derek.holloway
7502bf64a4
CodeQL / Analyze (actions) (push) Canceled after 0s
CodeQL / Analyze (python) (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Multi-Arch CI / setup (push) Canceled after 0s
Publish build_manylinux_x86_64 images / publish_build_manylinux_x86_64 (push) Canceled after 0s
Setup (Multi-Arch) / setup (push) Canceled after 0s
Multi-Arch CI / Linux::${{ fromJSON(needs.setup.outputs.linux_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubi10 image / publish_no_rocm_image_ubi10 (push) Canceled after 0s
Multi-Arch CI / Windows::${{ fromJSON(needs.setup.outputs.windows_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Multi-Arch CI / Manifest Diff (push) Canceled after 0s
TheRock Manifest Diff Report / Generate Manifest Diff Report (push) Canceled after 0s
Multi-Arch CI / CI Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_ocl_rt images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_rocgdb images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Unit Tests / Unit Tests :: ubuntu-24.04 (push) Canceled after 0s
Unit Tests / Unit Tests :: windows-2022 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_media (push) Canceled after 0s
Unit Tests / Unit Tests Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_openmpi (push) Canceled after 0s
476 lines
21 KiB
C++
476 lines
21 KiB
C++
/* ************************************************************************
|
|
* Copyright (C) 2021-2026 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"
|
|
|
|
#include <tuple>
|
|
|
|
template <typename I, typename J, typename A, typename B, typename C, typename T>
|
|
void testing_spmm_bsr_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;
|
|
rocsparse_direction dir = rocsparse_direction_row;
|
|
J mb = safe_size;
|
|
J n = safe_size;
|
|
J kb = safe_size;
|
|
I nnzb = safe_size;
|
|
J block_dim = safe_size;
|
|
const T* alpha = (const T*)0x4;
|
|
const T* beta = (const T*)0x4;
|
|
void* bsr_val = (void*)0x4;
|
|
void* bsr_row_ptr = (void*)0x4;
|
|
void* bsr_col_ind = (void*)0x4;
|
|
void* dB = (void*)0x4;
|
|
void* dC = (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_order order_B = rocsparse_order_column;
|
|
rocsparse_order order_C = rocsparse_order_column;
|
|
rocsparse_spmm_alg alg = rocsparse_spmm_alg_default;
|
|
rocsparse_spmm_stage stage = rocsparse_spmm_stage_compute;
|
|
|
|
rocsparse_indextype itype = get_indextype<I>();
|
|
rocsparse_indextype jtype = get_indextype<J>();
|
|
rocsparse_datatype atype = get_datatype<A>();
|
|
rocsparse_datatype btype = get_datatype<B>();
|
|
rocsparse_datatype ctype = get_datatype<C>();
|
|
rocsparse_datatype compute_type = get_datatype<T>();
|
|
|
|
J m = mb * block_dim;
|
|
J k = kb * block_dim;
|
|
|
|
// SpMM structures
|
|
rocsparse_local_spmat local_mat_A(mb,
|
|
kb,
|
|
nnzb,
|
|
dir,
