;
void* csr_col_ind_B = (void*)0x4;
void* csr_val_B = (void*)0x4;
void* csr_row_ptr_C = (void*)0x4;
void* csr_col_ind_C = (void*)0x4;
void* csr_val_C = (void*)0x4;
void* csr_row_ptr_D = (void*)0x4;
void* csr_col_ind_D = (void*)0x4;
void* csr_val_D = (void*)0x4;
rocsparse_operation trans_A = rocsparse_operation_none;
rocsparse_operation trans_B = rocsparse_operation_none;
rocsparse_index_base base = rocsparse_index_base_zero;
rocsparse_spgemm_alg alg = rocsparse_spgemm_alg_default;
rocsparse_spgemm_stage stage = rocsparse_spgemm_stage_compute;
// Index and data type
rocsparse_indextype itype = get_indextype<I>();
rocsparse_indextype jtype = get_indextype<J>();
rocsparse_datatype compute_type = get_datatype<T>();
// SpGEMM structures
rocsparse_local_spmat local_A(
m, k, nnz_A, csr_row_ptr_A, csr_col_ind_A, csr_val_A, itype, jtype, base, compute_type);
rocsparse_local_spmat local_B(
k, n, nnz_B, csr_row_ptr_B, csr_col_ind_B, csr_val_B, itype, jtype, base, compute_type);
rocsparse_local_spmat local_C(
m, n, nnz_C, csr_row_ptr_C, csr_col_ind_C, csr_val_C, itype, jtype, base, compute_type);
rocsparse_local_spmat local_D(
m, n, nnz_D, csr_row_ptr_D, csr_col_ind_D, csr_val_D, itype, jtype, base, compute_type);
rocsparse_spmat_descr A = local_A;
rocsparse_spmat_descr B = local_B;
rocsparse_spmat_descr C = local_C;
rocsparse_spmat_descr D = local_D;
int nargs_to_exclude = 4;
const int args_to_exclude[4] = {3, 6, 12, 13};
// 4 Scenarios need to be tested:
// Scenario 1: alpha == nullptr && beta == nullptr
// Scenario 2: alpha != nullptr && beta == nullptr
// Scenario 3: alpha == nullptr && beta != nullptr
// Scenario 4: alpha != nullptr && beta != nullptr
#define PARAMS \
handle, trans_A, trans_B, alpha, A, B, beta, D, C, compute_type, alg, stage, buffer_size, \
temp_buffer
// ###############################################
// Scenario 1: alpha == nullptr && beta == nullptr
// ###############################################
{
const T* alpha = (const T*)nullptr;
const T* beta = (const T*)nullptr;
size_t* buffer_size = (size_t*)0x4;
void* temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = (size_t*)0x4;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
}
// ###############################################
// Scenario 2: alpha != nullptr && beta == nullptr
// ###############################################
{
const T* alpha = (const T*)0x4;
const T* beta = (const T*)nullptr;
size_t* buffer_size = (size_t*)0x4;
void* temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = (size_t*)0x4;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
}
// ###############################################
// Scenario 3: alpha == nullptr && beta != nullptr
// ###############################################
{
const T* alpha = (const T*)nullptr;
const T* beta = (const T*)0x4;
size_t* buffer_size = (size_t*)0x4;
void* temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = (size_t*)0x4;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
}
// ###############################################
// Scenario 4: alpha != nullptr && beta != nullptr
// ###############################################
{
const T* alpha = (const T*)0x4;
const T* beta = (const T*)0x4;
size_t* buffer_size = (size_t*)0x4;
void* temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = (size_t*)0x4;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = (void*)0x4;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
buffer_size = nullptr;
temp_buffer = nullptr;
select_bad_arg_analysis(rocsparse_spgemm, nargs_to_exclude, args_to_exclude, PARAMS);
}
#undef PARAMS
const T* alpha = (const T*)0x4;
const T* beta = (const T*)0x4;
EXPECT_ROCSPARSE_STATUS(rocsparse_spgemm(handle,
trans_A,
trans_B,
alpha,
A,
B,
beta,
D,
C,
compute_type,
alg,
rocsparse_spgemm_stage_buffer_size,
nullptr,
nullptr),
rocsparse_status_invalid_pointer);
}
