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

738 lines
39 KiB
C++

/* ************************************************************************
* Copyright (C) 2020-2026 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.
*
* ************************************************************************ */
#pragma once
#ifndef TESTING_BSRMM_HPP
#define TESTING_BSRMM_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 <iostream>
#include <string>
using namespace hipsparse;
using namespace hipsparse_test;
template <typename T>
void testing_bsrmm_bad_arg(const Arguments& argus)
{
#if(!defined(CUDART_VERSION))
int mb = 100;
int n = 100;
int kb = 100;
int nnzb = 100;
int block_dim = 100;
int ldb = 100;
int ldc = 100;
int safe_size = 100;
T alpha = make_DataType<T>(0.6);
T beta = make_DataType<T>(0.2);
hipsparseDirection_t dirA = HIPSPARSE_DIRECTION_ROW;
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 dbsr_row_ptr_managed
= hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
auto dbsr_col_ind_managed
= hipsparse_unique_ptr{device_malloc(sizeof(int) * safe_size), device_free};
auto dbsr_val_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* dbsr_row_ptr = (int*)dbsr_row_ptr_managed.get();
int* dbsr_col_ind = (int*)dbsr_col_ind_managed.get();
T* dbsr_val = (T*)dbsr_val_managed.get();
T* dB = (T*)dB_managed.get();
T* dC = (T*)dC_managed.get();
verify_hipsparse_status_invalid_handle(hipsparseXbsrmm((hipsparseHandle_t) nullptr,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc));
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
(T*)nullptr,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: alpha is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
(hipsparseMatDescr_t) nullptr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: descr is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
(T*)nullptr,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: dbsr_val is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
(int*)nullptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: dbsr_row_ptr is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
(int*)nullptr,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: dbsr_col_ind is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
(T*)nullptr,
ldb,
&beta,
dC,
ldc),
"Error: dB is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
(T*)nullptr,
dC,
ldc),
"Error: beta is nullptr");
verify_hipsparse_status_invalid_pointer(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
(T*)nullptr,
ldc),
"Error: dC is nullptr");
verify_hipsparse_status_invalid_size(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
-1,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: mb is invalid");
verify_hipsparse_status_invalid_size(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
-1,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: n is invalid");
verify_hipsparse_status_invalid_size(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
-1,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: kb is invalid");
verify_hipsparse_status_invalid_size(hipsparseXbsrmm(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
0,
dB,
ldb,
&beta,
dC,
ldc),
"Error: block_dim is invalid");
// Test not implemented (mapped to hiparse internal error)
verify_hipsparse_status_not_supported(hipsparseXbsrmm(handle,
dirA,
HIPSPARSE_OPERATION_TRANSPOSE,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: Passed value for transA is not supported");
verify_hipsparse_status_not_supported(hipsparseXbsrmm(handle,
dirA,
HIPSPARSE_OPERATION_CONJUGATE_TRANSPOSE,
transB,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: Passed value for transA is not supported");
verify_hipsparse_status_not_supported(hipsparseXbsrmm(handle,
dirA,
transA,
HIPSPARSE_OPERATION_CONJUGATE_TRANSPOSE,
mb,
n,
kb,
nnzb,
&alpha,
descr,
dbsr_val,
dbsr_row_ptr,
dbsr_col_ind,
block_dim,
dB,
ldb,
&beta,
dC,
ldc),
"Error: Passed value for transB is not supported");
#endif
}
template <typename T>
void testing_bsrmm(const Arguments& argus)
{
int m = argus.M;
int n = argus.N;
int k = argus.K;
int block_dim = argus.block_dim;
T h_alpha = make_DataType<T>(argus.alpha);
T h_beta = make_DataType<T>(argus.beta);
hipsparseDirection_t dirA = argus.dirA;
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> csr_row_ptr;
std::vector<int> csr_col_ind;
std::vector<T> csr_val;
// Read or construct CSR matrix
int nnz = 0;
CHECK_GENERATE_MATRIX_ERROR(
generate_csr_matrix(filename, m, k, nnz, csr_row_ptr, csr_col_ind, csr_val, idx_base));
// m and k can be modifed if we read in a matrix from a file
int mb = (m + block_dim - 1) / block_dim;
int kb = (k + block_dim - 1) / block_dim;
// Allocate memory on device for CSR matrix and BSR row pointer array
auto dcsr_row_ptrA_managed
= hipsparse_unique_ptr{device_malloc(sizeof(int) * (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 dbsr_row_ptrA_managed
= hipsparse_unique_ptr{device_malloc(sizeof(int) * (mb + 1)), 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();