|
|
block_dim,
|
|
bsr_row_ptr,
|
|
bsr_col_ind,
|
|
bsr_val,
|
|
itype,
|
|
jtype,
|
|
base,
|
|
atype,
|
|
rocsparse_format_bsr);
|
|
rocsparse_local_dnmat local_mat_B(k, n, k, dB, btype, order_B);
|
|
rocsparse_local_dnmat local_mat_C(m, n, m, dC, ctype, order_C);
|
|
|
|
rocsparse_spmat_descr mat_A = local_mat_A;
|
|
rocsparse_dnmat_descr mat_B = local_mat_B;
|
|
rocsparse_dnmat_descr mat_C = local_mat_C;
|
|
|
|
int nargs_to_exclude = 2;
|
|
const int args_to_exclude[2] = {11, 12};
|
|
|
|
#define PARAMS \
|
|
handle, trans_A, trans_B, alpha, mat_A, mat_B, beta, mat_C, compute_type, alg, stage, \
|
|
buffer_size, temp_buffer
|
|
{
|
|
size_t* buffer_size = (size_t*)0x4;
|
|
void* temp_buffer = (void*)0x4;
|
|
select_bad_arg_analysis(rocsparse_spmm, nargs_to_exclude, args_to_exclude, PARAMS);
|
|
}
|
|
|
|
{
|
|
size_t* buffer_size = (size_t*)0x4;
|
|
void* temp_buffer = nullptr;
|
|
select_bad_arg_analysis(rocsparse_spmm, nargs_to_exclude, args_to_exclude, PARAMS);
|
|
}
|
|
|
|
{
|
|
size_t* buffer_size = nullptr;
|
|
void* temp_buffer = (void*)0x4;
|
|
select_bad_arg_analysis(rocsparse_spmm, nargs_to_exclude, args_to_exclude, PARAMS);
|
|
}
|
|
|
|
{
|
|
size_t* buffer_size = nullptr;
|
|
void* temp_buffer = nullptr;
|
|
select_bad_arg_analysis(rocsparse_spmm, nargs_to_exclude, args_to_exclude, PARAMS);
|
|
}
|
|
#undef PARAMS
|
|
}
|
|
|
|
template <typename I, typename J, typename A, typename B, typename C, typename T>
|
|
void testing_spmm_bsr(const Arguments& arg)
|
|
{
|
|
J M = arg.M;
|
|
J N = arg.N;
|
|
J K = arg.K;
|
|
J block_dim = arg.block_dim;
|
|
rocsparse_operation trans_A = arg.transA;
|
|
rocsparse_operation trans_B = arg.transB;
|
|
rocsparse_direction dir = arg.direction;
|
|
rocsparse_index_base base = arg.baseA;
|
|
rocsparse_spmm_alg alg = arg.spmm_alg;
|
|
rocsparse_order order_B = arg.orderB;
|
|
rocsparse_order order_C = arg.orderC;
|
|
int64_t ld_multiplier_B = arg.ld_multiplier_B;
|
|
int64_t ld_multiplier_C = arg.ld_multiplier_C;
|
|
|
|
J Mb = (M + block_dim - 1) / block_dim;
|
|
J Kb = (K + block_dim - 1) / block_dim;
|
|
|
|
T halpha = arg.get_alpha<T>();
|
|
T hbeta = arg.get_beta<T>();
|
|
|
|
// Index and data type
|
|
rocsparse_indextype itype = get_indextype<I>();
|
|
rocsparse_indextype jtype = get_indextype<J>();
|
|
rocsparse_datatype atype = get_datatype<A>();
|
|
rocsparse_datatype btype = get_datatype<B>();
|
|
rocsparse_datatype ctype = get_datatype<C>();
|
|
rocsparse_datatype ttype = get_datatype<T>();
|
|
|
|
// Create rocsparse handle
|
|
rocsparse_local_handle handle(arg);
|
|
|
|
// Allocate host memory for matrix
|
|
host_vector<I> hbsr_row_ptr;
|
|
host_vector<J> hbsr_col_ind;
|
|
host_vector<A> hbsr_val;
|
|
|
|
// Allocate host memory for matrix
|
|
rocsparse_matrix_factory<A, I, J> matrix_factory(arg);
|
|
|
|
I nnzb_A;