template <typename I, typename J, typename T>
void testing_spgemm_csr(const Arguments& arg)
{
J M = arg.M;
J N = arg.N;
J K = arg.K;
rocsparse_operation trans_A = arg.transA;
rocsparse_operation trans_B = arg.transB;
rocsparse_index_base base_A = arg.baseA;
rocsparse_index_base base_B = arg.baseB;
rocsparse_index_base base_C = arg.baseC;
rocsparse_index_base base_D = arg.baseD;
rocsparse_spgemm_alg alg = arg.spgemm_alg;
T h_alpha = arg.get_alpha<T>();
T h_beta = arg.get_beta<T>();
// -99 means nullptr
T* h_alpha_ptr = (h_alpha == (T)-99) ? nullptr : &h_alpha;
T* h_beta_ptr = (h_beta == (T)-99) ? nullptr : &h_beta;
// Index and data type
rocsparse_datatype ttype = get_datatype<T>();
// Create rocsparse handle
rocsparse_local_handle handle;
using host_csr = host_csr_matrix<T, I, J>;
using device_csr = device_csr_matrix<T, I, J>;
#define PARAMS_BUFFER_SIZE(alpha_, A_, B_, D_, beta_, C_, buffer_) \
handle, trans_A, trans_B, alpha_, A_, B_, beta_, D_, C_, ttype, alg, \
rocsparse_spgemm_stage_buffer_size, &buffer_size, buffer_
#define PARAMS_NNZ(alpha_, A_, B_, D_, beta_, C_, buffer_) \
handle, trans_A, trans_B, alpha_, A_, B_, beta_, D_, C_, ttype, alg, \
rocsparse_spgemm_stage_nnz, &buffer_size, buffer_
#define PARAMS_COMPUTE(alpha_, A_, B_, D_, beta_, C_, buffer_) \
handle, trans_A, trans_B, alpha_, A_, B_, beta_, D_, C_, ttype, alg, \
rocsparse_spgemm_stage_compute, &buffer_size, buffer_
// Argument sanity check before allocating invalid memory
if((M <= 0 || N <= 0 || K <= 0) && (M <= 0 || N <= 0 || K != 0 || h_beta_ptr == nullptr))
{
static const I safe_size = 1;
// Allocate memory on device
// device_csr dA { safe_size,safe_size,safe_size, {}, {}, {} };
I nnz_A = (M > 0 && K > 0) ? safe_size : 0;
I nnz_B = (K > 0 && N > 0) ? safe_size : 0;
I nnz_D = (M > 0 && N > 0) ? safe_size : 0;
device_csr dA(
std::max(M, static_cast<J>(0)), std::max(K, static_cast<J>(0)), nnz_A, base_A);
dA.m = M; // not fancy but okay.
dA.n = K;
device_csr dB(
std::max(K, static_cast<J>(0)), std::max(N, static_cast<J>(0)), nnz_B, base_B);
dB.m = K;
dB.n = N;
device_csr dC(std::max(M, static_cast<J>(0)),
std::max(N, static_cast<J>(0)),
static_cast<I>(0),
base_C);
dC.m = M;
dC.n = N;
device_csr dD(
std::max(M, static_cast<J>(0)), std::max(N, static_cast<J>(0)), nnz_D, base_D);
dD.m = M;
dD.n = N;
// Check structures
rocsparse_local_spmat A(dA), B(dB), C(dC), D(dD);
// Pointer mode
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
// Query SpGEMM buffer
size_t buffer_size;
void* dbuffer = nullptr;
EXPECT_ROCSPARSE_STATUS(
rocsparse_spgemm(PARAMS_BUFFER_SIZE(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)),
rocsparse_status_success);
CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, safe_size));
EXPECT_ROCSPARSE_STATUS(
rocsparse_spgemm(PARAMS_NNZ(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)),
rocsparse_status_success);
// Verify that nnz_C is equal to zero
{
int64_t rows_C;
int64_t cols_C;
int64_t nnz_C;
static constexpr int64_t zero = 0;
CHECK_ROCSPARSE_ERROR(rocsparse_spmat_get_size(C, &rows_C, &cols_C, &nnz_C));
unit_check_scalar(zero, nnz_C);
}
CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
return;
}
// Allocate host memory for matrix
//
// Declare host matrices.
//
host_csr hA, hB, hD;
//
// Init matrix A from the input rocsparse_matrix_init
//
const bool to_int = arg.timing ? false : true;
static constexpr bool full_rank = false;
{
rocsparse_matrix_factory<T, I, J> matrix_factory(arg, to_int, full_rank);
matrix_factory.init_csr(hA, M, K, arg.baseA);
}
//
// Init matrix B and D from rocsparse_matrix_init random.
//
{
static constexpr bool noseed = true;
rocsparse_matrix_factory<T, I, J> matrix_factory(
arg, rocsparse_matrix_random, to_int, full_rank, noseed);
matrix_factory.init_csr(hB, K, N, arg.baseB);
matrix_factory.init_csr(hD, M, N, arg.baseD);
}
//
// Declare device matrices.
