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/*! \file */
/* ************************************************************************
* Copyright (C) 2021-2024 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>
void testing_gemvi_bad_arg(const Arguments& arg)
{
static const size_t safe_size = 100;
// Create rocsparse handle
rocsparse_local_handle local_handle;
T h_alpha = static_cast<T>(1);
T h_beta = static_cast<T>(1);
rocsparse_handle handle = local_handle;
rocsparse_operation trans = rocsparse_operation_none;
rocsparse_index_base idx_base = rocsparse_index_base_zero;
rocsparse_int m = safe_size;
rocsparse_int n = safe_size;
rocsparse_int nnz = safe_size;
const T* alpha_device_host = &h_alpha;
const T* A = (const T*)0x4;
rocsparse_int lda = safe_size;
const rocsparse_int* x_ind = (const rocsparse_int*)0x4;
const T* x_val = (const T*)0x4;
const T* beta_device_host = &h_beta;
T* y = (T*)0x4;
void* buffer = (void*)0x4;
int nargs_to_exclude = 1;
const int args_to_exclude[1] = {13};
#define PARAMS \
handle, trans, m, n, alpha_device_host, A, lda, nnz, x_val, x_ind, beta_device_host, y, \
idx_base, buffer
select_bad_arg_analysis(rocsparse_gemvi<T>, nargs_to_exclude, args_to_exclude, PARAMS);
{
auto tmp = trans;
trans = rocsparse_operation_transpose;
EXPECT_ROCSPARSE_STATUS(rocsparse_gemvi<T>(PARAMS), rocsparse_status_not_implemented);
trans = tmp;
}
// nnz cannot be larger than n
{
auto tmp = nnz;
nnz = n + 1;
EXPECT_ROCSPARSE_STATUS(rocsparse_gemvi<T>(PARAMS), rocsparse_status_invalid_size);
nnz = tmp;
}
// lda cannot be lesser than m in non transposed case
{
auto tmp = lda;
lda = m - 1;
EXPECT_ROCSPARSE_STATUS(rocsparse_gemvi<T>(PARAMS), rocsparse_status_invalid_size);
lda = tmp;
}
// lda cannot be lesser than n in transposed case
{
auto tmp1 = lda;
auto tmp2 = trans;
lda = n - 1;
trans = rocsparse_operation_transpose;
EXPECT_ROCSPARSE_STATUS(rocsparse_gemvi<T>(PARAMS), rocsparse_status_invalid_size);
lda = tmp1;
trans = tmp2;
}
}
template <typename T>
void testing_gemvi(const Arguments& arg)
{
rocsparse_int M = arg.M;
rocsparse_int N = arg.N;
rocsparse_operation trans = arg.transA;
rocsparse_index_base base = arg.baseA;
T h_alpha = arg.get_alpha<T>();
T h_beta = arg.get_beta<T>();
// Create rocsparse handle
rocsparse_local_handle handle(arg);
// Vector sparsity of 33%
rocsparse_int nnz = N * 0.33;
rocsparse_int lda = (trans == rocsparse_operation_none) ? M : N;
// Allocate host memory
host_vector<T> hA(M * N);
host_vector<T> hx_val(nnz);
host_vector<rocsparse_int> hx_ind(nnz);
host_vector<T> hy_1(M);
host_vector<T> hy_2(M);
host_vector<T> hy_gold(M);
// Initialize data on CPU
rocsparse_seedrand();
rocsparse_init_index(hx_ind, nnz, base, N + base);
rocsparse_init<T>(hx_val, 1, nnz, 1);
rocsparse_init<T>(hy_1, 1, M, 1);
rocsparse_init<T>(hA, M, N, lda, 1);
hy_2 = hy_1;
hy_gold = hy_1;
// Allocate device memory
device_vector<rocsparse_int> dx_ind(nnz);
device_vector<T> dx_val(nnz);
device_vector<T> dA(M * N);
device_vector<T> dy_1(M);
device_vector<T> dy_2(M);
device_vector<T> d_alpha(1);
device_vector<T> d_beta(1);
// Copy data from CPU to device