|
|
matrix_factory.init_bsr(hbsr_row_ptr,
|
|
hbsr_col_ind,
|
|
hbsr_val,
|
|
dir,
|
|
(trans_A == rocsparse_operation_none) ? Mb : Kb,
|
|
(trans_A == rocsparse_operation_none) ? Kb : Mb,
|
|
nnzb_A,
|
|
block_dim,
|
|
base);
|
|
|
|
M = Mb * block_dim;
|
|
K = Kb * block_dim;
|
|
|
|
// Some matrix properties
|
|
J A_mb = (trans_A == rocsparse_operation_none) ? Mb : Kb;
|
|
J A_nb = (trans_A == rocsparse_operation_none) ? Kb : Mb;
|
|
J B_m = (trans_B == rocsparse_operation_none) ? K : N;
|
|
J B_n = (trans_B == rocsparse_operation_none) ? N : K;
|
|
J C_m = M;
|
|
J C_n = N;
|
|
|
|
int64_t ldb = (order_B == rocsparse_order_column)
|
|
? ((trans_B == rocsparse_operation_none) ? (ld_multiplier_B * K)
|
|
: (ld_multiplier_B * N))
|
|
: ((trans_B == rocsparse_operation_none) ? (ld_multiplier_B * N)
|
|
: (ld_multiplier_B * K));
|
|
int64_t ldc
|
|
= (order_C == rocsparse_order_column) ? (ld_multiplier_C * M) : (ld_multiplier_C * N);
|
|
|
|
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;
|
|
|
|
int64_t nnz_A = int64_t(nnzb_A) * block_dim * block_dim;
|
|
int64_t nnz_B = nrowB * ncolB;
|
|
int64_t nnz_C = nrowC * ncolC;
|
|
|
|
// Allocate host memory for vectors
|
|
host_vector<B> hB(nnz_B);
|
|
host_vector<C> hC_1(nnz_C);
|
|
host_vector<C> hC_2(nnz_C);
|
|
host_vector<C> hC_gold(nnz_C);
|
|
|
|
// Initialize data on CPU
|
|
rocsparse_init<B>(hB, nnz_B, 1, 1, arg.convert_to_int);
|
|
rocsparse_init<C>(hC_1, nnz_C, 1, 1, arg.convert_to_int);
|
|
|
|
hC_2 = hC_1;
|
|
hC_gold = hC_1;
|
|
|
|
// Allocate device memory
|
|
device_vector<I> dbsr_row_ptr(A_mb + 1);
|
|
device_vector<J> dbsr_col_ind(nnzb_A);
|
|
device_vector<A> dbsr_val(nnz_A);
|
|
device_vector<B> dB(nnz_B);
|
|
device_vector<C> dC_1(nnz_C);
|
|
device_vector<C> dC_2(nnz_C);
|
|
device_vector<T> dalpha(1);
|
|
device_vector<T> dbeta(1);
|
|
|
|
// Copy data from CPU to device
|
|
CHECK_HIP_ERROR(hipMemcpy(
|
|
dbsr_row_ptr, hbsr_row_ptr.data(), sizeof(I) * (A_mb + 1), hipMemcpyHostToDevice));
|
|
CHECK_HIP_ERROR(
|
|
hipMemcpy(dbsr_col_ind, hbsr_col_ind.data(), sizeof(J) * nnzb_A, hipMemcpyHostToDevice));
|
|
CHECK_HIP_ERROR(hipMemcpy(dbsr_val, hbsr_val.data(), sizeof(A) * nnz_A, hipMemcpyHostToDevice));
|
|
CHECK_HIP_ERROR(hipMemcpy(dB, hB, sizeof(B) * nnz_B, hipMemcpyHostToDevice));
|
|
CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_1, sizeof(C) * nnz_C, hipMemcpyHostToDevice));
|
|
CHECK_HIP_ERROR(hipMemcpy(dC_2, hC_2, sizeof(C) * nnz_C, hipMemcpyHostToDevice));
|
|
CHECK_HIP_ERROR(hipMemcpy(dalpha, &halpha, sizeof(T), hipMemcpyHostToDevice));
|
|
CHECK_HIP_ERROR(hipMemcpy(dbeta, &hbeta, sizeof(T), hipMemcpyHostToDevice));
|
|
|
|
// Create descriptors
|
|
rocsparse_local_spmat mat_A(A_mb,
|
|
A_nb,
|
|
nnzb_A,
|
|
dir,
|
|
block_dim,
|
|
dbsr_row_ptr,
|
|
dbsr_col_ind,
|
|
dbsr_val,
|
|