//
device_csr dA(hA);
device_csr dB(hB);
device_csr dD(hD);
//
// Declare local spmat.
//
rocsparse_local_spmat A(dA), B(dB), D(dD);
if(arg.unit_check)
{
//
// Compute C on host.
//
host_csr hC;
{
I hC_nnz = 0;
hC.define(M, N, hC_nnz, base_C);
host_csrgemm_nnz<T, I, J>(M,
N,
K,
h_alpha_ptr,
hA.ptr,
hA.ind,
hB.ptr,
hB.ind,
h_beta_ptr,
hD.ptr,
hD.ind,
hC.ptr,
&hC_nnz,
hA.base,
hB.base,
hC.base,
hD.base);
hC.define(hC.m, hC.n, hC_nnz, hC.base);
}
host_csrgemm<T, I, J>(M,
N,
K,
h_alpha_ptr,
hA.ptr,
hA.ind,
hA.val,
hB.ptr,
hB.ind,
hB.val,
h_beta_ptr,
hD.ptr,
hD.ind,
hD.val,
hC.ptr,
hC.ind,
hC.val,
hA.base,
hB.base,
hC.base,
hD.base);
//
// Compute C on device with mode host.
//
{
device_csr dC;
dC.define(M, N, 0, base_C);
rocsparse_local_spmat C(dC);
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
{
size_t buffer_size;
void* dbuffer = nullptr;
CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(
PARAMS_BUFFER_SIZE(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
//
// Compute symbolic C.
//
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_NNZ(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
//
// Update memory.
//
{
int64_t C_m, C_n, C_nnz;
CHECK_ROCSPARSE_ERROR(rocsparse_spmat_get_size(C, &C_m, &C_n, &C_nnz));
dC.define(dC.m, dC.n, C_nnz, dC.base);
CHECK_ROCSPARSE_ERROR(rocsparse_csr_set_pointers(C, dC));
}
//
// Compute numeric C.
//
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_COMPUTE(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
}
if(ROCSPARSE_REPRODUCIBILITY)
{
rocsparse_reproducibility::save("dC pointer mode host", dC);
}
//
// Check
//
if((!h_alpha_ptr || std::abs(*h_alpha_ptr) == ((I)std::abs(*h_alpha_ptr)))
&& (!h_beta_ptr || std::abs(*h_beta_ptr) == ((I)std::abs(*h_beta_ptr))))
{
hC.near_check(dC);
// hC.unit_check(dC);
}
else
{
hC.near_check(dC);
}
{
device_vector<T> d_alpha(1);
device_vector<T> d_beta(1);
CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice));
T* d_alpha_ptr = (h_alpha == (T)-99) ? nullptr : d_alpha;
T* d_beta_ptr = (h_beta == (T)-99) ? nullptr : d_beta;
device_csr dC;
dC.define(M, N, 0, base_C);
rocsparse_local_spmat C(dC);
CHECK_ROCSPARSE_ERROR(
rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
{
size_t buffer_size;
void* dbuffer = nullptr;
CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(
PARAMS_BUFFER_SIZE(d_alpha_ptr, A, B, D, d_beta_ptr, C, dbuffer)));
CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
//
// Compute symbolic C.
//
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_NNZ(d_alpha_ptr, A, B, D, d_beta_ptr, C, dbuffer)));
//
// Update memory.
//
{
int64_t C_m, C_n, C_nnz;
CHECK_ROCSPARSE_ERROR(rocsparse_spmat_get_size(C, &C_m, &C_n, &C_nnz));
dC.define(dC.m, dC.n, C_nnz, dC.base);
CHECK_ROCSPARSE_ERROR(rocsparse_csr_set_pointers(C, dC));
}
//
// Compute numeric C.
