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TheRock/rocm-libraries/projects/rocsparse/clients/testings/testing_spsm_csc.cpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

585 lines
22 KiB
C++

/* ************************************************************************
* Copyright (C) 2026 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 I, typename J, typename T>
void testing_spsm_csc_bad_arg(const Arguments& arg)
{
J m = 100;
J n = 100;
J k = 16;
I nnz = 100;
const T local_alpha = 0.6;
const T* alpha = &local_alpha;
rocsparse_operation trans_A = rocsparse_operation_none;
rocsparse_operation trans_B = rocsparse_operation_none;
rocsparse_index_base base = rocsparse_index_base_zero;
rocsparse_spsm_alg alg = rocsparse_spsm_alg_default;
// Index and data type
rocsparse_indextype itype = get_indextype<I>();
rocsparse_indextype jtype = get_indextype<J>();
rocsparse_datatype compute_type = get_datatype<T>();
// Create rocsparse handle
rocsparse_local_handle local_handle;
// SpSM structures — CSC format
static const bool csc_format = true;
rocsparse_local_spmat local_A(m,
n,
nnz,
(void*)0x4,
(void*)0x4,
(void*)0x4,
itype,
jtype,
base,
compute_type,
csc_format);
rocsparse_local_dnmat local_B(m, k, m, (void*)0x4, compute_type, rocsparse_order_column);
rocsparse_local_dnmat local_C(m, k, m, (void*)0x4, compute_type, rocsparse_order_column);
rocsparse_handle handle = local_handle;
rocsparse_spmat_descr matA = local_A;
rocsparse_dnmat_descr matB = local_B;
rocsparse_dnmat_descr matC = local_C;
size_t local_buffer_size;
size_t* buffer_size = &local_buffer_size;
void* temp_buffer = (void*)0x4;
#define PARAMS_BUFFER_SIZE \
handle, trans_A, trans_B, alpha, matA, matB, matC, compute_type, alg, stage, buffer_size, \
temp_buffer
#define PARAMS_ANALYSIS \
handle, trans_A, trans_B, alpha, matA, matB, matC, compute_type, alg, stage, buffer_size, \
temp_buffer
#define PARAMS_SOLVE \
handle, trans_A, trans_B, alpha, matA, matB, matC, compute_type, alg, stage, buffer_size, \
temp_buffer
{
static constexpr int nargs_to_exclude = 1;
const int args_to_exclude[nargs_to_exclude] = {11};
const rocsparse_spsm_stage stage = rocsparse_spsm_stage_buffer_size;
select_bad_arg_analysis(
rocsparse_spsm, nargs_to_exclude, args_to_exclude, PARAMS_BUFFER_SIZE);
}
{
static constexpr int nargs_to_exclude = 2;
const int args_to_exclude[nargs_to_exclude] = {10, 11};
const rocsparse_spsm_stage stage = rocsparse_spsm_stage_preprocess;
select_bad_arg_analysis(rocsparse_spsm, nargs_to_exclude, args_to_exclude, PARAMS_ANALYSIS);
}
{
static constexpr int nargs_to_exclude = 2;
const int args_to_exclude[nargs_to_exclude] = {10, 11};
const rocsparse_spsm_stage stage = rocsparse_spsm_stage_compute;
select_bad_arg_analysis(rocsparse_spsm, nargs_to_exclude, args_to_exclude, PARAMS_SOLVE);
}
#undef PARAMS_BUFFER_SIZE
#undef PARAMS_ANALYSIS
#undef PARAMS_SOLVE
}
template <typename I, typename J, typename T>
void testing_spsm_csc(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 = arg.baseA;
rocsparse_spsm_alg alg = arg.spsm_alg;
rocsparse_diag_type diag = arg.diag;
rocsparse_fill_mode uplo = arg.uplo;
rocsparse_order order_B = arg.orderB;
rocsparse_order order_C = arg.orderC;
rocsparse_int ld_multiplier_B = arg.ld_multiplier_B;
rocsparse_int ld_multiplier_C = arg.ld_multiplier_C;
// In the generic routines, C is always non-transposed (op(A) * C = op(B))
rocsparse_operation trans_C = rocsparse_operation_none;
T halpha = arg.get_alpha<T>();
// Index and data type
rocsparse_indextype itype = get_indextype<I>();
rocsparse_indextype jtype = get_indextype<J>();
rocsparse_datatype ttype = get_datatype<T>();
// Create rocsparse handle
rocsparse_local_handle handle(arg);
rocsparse_matrix_factory<T, I, J> matrix_factory(arg);
// Allocate host memory for CSC matrix
host_vector<I> hcsc_col_ptr;
host_vector<J> hcsc_row_ind;
host_vector<T> hcsc_val;
// Sample matrix in CSC format
I nnz_A;
matrix_factory.init_csc(hcsc_col_ptr, hcsc_row_ind, hcsc_val, M, N, nnz_A, base);
// Non-squared matrices are not supported
if(M != N)
{
return;
}
//
// Scale values to improve conditioning.