itype,
|
|
jtype,
|
|
base,
|
|
atype,
|
|
rocsparse_format_bsr);
|
|
|
|
rocsparse_local_dnmat mat_B(B_m, B_n, ldb, dB, btype, order_B);
|
|
rocsparse_local_dnmat mat_C1(C_m, C_n, ldc, dC_1, ctype, order_C);
|
|
rocsparse_local_dnmat mat_C2(C_m, C_n, ldc, dC_2, ctype, order_C);
|
|
|
|
// Query SpMM buffer
|
|
size_t buffer_size;
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_spmm(handle,
|
|
trans_A,
|
|
trans_B,
|
|
&halpha,
|
|
mat_A,
|
|
mat_B,
|
|
&hbeta,
|
|
mat_C1,
|
|
ttype,
|
|
alg,
|
|
rocsparse_spmm_stage_buffer_size,
|
|
&buffer_size,
|
|
nullptr));
|
|
|
|
// Allocate buffer
|
|
void* dbuffer;
|
|
CHECK_HIP_ERROR(rocsparse_hipMalloc(&dbuffer, buffer_size));
|
|
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_spmm(handle,
|
|
trans_A,
|
|
trans_B,
|
|
&halpha,
|
|
mat_A,
|
|
mat_B,
|
|
&hbeta,
|
|
mat_C1,
|
|
ttype,
|
|
alg,
|
|
rocsparse_spmm_stage_preprocess,
|
|
&buffer_size,
|
|
dbuffer));
|
|
|
|
if(arg.unit_check)
|
|
{
|
|
// Pointer mode host
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
|
|
CHECK_ROCSPARSE_ERROR(testing::rocsparse_spmm(handle,
|
|
trans_A,
|
|
trans_B,
|
|
&halpha,
|
|
mat_A,
|
|
mat_B,
|
|
&hbeta,
|
|
mat_C1,
|
|
ttype,
|
|
alg,
|
|
rocsparse_spmm_stage_compute,
|
|
&buffer_size,
|
|
dbuffer));
|
|
if(ROCSPARSE_REPRODUCIBILITY)
|
|
{
|
|
rocsparse_reproducibility::save("dC_1", dC_1);
|
|
}
|
|
|
|
// Pointer mode device
|
|
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
|
|
CHECK_ROCSPARSE_ERROR(testing::rocsparse_spmm(handle,
|
|
trans_A,
|
|
trans_B,
|
|
dalpha,
|
|
mat_A,
|
|
mat_B,
|
|
dbeta,
|
|
mat_C2,
|
|
ttype,
|
|
alg,
|
|
rocsparse_spmm_stage_compute,
|
|
&buffer_size,
|
|
dbuffer));
|
|
|
|
if(ROCSPARSE_REPRODUCIBILITY)
|
|
{
|
|
rocsparse_reproducibility::save("dC_2", dC_2);
|
|
}
|
|
|
|
// Copy output to host
|
|
CHECK_HIP_ERROR(hipMemcpy(hC_1, dC_1, sizeof(C) * nnz_C, hipMemcpyDeviceToHost));
|
|
CHECK_HIP_ERROR(hipMemcpy(hC_2, dC_2, sizeof(C) * nnz_C, hipMemcpyDeviceToHost));
|
|
|
|
// CPU bsrmm
|
|
host_bsrmm<T, I, J, A, B, C>(handle,
|
|
dir,
|
|
trans_A,
|
|
trans_B,
|
|
A_mb,
|
|
N,
|
|
A_nb,
|
|
nnzb_A,
|
|
halpha,
|
|
hbsr_val,
|
|
hbsr_row_ptr,
|
|
hbsr_col_ind,
|
|
block_dim,
|
|
hB,
|
|
ldb,
|
|
order_B,
|
|
hbeta,
|
|
hC_gold,
|
|
ldc,
|
|
order_C,
|
|
base);
|
|
|
|
hC_gold.near_check(hC_1, get_near_check_tol<C>(arg));
|
|
hC_gold.near_check(hC_2, get_near_check_tol<C>(arg));
|
|
}
|
|
|
|
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_spmm,
|
|
handle,
|
|
trans_A,
|
|
trans_B,
|
|
&halpha,
|
|
mat_A,
|
|
mat_B,
|
|
&hbeta,
|
|
mat_C1,
|
|
ttype,
|
|
alg,
|
|
rocsparse_spmm_stage_compute,
|
|
&buffer_size,
|
|
dbuffer);
|
|
|
|
double gflop_count = spmm_gflop_count(
|
|
N, nnzb_A * block_dim * block_dim, (I)C_m * (I)C_n, hbeta != static_cast<T>(0));
|
|
