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TheRock/rocm-libraries/projects/hipsparse/clients/include/testing_csrmm.hpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

560 lines
29 KiB
C++

/* ************************************************************************
* Copyright (C) 2018-2019 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.
*
* ************************************************************************ */
#pragma once
#ifndef TESTING_CSRMM_HPP
#define TESTING_CSRMM_HPP
#include "display.hpp"
#include "flops.hpp"
#include "gbyte.hpp"
#include "hipsparse.hpp"
#include "hipsparse_arguments.hpp"
#include "hipsparse_graph.hpp"
#include "hipsparse_test_unique_ptr.hpp"
#include "unit.hpp"
#include "utility.hpp"
#include <hipsparse.h>
#include <string>
using namespace hipsparse;
using namespace hipsparse_test;
template <typename T>
void testing_csrmm_bad_arg(const Arguments& argus)
{
#if(!defined(CUDART_VERSION))
int N = 100;
int M = 100;
int K = 100;
int ldb = 100;
int ldc = 100;
int nnz = 100;
int safe_size = 100;
T alpha = make_DataType<T>(0.6);
T beta = make_DataType<T>(0.2);
hipsparseOperation_t transA = HIPSPARSE_OPERATION_NON_TRANSPOSE;
hipsparseOperation_t transB = HIPSPARSE_OPERATION_NON_TRANSPOSE;
hipsparseLocalHandle_t handle;
std::unique_ptr<descr_struct> unique_ptr_descr(new descr_struct);
hipsparseMatDescr_t descr = unique_ptr_descr->descr;
auto dptr_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
auto dcol_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
auto dval_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
auto dB_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
auto dC_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free};
int* dptr = (int*)dptr_managed.get();
int* dcol = (int*)dcol_managed.get();
T* dval = (T*)dval_managed.get();
T* dB = (T*)dB_managed.get();
T* dC = (T*)dC_managed.get();
verify_hipsparse_status_invalid_size(hipsparseXcsrmm2(handle,
transA,
transB,
-1,
N,
K,
nnz,
&alpha,
descr,
dval,
dptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc),
"Error: M < 0");
verify_hipsparse_status_invalid_size(hipsparseXcsrmm2(handle,
transA,
transB,
M,
-1,
K,
nnz,
&alpha,
descr,
dval,
dptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc),
"Error: N < 0");
verify_hipsparse_status_invalid_size(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
-1,
nnz,
&alpha,
descr,
dval,
dptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc),
"Error: K < 0");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
descr,
dval,
(int*)nullptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc),
"Error: dptr is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
descr,
dval,
dptr,
(int*)nullptr,
dB,
ldb,
&beta,
dC,
ldc),
"Error: dcol is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
descr,
(T*)nullptr,
dptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc),
"Error: dval is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
descr,
dval,
dptr,
dcol,
(T*)nullptr,
ldb,
&beta,
dC,
ldc),
"Error: dB is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
descr,
dval,
dptr,
dcol,
dB,
ldb,
&beta,
(T*)nullptr,
ldc),
"Error: dC is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
(T*)nullptr,
descr,
dval,
dptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc),
"Error: alpha is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
descr,
dval,
dptr,
dcol,
dB,
ldb,
(T*)nullptr,
dC,
ldc),
"Error: beta is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXcsrmm2(handle,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
(hipsparseMatDescr_t) nullptr,
dval,
dptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc),
"Error: descr is nullptr");
verify_hipsparse_status_invalid_handle(hipsparseXcsrmm2((hipsparseHandle_t) nullptr,
transA,
transB,
M,
N,
K,
nnz,
&alpha,
descr,
dval,
dptr,
dcol,
dB,
ldb,
&beta,
dC,
ldc));
#endif
}
template <typename T>
void testing_csrmm(Arguments argus)
{
#if(!defined(CUDART_VERSION) || CUDART_VERSION < 11000)
int M = argus.M;
int N = argus.N;
int K = argus.K;
T h_alpha = make_DataType<T>(argus.alpha);
T h_beta = make_DataType<T>(argus.beta);
hipsparseOperation_t transA = argus.transA;
hipsparseOperation_t transB = argus.transB;
hipsparseIndexBase_t idx_base = argus.baseA;
std::string filename = argus.filename;
hipsparseLocalHandle_t handle(argus);
std::unique_ptr<descr_struct> unique_ptr_descr(new descr_struct);
hipsparseMatDescr_t descr = unique_ptr_descr->descr;
// Set matrix index base
CHECK_HIPSPARSE_ERROR(hipsparseSetMatIndexBase(descr, idx_base));
srand(12345ULL);
// Host structures
std::vector<int> hcsr_row_ptrA;
std::vector<int> hcsr_col_indA;
std::vector<T> hcsr_valA;
// Read or construct CSR matrix
int nnz = 0;
CHECK_GENERATE_MATRIX_ERROR(generate_csr_matrix(
filename, M, K, nnz, hcsr_row_ptrA, hcsr_col_indA, hcsr_valA, idx_base));
// Some matrix properties
int A_m = M;
int B_m = (transB == HIPSPARSE_OPERATION_NON_TRANSPOSE)