//
{
const size_t size = hcsc_val.size();
floating_data_t<T> mx = floating_data_t<T>(0);
for(size_t i = 0; i < size; ++i)
{
mx = std::max(mx, std::abs(hcsc_val[i]));
}
mx = (mx != floating_data_t<T>(0)) ? floating_data_t<T>(1.0) / mx : floating_data_t<T>(1.0);
for(size_t i = 0; i < size; ++i)
{
hcsc_val[i] *= mx;
}
}
J B_m = (trans_B == rocsparse_operation_none) ? M : K;
J B_n = (trans_B == rocsparse_operation_none) ? K : M;
J C_m = M;
J C_n = K;
int64_t ldb = (order_B == rocsparse_order_column)
? ((trans_B == rocsparse_operation_none) ? (int64_t(ld_multiplier_B) * M)
: (int64_t(ld_multiplier_B) * K))
: ((trans_B == rocsparse_operation_none) ? (int64_t(ld_multiplier_B) * K)
: (int64_t(ld_multiplier_B) * M));
int64_t ldc = (order_C == rocsparse_order_column) ? (int64_t(ld_multiplier_C) * M)
: (int64_t(ld_multiplier_C) * K);
ldb = std::max(int64_t(1), ldb);
ldc = std::max(int64_t(1), ldc);
int64_t nrowB = (order_B == rocsparse_order_column) ? ldb : B_m;
int64_t ncolB = (order_B == rocsparse_order_column) ? B_n : ldb;
int64_t nrowC = (order_C == rocsparse_order_column) ? ldc : C_m;
int64_t ncolC = (order_C == rocsparse_order_column) ? C_n : ldc;
// Allocate host memory for dense matrices
host_dense_matrix<T> htemp(B_m, B_n);
host_dense_matrix<T> hB(nrowB, ncolB);
host_dense_matrix<T> hC_1(nrowC, ncolC);
host_dense_matrix<T> hC_2(nrowC, ncolC);
host_dense_matrix<T> hC_gold(nrowC, ncolC);
rocsparse_matrix_utils::init(htemp);
// Copy B to C
if(order_B == rocsparse_order_column)
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hB[i + ldb * j] = htemp[i + B_m * j];
}
}
if(trans_B == rocsparse_operation_none)
{
if(order_C == rocsparse_order_column)
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i + ldc * j] = hB[i + ldb * j];
}
}
}
else
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i * ldc + j] = hB[i + ldb * j];
}
}
}
}
else
{
if(order_C == rocsparse_order_column)
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i * ldc + j] = hB[i + ldb * j];
}
}
}
else
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i + ldc * j] = hB[i + ldb * j];
}
}
}
}
}
else
{
for(J i = 0; i < B_m; i++)
{
for(J j = 0; j < B_n; j++)
{
hB[ldb * i + j] = htemp[B_n * i + j];
}
}
if(trans_B == rocsparse_operation_none)
{
if(order_C == rocsparse_order_column)
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i + ldc * j] = hB[ldb * i + j];
}
}
}
else
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i * ldc + j] = hB[ldb * i + j];
}
}
}
}
else
{
if(order_C == rocsparse_order_column)
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i * ldc + j] = hB[ldb * i + j];
}
}
}
else
{
for(J j = 0; j < B_n; j++)
{
for(J i = 0; i < B_m; i++)
{
hC_1[i + ldc * j] = hB[ldb * i + j];
}
}
}
}
}
hC_2 = hC_1;
hC_gold = hC_1;