int* dbsr_row_ptrA = (int*)dbsr_row_ptrA_managed.get();
// Copy CSR from host to device
CHECK_HIP_ERROR(
hipMemcpy(dcsr_row_ptrA, csr_row_ptr.data(), sizeof(int) * (m + 1), hipMemcpyHostToDevice));
CHECK_HIP_ERROR(
hipMemcpy(dcsr_col_indA, csr_col_ind.data(), sizeof(int) * nnz, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dcsr_valA, csr_val.data(), sizeof(T) * nnz, hipMemcpyHostToDevice));
// Convert CSR to BSR
int nnzb;
CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
CHECK_HIPSPARSE_ERROR(hipsparseXcsr2bsrNnz(handle,
dirA,
m,
k,
descr,
dcsr_row_ptrA,
dcsr_col_indA,
block_dim,
descr,
dbsr_row_ptrA,
&nnzb));
auto dbsr_col_indA_managed
= hipsparse_unique_ptr{device_malloc(sizeof(int) * nnzb), device_free};
auto dbsr_valA_managed = hipsparse_unique_ptr{
device_malloc(sizeof(T) * nnzb * block_dim * block_dim), device_free};
int* dbsr_col_indA = (int*)dbsr_col_indA_managed.get();
T* dbsr_valA = (T*)dbsr_valA_managed.get();
CHECK_HIPSPARSE_ERROR(hipsparseXcsr2bsr(handle,
dirA,
m,
k,
descr,
dcsr_valA,
dcsr_row_ptrA,
dcsr_col_indA,
block_dim,
descr,
dbsr_valA,
dbsr_row_ptrA,
dbsr_col_indA));
// Host BSR matrix
std::vector<int> hbsr_row_ptrA(mb + 1);
std::vector<int> hbsr_col_indA(nnzb);
std::vector<T> hbsr_valA(nnzb * block_dim * block_dim);
// Copy BSR matrix to host
CHECK_HIP_ERROR(hipMemcpy(
hbsr_row_ptrA.data(), dbsr_row_ptrA, sizeof(int) * (mb + 1), hipMemcpyDeviceToHost));
CHECK_HIP_ERROR(
hipMemcpy(hbsr_col_indA.data(), dbsr_col_indA, sizeof(int) * nnzb, hipMemcpyDeviceToHost));
CHECK_HIP_ERROR(hipMemcpy(hbsr_valA.data(),
dbsr_valA,
sizeof(T) * nnzb * block_dim * block_dim,
hipMemcpyDeviceToHost));
m = mb * block_dim;
k = kb * block_dim;
// Some matrix properties
int ldb = (transB == HIPSPARSE_OPERATION_NON_TRANSPOSE) ? k : n;
int ldc = m;
int ncol_B = (transB == HIPSPARSE_OPERATION_NON_TRANSPOSE ? n : k);
int nnz_B = ldb * ncol_B;
int nnz_C = ldc * n;
// Allocate host memory for dense matrices
std::vector<T> hB(nnz_B);
std::vector<T> hC_1(nnz_C);
std::vector<T> hC_2(nnz_C);
std::vector<T> hC_gold(nnz_C);
hipsparseInit<T>(hB, ldb, ncol_B);
hipsparseInit<T>(hC_1, ldc, n);
// 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 dB_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz_B), device_free};
auto dC_1_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz_C), device_free};
auto dC_2_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz_C), 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};
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 host to device
CHECK_HIP_ERROR(hipMemcpy(dB, hB.data(), sizeof(T) * nnz_B, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dC_1, hC_1.data(), sizeof(T) * nnz_C, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(dC_2, hC_2.data(), sizeof(T) * nnz_C, hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice));
CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice));
if(argus.unit_check)
{
// Testing using host pointer mode
CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST));
CHECK_HIPSPARSE_ERROR(testing::hipsparseXbsrmm<T>(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&h_alpha,
descr,
dbsr_valA,
dbsr_row_ptrA,
dbsr_col_indA,
block_dim,
dB,
ldb,
&h_beta,
dC_1,
ldc));
// Testing using device pointer mode
CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_DEVICE));
CHECK_HIPSPARSE_ERROR(testing::hipsparseXbsrmm<T>(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
d_alpha,
descr,
dbsr_valA,
dbsr_row_ptrA,
dbsr_col_indA,
block_dim,
dB,
ldb,
d_beta,
dC_2,
ldc));
// Copy output from device to host
CHECK_HIP_ERROR(hipMemcpy(hC_1.data(), dC_1, sizeof(T) * nnz_C, hipMemcpyDeviceToHost));
CHECK_HIP_ERROR(hipMemcpy(hC_2.data(), dC_2, sizeof(T) * nnz_C, hipMemcpyDeviceToHost));
// Host bsrmm
host_bsrmm(mb,
n,
kb,
block_dim,
dirA,
transA,
transB,
h_alpha,
hbsr_row_ptrA,
hbsr_col_indA,
hbsr_valA,
hB,
ldb,
h_beta,
hC_gold,
ldc,
idx_base);
// Unit check
unit_check_near(1, nnz_C, 1, hC_gold.data(), hC_1.data());
unit_check_near(1, nnz_C, 1, 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::hipsparseXbsrmm<T>(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&h_alpha,
descr,
dbsr_valA,
dbsr_row_ptrA,
dbsr_col_indA,
block_dim,
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::hipsparseXbsrmm<T>(handle,
dirA,
transA,
transB,
mb,
n,
kb,
nnzb,
&h_alpha,
descr,
dbsr_valA,
dbsr_row_ptrA,
dbsr_col_indA,
block_dim,
dB,
ldb,
&h_beta,
dC_1,
ldc));
}
gpu_time_used = (get_time_us() - gpu_time_used) / number_hot_calls;
double gflop_count
= bsrmm_gflop_count(n, nnzb, block_dim, m * n, h_beta != make_DataType<T>(0.0));
double gbyte_count = bsrmm_gbyte_count<T>(
mb, nnzb, block_dim, k * n, m * 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::direction,
dirA,
display_key_t::transA,
transA,
display_key_t::transB,
transB,
display_key_t::nnzb,
nnzb,
display_key_t::block_dim,
block_dim,
display_key_t::nnzB,
nnz_B,
display_key_t::nnzC,
nnz_C,
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 // TESTING_BSRMM_HPP