double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
|
|
|
|
double gbyte_count = bsrmm_gbyte_count<T>(
|
|
A_mb, nnzb_A, block_dim, (I)B_m * (I)B_n, (I)C_m * (I)C_n, hbeta != static_cast<T>(0));
|
|
double gpu_gbyte = get_gpu_gbyte(gpu_time_used, gbyte_count);
|
|
|
|
display_timing_info(display_key_t::M,
|
|
M,
|
|
display_key_t::N,
|
|
N,
|
|
display_key_t::K,
|
|
K,
|
|
display_key_t::dir,
|
|
dir,
|
|
display_key_t::trans_A,
|
|
trans_A,
|
|
display_key_t::trans_B,
|
|
trans_B,
|
|
display_key_t::nnzb,
|
|
nnzb_A,
|
|
display_key_t::bdim,
|
|
block_dim,
|
|
display_key_t::nnz_B,
|
|
nnz_B,
|
|
display_key_t::nnz_C,
|
|
nnz_C,
|
|
display_key_t::alpha,
|
|
halpha,
|
|
display_key_t::beta,
|
|
hbeta,
|
|
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_spmm_bsr_bad_arg<ITYPE, JTYPE, TTYPE, TTYPE, TTYPE, TTYPE>( \
|
|
const Arguments& arg); \
|
|
template void testing_spmm_bsr<ITYPE, JTYPE, TTYPE, TTYPE, TTYPE, TTYPE>(const Arguments& arg)
|
|
#define INSTANTIATE_MIXED(ITYPE, JTYPE, ATYPE, XTYPE, YTYPE, TTYPE) \
|
|
template void testing_spmm_bsr_bad_arg<ITYPE, JTYPE, ATYPE, XTYPE, YTYPE, TTYPE>( \
|
|
const Arguments& arg); \
|
|
template void testing_spmm_bsr<ITYPE, JTYPE, ATYPE, XTYPE, YTYPE, 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);
|
|
|
|
INSTANTIATE_MIXED(int32_t, int32_t, int8_t, int8_t, int32_t, int32_t);
|
|
INSTANTIATE_MIXED(int64_t, int32_t, int8_t, int8_t, int32_t, int32_t);
|
|
INSTANTIATE_MIXED(int64_t, int64_t, int8_t, int8_t, int32_t, int32_t);
|
|
INSTANTIATE_MIXED(int32_t, int32_t, int8_t, int8_t, float, float);
|
|
INSTANTIATE_MIXED(int64_t, int32_t, int8_t, int8_t, float, float);
|
|
INSTANTIATE_MIXED(int64_t, int64_t, int8_t, int8_t, float, float);
|
|
INSTANTIATE_MIXED(int32_t, int32_t, _Float16, _Float16, float, float);
|
|
INSTANTIATE_MIXED(int64_t, int32_t, _Float16, _Float16, float, float);
|
|
INSTANTIATE_MIXED(int64_t, int64_t, _Float16, _Float16, float, float);
|
|
INSTANTIATE_MIXED(int32_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
|
|
INSTANTIATE_MIXED(int64_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
|
|
INSTANTIATE_MIXED(int64_t, int64_t, rocsparse_bfloat16, rocsparse_bfloat16, float, float);
|
|
INSTANTIATE_MIXED(int32_t, int32_t, _Float16, _Float16, _Float16, float);
|
|
INSTANTIATE_MIXED(int64_t, int32_t, _Float16, _Float16, _Float16, float);
|
|
INSTANTIATE_MIXED(int64_t, int64_t, _Float16, _Float16, _Float16, float);
|
|
INSTANTIATE_MIXED(
|
|
int32_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, rocsparse_bfloat16, float);
|
|
INSTANTIATE_MIXED(
|
|
int64_t, int32_t, rocsparse_bfloat16, rocsparse_bfloat16, rocsparse_bfloat16, float);
|
|
INSTANTIATE_MIXED(
|
|
int64_t, int64_t, rocsparse_bfloat16, rocsparse_bfloat16, rocsparse_bfloat16, float);
|
|
|
|
void testing_spmm_bsr_extra(const Arguments& arg) {}
|