if(trans_B == rocsparse_operation_conjugate_transpose)
{
if(order_C == rocsparse_order_column)
{
for(J j = 0; j < C_n; j++)
{
for(J i = 0; i < C_m; i++)
{
hC_gold[i + ldc * j] = rocsparse_conj<T>(hC_gold[i + ldc * j]);
}
}
}
else
{
for(J i = 0; i < C_m; i++)
{
for(J j = 0; j < C_n; j++)
{
hC_gold[ldc * i + j] = rocsparse_conj<T>(hC_gold[ldc * i + j]);
}
}
}
}
// Allocate device memory
// CSC: col_ptr has length N+1, row_ind has length nnz
device_vector<I> dcsc_col_ptr(N + 1);
device_vector<J> dcsc_row_ind(nnz_A);
device_vector<T> dcsc_val(nnz_A);
device_dense_matrix<T> dB(nrowB, ncolB);
device_dense_matrix<T> dC_1(nrowC, ncolC);
device_dense_matrix<T> dC_2(nrowC, ncolC);
device_vector<T> dalpha(1);
// Copy data from CPU to device
CHECK_HIP_ERROR(
hipMemcpy(dcsc_col_ptr, hcsc_col_ptr.data(), sizeof(I) * (N + 1), hipMemcpyHostToDevice));
CHECK_HIP_ERROR(
hipMemcpy(dcsc_row_ind, hcsc_row_ind.data(), sizeof(J) * nnz_A, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dcsc_val, hcsc_val.data(), sizeof(T) * nnz_A, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dB, hB, sizeof(T) * nrowB * ncolB, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_1, sizeof(T) * nrowC * ncolC, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dC_2, hC_2, sizeof(T) * nrowC * ncolC, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dalpha, &halpha, sizeof(T), hipMemcpyHostToDevice));
// Create CSC descriptor
static const bool csc_format = true;
rocsparse_local_spmat A(
M, N, nnz_A, dcsc_col_ptr, dcsc_row_ind, dcsc_val, itype, jtype, base, ttype, csc_format);
rocsparse_local_dnmat B(B_m, B_n, ldb, dB, ttype, order_B);
rocsparse_local_dnmat C1(C_m, C_n, ldc, dC_1, ttype, order_C);
rocsparse_local_dnmat C2(C_m, C_n, ldc, dC_2, ttype, order_C);
CHECK_ROCSPARSE_ERROR(
rocsparse_spmat_set_attribute(A, rocsparse_spmat_fill_mode, &uplo, sizeof(uplo)));
CHECK_ROCSPARSE_ERROR(
rocsparse_spmat_set_attribute(A, rocsparse_spmat_diag_type, &diag, sizeof(diag)));
// Query SpSM buffer
size_t buffer_size;
CHECK_ROCSPARSE_ERROR(rocsparse_spsm(handle,
trans_A,
trans_B,
&halpha,
A,
B,
C1,
ttype,
alg,
rocsparse_spsm_stage_buffer_size,
&buffer_size,
nullptr));
// Allocate buffer
void* dbuffer;
CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
// Perform analysis on host
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
CHECK_ROCSPARSE_ERROR(rocsparse_spsm(handle,
trans_A,
trans_B,
&halpha,
A,
B,
C1,
ttype,
alg,
rocsparse_spsm_stage_preprocess,
&buffer_size,
dbuffer));
// Perform analysis on device
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
CHECK_ROCSPARSE_ERROR(rocsparse_spsm(handle,
trans_A,
trans_B,
dalpha,
A,
B,
C2,
ttype,
alg,
rocsparse_spsm_stage_preprocess,
&buffer_size,
dbuffer));
//
// The buffer must be non persistent, let's put garbage in it.