CHECK_HIP_ERROR(hipMemcpy(dx_ind, hx_ind, sizeof(rocsparse_int) * nnz, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dx_val, hx_val, sizeof(T) * nnz, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dA, hA, sizeof(T) * M * N, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dy_1, hy_1, sizeof(T) * M, hipMemcpyHostToDevice));
// Obtain buffer size
size_t buffer_size;
CHECK_ROCSPARSE_ERROR(rocsparse_gemvi_buffer_size<T>(handle, trans, M, N, nnz, &buffer_size));
void* buffer;
CHECK_HIP_ERROR(rocsparse_hipMalloc(&buffer, buffer_size));
if(arg.unit_check)
{
// Copy data from CPU to device
CHECK_HIP_ERROR(hipMemcpy(dy_2, hy_2, sizeof(T) * M, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice));
// Pointer mode host
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_host));
CHECK_ROCSPARSE_ERROR(testing::rocsparse_gemvi<T>(handle,
trans,
M,
N,
&h_alpha,
dA,
lda,
nnz,
dx_val,
dx_ind,
&h_beta,
dy_1,
base,
buffer));
// Pointer mode device
CHECK_ROCSPARSE_ERROR(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device));
CHECK_ROCSPARSE_ERROR(testing::rocsparse_gemvi<T>(handle,
trans,
M,
N,
d_alpha,
dA,
lda,
nnz,
dx_val,
dx_ind,
d_beta,
dy_2,
base,
buffer));
if(ROCSPARSE_REPRODUCIBILITY)
{
rocsparse_reproducibility::save(
"Y pointer mode host", dy_1, "Y pointer mode device", dy_1);
}
// Copy output to host
CHECK_HIP_ERROR(hipMemcpy(hy_1, dy_1, sizeof(T) * M, hipMemcpyDeviceToHost));
CHECK_HIP_ERROR(hipMemcpy(hy_2, dy_2, sizeof(T) * M, hipMemcpyDeviceToHost));
// CPU gemvi
host_gemvi<rocsparse_int, T>(
M, N, h_alpha, hA, lda, nnz, hx_val, hx_ind, h_beta, hy_gold, base);
hy_gold.near_check(hy_1);
hy_gold.near_check(hy_2);
}
if(arg.timing)
{
int number_cold_calls = 2;
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)
{
CHECK_ROCSPARSE_ERROR(rocsparse_gemvi<T>(handle,
trans,
M,
N,
&h_alpha,
dA,
lda,
nnz,
dx_val,
dx_ind,
&h_beta,
dy_1,
base,
buffer));
}
double gpu_time_used = get_time_us();
// Performance run
for(int iter = 0; iter < number_hot_calls; ++iter)
{
CHECK_ROCSPARSE_ERROR(rocsparse_gemvi<T>(handle,
trans,
M,
N,
&h_alpha,
dA,
lda,
nnz,
dx_val,
dx_ind,
&h_beta,
dy_1,
base,
buffer));
}
gpu_time_used = (get_time_us() - gpu_time_used) / number_hot_calls;
double gpu_gflops = gemvi_gflop_count(M, nnz) / gpu_time_used * 1e6;
double gpu_gbyte = gemvi_gbyte_count<T>((trans == rocsparse_operation_none) ? M : N,
nnz,
h_beta != static_cast<T>(0))
/ gpu_time_used * 1e6;
display_timing_info(display_key_t::M,
M,
display_key_t::N,
N,
display_key_t::nnz,
nnz,
display_key_t::trans,
rocsparse_operation2string(trans),
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::time_ms,
get_gpu_time_msec(gpu_time_used));
}
CHECK_HIP_ERROR(rocsparse_hipFree(buffer));
}
#define INSTANTIATE(TYPE) \
template void testing_gemvi_bad_arg<TYPE>(const Arguments& arg); \
template void testing_gemvi<TYPE>(const Arguments& arg)
INSTANTIATE(float);
INSTANTIATE(double);
INSTANTIATE(rocsparse_float_complex);
INSTANTIATE(rocsparse_double_complex);
void testing_gemvi_extra(const Arguments& arg) {}
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