//
CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(
PARAMS_COMPUTE(d_alpha_ptr, A, B, D, d_beta_ptr, C, dbuffer)));
CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
}
if(ROCSPARSE_REPRODUCIBILITY)
{
rocsparse_reproducibility::save("dC pointer mode device", dC);
}
if((!h_alpha_ptr || std::abs(*h_alpha_ptr) == ((I)std::abs(*h_alpha_ptr)))
&& (!h_beta_ptr || std::abs(*h_beta_ptr) == ((I)std::abs(*h_beta_ptr))))
{
//
// Check
//
// hC.unit_check(dC);
hC.near_check(dC);
}
else
{
hC.near_check(dC);
}
}
}
}
if(arg.timing)
{
int number_hot_calls = arg.iters;
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
{
int number_cold_calls = 2;
device_csr dC;
dC.define(M, N, 0, base_C);
//
// Warm up
//
for(int iter = 0; iter < number_cold_calls; ++iter)
{
// Sparse matrix descriptor C
rocsparse_local_spmat C(dC);
// Query for buffer size
size_t buffer_size;
void* dbuffer = nullptr;
//
CHECK_ROCSPARSE_ERROR(rocsparse_spgemm(
PARAMS_BUFFER_SIZE(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
//
CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
//
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_NNZ(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
//
{
int64_t C_m, C_n, C_nnz;
CHECK_ROCSPARSE_ERROR(rocsparse_spmat_get_size(C, &C_m, &C_n, &C_nnz));
dC.define(dC.m, dC.n, C_nnz, dC.base);
CHECK_ROCSPARSE_ERROR(rocsparse_csr_set_pointers(C, dC));
}
//
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_COMPUTE(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
//
CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
}
}
double gpu_analysis_time_used, gpu_solve_time_used;
//
// Performance run
//
int64_t C_nnz;
{
device_csr dC;
dC.define(M, N, 0, base_C);
rocsparse_local_spmat C(dC);
gpu_analysis_time_used = get_time_us();
size_t buffer_size;
void* dbuffer = nullptr;
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_BUFFER_SIZE(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
//
CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
//
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_NNZ(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
//
gpu_analysis_time_used = get_time_us() - gpu_analysis_time_used;
{
int64_t C_m, C_n;
CHECK_ROCSPARSE_ERROR(rocsparse_spmat_get_size(C, &C_m, &C_n, &C_nnz));
dC.define(dC.m, dC.n, C_nnz, dC.base);
CHECK_ROCSPARSE_ERROR(rocsparse_csr_set_pointers(C, dC));
}
gpu_solve_time_used = get_time_us();
//
// Performance run
//
for(int iter = 0; iter < number_hot_calls; ++iter)
{
CHECK_ROCSPARSE_ERROR(
rocsparse_spgemm(PARAMS_COMPUTE(h_alpha_ptr, A, B, D, h_beta_ptr, C, dbuffer)));
}
gpu_solve_time_used = (get_time_us() - gpu_solve_time_used) / number_hot_calls;
CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
}
double gflop_count = csrgemm_gflop_count<T, I, J>(
M, h_alpha_ptr, hA.ptr, hA.ind, hB.ptr, h_beta_ptr, hD.ptr, hA.base);
double gbyte_count = csrgemm_gbyte_count<T, I, J>(
M, N, K, hA.nnz, hB.nnz, C_nnz, hD.nnz, h_alpha_ptr, h_beta_ptr);
double gpu_gbyte = get_gpu_gbyte(gpu_solve_time_used, gbyte_count);
double gpu_gflops = get_gpu_gflops(gpu_solve_time_used, gflop_count);
display_timing_info(display_key_t::trans_A,
rocsparse_operation2string(trans_A),
display_key_t::trans_B,
rocsparse_operation2string(trans_B),
display_key_t::M,
M,
display_key_t::N,
N,
display_key_t::K,
K,
display_key_t::nnz_A,
dA.nnz,
display_key_t::nnz_B,
dB.nnz,
display_key_t::nnz_C,
C_nnz,
display_key_t::nnz_D,
dD.nnz,
display_key_t::alpha,
h_alpha,
display_key_t::beta,
h_beta,
display_key_t::gflops,
gpu_gflops,
display_key_t::bandwidth,
gpu_gbyte,
display_key_t::analysis_ms,
get_gpu_time_msec(gpu_analysis_time_used),
display_key_t::time_ms,
get_gpu_time_msec(gpu_solve_time_used));
}
}
#define INSTANTIATE(ITYPE, JTYPE, TTYPE) \
template void testing_spgemm_csr_bad_arg<ITYPE, JTYPE, TTYPE>(const Arguments& arg); \
template void testing_spgemm_csr<ITYPE, JTYPE, TTYPE>(const Arguments& arg)
INSTANTIATE(int32_t, int32_t, float);
INSTANTIATE(int32_t, int32_t, double);
INSTANTIATE(int32_t, int32_t, rocsparse_float_complex);
INSTANTIATE(int32_t, int32_t, rocsparse_double_complex);
INSTANTIATE(int64_t, int32_t, float);
INSTANTIATE(int64_t, int32_t, double);
INSTANTIATE(int64_t, int32_t, rocsparse_float_complex);
INSTANTIATE(int64_t, int32_t, rocsparse_double_complex);
INSTANTIATE(int64_t, int64_t, float);
INSTANTIATE(int64_t, int64_t, double);
INSTANTIATE(int64_t, int64_t, rocsparse_float_complex);
INSTANTIATE(int64_t, int64_t, rocsparse_double_complex);
void testing_spgemm_csr_extra(const Arguments& arg) {}
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