//
CHECK_HIP_ERROR(hipMemset(dbuffer, 255 - 1, buffer_size));
if(arg.unit_check)
{
// Solve on host
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
CHECK_ROCSPARSE_ERROR(testing::rocsparse_spsm(handle,
trans_A,
trans_B,
&halpha,
A,
B,
C1,
ttype,
alg,
rocsparse_spsm_stage_compute,
&buffer_size,
dbuffer));
// Solve on device
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
CHECK_ROCSPARSE_ERROR(testing::rocsparse_spsm(handle,
trans_A,
trans_B,
dalpha,
A,
B,
C2,
ttype,
alg,
rocsparse_spsm_stage_compute,
&buffer_size,
dbuffer));
CHECK_HIP_ERROR(hipDeviceSynchronize());
if(ROCSPARSE_REPRODUCIBILITY)
{
rocsparse_reproducibility::save("dC_1", dC_1);
}
if(ROCSPARSE_REPRODUCIBILITY)
{
rocsparse_reproducibility::save("dC_2", dC_2);
}
// Copy output to host
CHECK_HIP_ERROR(hipMemcpy(hC_1, dC_1, sizeof(T) * nrowC * ncolC, hipMemcpyDeviceToHost));
CHECK_HIP_ERROR(hipMemcpy(hC_2, dC_2, sizeof(T) * nrowC * ncolC, hipMemcpyDeviceToHost));
// CPU gold check: host_cscsm wraps host_csrsm, handling the CSC->CSR
// mapping (transpose operation on A, flipped fill mode and, for the
// conjugate transpose, the value conjugation) internally. The operation
// on the right-hand side (trans_C) is passed through unchanged.
J analysis_pivot = -1;
J solve_pivot = -1;
host_cscsm<I, J, T>(M,
K,
nnz_A,
trans_A,
trans_C,
halpha,
hcsc_col_ptr.data(),
hcsc_row_ind.data(),
hcsc_val.data(),
hC_gold,
ldc,
order_C,
diag,
uplo,
base,
&analysis_pivot,
&solve_pivot);
if(analysis_pivot == -1 && solve_pivot == -1)
{
hC_gold.near_check(hC_1);
hC_gold.near_check(hC_2);
}
}
if(arg.timing)
{
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
const double gpu_time_used = rocsparse_clients::run_benchmark(arg,
rocsparse_spsm,
handle,
trans_A,
trans_B,
&halpha,
A,
B,
C1,
ttype,
alg,
rocsparse_spsm_stage_compute,
&buffer_size,
dbuffer);
double gflop_count = spsv_gflop_count(M, nnz_A, diag) * K;
double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
double gbyte_count = csrsv_gbyte_count<T>(M, nnz_A) * K;
double gpu_gbyte = get_gpu_gbyte(gpu_time_used, gbyte_count);
display_timing_info(display_key_t::M,
M,
display_key_t::nnz_A,
nnz_A,
display_key_t::nrhs,
K,
display_key_t::alpha,
halpha,
display_key_t::algorithm,
rocsparse_spsmalg2string(alg),
display_key_t::gflops,
gpu_gflops,
display_key_t::bandwidth,
gpu_gbyte,
display_key_t::time_ms,
get_gpu_time_msec(gpu_time_used));
}
CHECK_HIP_ERROR(rocsparse_hipFree(dbuffer));
}
#define INSTANTIATE(ITYPE, JTYPE, TTYPE) \
template void testing_spsm_csc_bad_arg<ITYPE, JTYPE, TTYPE>(const Arguments& arg); \
template void testing_spsm_csc<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_spsm_csc_extra(const Arguments& arg) {}