? (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE ? K : M)
: N;
int B_n = (transB == HIPSPARSE_OPERATION_NON_TRANSPOSE)
? N
: (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE ? K : M);
int C_m = (transA == HIPSPARSE_OPERATION_NON_TRANSPOSE ? M : K);
int C_n = N;
int ldb = B_m;
int ldc = C_m;
int nrowB = ldb;
int ncolB = B_n;
int nrowC = ldc;
int ncolC = C_n;
int Bnnz = nrowB * ncolB;
int Cnnz = nrowC * ncolC;
// Host structures - Dense matrix B and C
std::vector<T> hB(Bnnz);
std::vector<T> hC_1(Cnnz);
std::vector<T> hC_2(Cnnz);
std::vector<T> hC_gold(Cnnz);
hipsparseInit<T>(hB, nrowB, ncolB);
hipsparseInit<T>(hC_1, nrowC, ncolC);
// copy vector is easy in STL; hC_gold = hC_1: save a copy in hy_gold which will be output of
// CPU
hC_gold = hC_1;
hC_2 = hC_1;
// allocate memory on device
auto dcsr_row_ptrA_managed
= hipsparse_unique_ptr{device_malloc(sizeof(int) * (A_m + 1)), device_free};
auto dcsr_col_indA_managed
= hipsparse_unique_ptr{device_malloc(sizeof(int) * nnz), device_free};
auto dcsr_valA_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz), device_free};
auto dB_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * Bnnz), device_free};
auto dC_1_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * Cnnz), device_free};
auto dC_2_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * Cnnz), device_free};
auto d_alpha_managed = hipsparse_unique_ptr{device_malloc(sizeof(T)), device_free};
auto d_beta_managed = hipsparse_unique_ptr{device_malloc(sizeof(T)), device_free};
int* dcsr_row_ptrA = (int*)dcsr_row_ptrA_managed.get();
int* dcsr_col_indA = (int*)dcsr_col_indA_managed.get();
T* dcsr_valA = (T*)dcsr_valA_managed.get();
T* dB = (T*)dB_managed.get();
T* dC_1 = (T*)dC_1_managed.get();
T* dC_2 = (T*)dC_2_managed.get();
T* d_alpha = (T*)d_alpha_managed.get();
T* d_beta = (T*)d_beta_managed.get();
// copy data from CPU to device
CHECK_HIP_ERROR(hipMemcpy(
dcsr_row_ptrA, hcsr_row_ptrA.data(), sizeof(int) * (A_m + 1), hipMemcpyHostToDevice));
CHECK_HIP_ERROR(
hipMemcpy(dcsr_col_indA, hcsr_col_indA.data(), sizeof(int) * nnz, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dcsr_valA, hcsr_valA.data(), sizeof(T) * nnz, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dB, hB.data(), sizeof(T) * Bnnz, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_1.data(), sizeof(T) * Cnnz, hipMemcpyHostToDevice));
if(argus.unit_check)
{
CHECK_HIP_ERROR(hipMemcpy(dC_2, hC_2.data(), sizeof(T) * Cnnz, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice));
// HIPSPARSE pointer mode host
CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
transA,
transB,
M,
N,
K,
nnz,
&h_alpha,
descr,
dcsr_valA,
dcsr_row_ptrA,
dcsr_col_indA,
dB,
ldb,
&h_beta,
dC_1,
ldc));
// HIPSPARSE pointer mode device
CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_DEVICE));
CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
transA,
transB,
M,
N,
K,
nnz,
d_alpha,
descr,
dcsr_valA,
dcsr_row_ptrA,
dcsr_col_indA,
dB,
ldb,
d_beta,
dC_2,
ldc));
// copy output from device to CPU
CHECK_HIP_ERROR(hipMemcpy(hC_1.data(), dC_1, sizeof(T) * Cnnz, hipMemcpyDeviceToHost));
CHECK_HIP_ERROR(hipMemcpy(hC_2.data(), dC_2, sizeof(T) * Cnnz, hipMemcpyDeviceToHost));
// CPU
host_csrmm(M,
N,
K,
transA,
transB,
h_alpha,
hcsr_row_ptrA.data(),
hcsr_col_indA.data(),
hcsr_valA.data(),
hB.data(),
ldb,
HIPSPARSE_ORDER_COL,
h_beta,
hC_gold.data(),
ldc,
HIPSPARSE_ORDER_COL,
idx_base,
false);
unit_check_near(nrowC, ncolC, ldc, hC_gold.data(), hC_1.data());
unit_check_near(nrowC, ncolC, ldc, hC_gold.data(), hC_2.data());
}
if(argus.timing)
{
int number_cold_calls = 2;
int number_hot_calls = argus.iters;
CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
// Warm up
for(int iter = 0; iter < number_cold_calls; ++iter)
{
CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
transA,
transB,
M,
N,
K,
nnz,
&h_alpha,
descr,
dcsr_valA,
dcsr_row_ptrA,
dcsr_col_indA,
dB,
ldb,
&h_beta,
dC_1,
ldc));
}
double gpu_time_used = get_time_us();
// Performance run
for(int iter = 0; iter < number_hot_calls; ++iter)
{
CHECK_HIPSPARSE_ERROR(testing::hipsparseXcsrmm2<T>(handle,
transA,
transB,
M,
N,
K,
nnz,
&h_alpha,
descr,
dcsr_valA,
dcsr_row_ptrA,
dcsr_col_indA,
dB,
ldb,
&h_beta,
dC_1,
ldc));
}
gpu_time_used = (get_time_us() - gpu_time_used) / number_hot_calls;
double gflop_count
= csrmm_gflop_count<int, int>(B_m, nnz, C_m * C_n, h_beta != make_DataType<T>(0.0));
double gbyte_count = csrmm_gbyte_count<T, int, int>(
A_m, nnz, B_m * B_n, C_m * C_n, h_beta != make_DataType<T>(0.0));
double gpu_gflops = get_gpu_gflops(gpu_time_used, gflop_count);
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::transA,
hipsparse_operation2string(transA),
display_key_t::transB,
hipsparse_operation2string(transB),
display_key_t::nnzA,
nnz,
display_key_t::nnzB,
B_m * B_n,
display_key_t::nnzC,
C_m * C_n,
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));
}
#endif
}
#endif // TESTING_CSRMM_HPP