/* ************************************************************************ * Copyright (C) 2022-2025 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 "utils.hpp" #include "rocsparse/rocsparse.h" #include #include #include #include #include #include #define HIP_CHECK(stat) \ { \ if(stat != hipSuccess) \ { \ std::cerr << "Error: hip error in line " << __LINE__ << std::endl; \ exit(-1); \ } \ } #define ROCSPARSE_CHECK(stat) \ { \ if(stat != rocsparse_status_success) \ { \ std::cerr << "Error: rocsparse error in line " << __LINE__ << std::endl; \ exit(-1); \ } \ } template void run_example(rocsparse_handle handle, int ndim, int trials, int batch_size) { // Generate single COO problem std::vector hArow_temp; std::vector hAcol_temp; std::vector hAval_temp; I m; I k; I nnz_A; utils_init_coo_laplace2d( hArow_temp, hAcol_temp, hAval_temp, ndim, ndim, m, k, nnz_A, rocsparse_index_base_zero); I n = 16; I nnz_B = k * n; I nnz_C = m * n; I batch_count_A = 1; I batch_count_B = 100; I batch_count_C = 100; I batch_stride_A = (batch_count_A > 1) ? nnz_A : 0; I batch_stride_B = (batch_count_B > 1) ? nnz_B : 0; I batch_stride_C = (batch_count_C > 1) ? nnz_C : 0; std::vector hArow(batch_count_A * nnz_A); std::vector hAcol(batch_count_A * nnz_A); std::vector hAval(batch_count_A * nnz_A); // Duplicate COO matrix for each batch for(I i = 0; i < batch_count_A; i++) { for(size_t j = 0; j < nnz_A; j++) { hArow[nnz_A * i + j] = hArow_temp[j]; hAcol[nnz_A * i + j] = hAcol_temp[j]; hAval[nnz_A * i + j] = hAval_temp[j]; } } // Sample some random data utils_seedrand(); T halpha = utils_random(); T hbeta = (T)0; std::vector hB(batch_count_B * k * n); std::vector hC(batch_count_C * m * n); utils_init(hB, batch_count_B * nnz_B, 1, 1); utils_init(hC, batch_count_C * nnz_C, 1, 1); // Offload data to device I* dArow = NULL; I* dAcol = NULL; T* dAval = NULL; T* dB = NULL; T* dC = NULL; HIP_CHECK(hipMalloc((void**)&dArow, sizeof(I) * batch_count_A * nnz_A)); HIP_CHECK(hipMalloc((void**)&dAcol, sizeof(I) * batch_count_A * nnz_A)); HIP_CHECK(hipMalloc((void**)&dAval, sizeof(T) * batch_count_A * nnz_A)); HIP_CHECK(hipMalloc((void**)&dB, sizeof(T) * batch_count_B * nnz_B)); HIP_CHECK(hipMalloc((void**)&dC, sizeof(T) * batch_count_C * nnz_C)); HIP_CHECK( hipMemcpy(dArow, hArow.data(), sizeof(I) * batch_count_A * nnz_A, hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(dAcol, hAcol.data(), sizeof(I) * batch_count_A * nnz_A, hipMemcpyHostToDevice)); HIP_CHECK( hipMemcpy(dAval, hAval.data(), sizeof(T) * batch_count_A * nnz_A, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dB, hB.data(), sizeof(T) * batch_count_B * nnz_B, hipMemcpyHostToDevice)); HIP_CHECK(hipMemcpy(dC, hC.data(), sizeof(T) * batch_count_C * nnz_C, hipMemcpyHostToDevice)); // Types rocsparse_indextype itype = utils_indextype(); rocsparse_datatype ttype = utils_datatype(); // Create descriptors rocsparse_spmat_descr A; rocsparse_dnmat_descr B; rocsparse_dnmat_descr C; ROCSPARSE_CHECK(rocsparse_create_coo_descr( &A, m, k, nnz_A, dArow, dAcol, dAval, itype, rocsparse_index_base_zero, ttype)); ROCSPARSE_CHECK(rocsparse_create_dnmat_descr(&B, k, n, k, dB, ttype, rocsparse_order_column)); ROCSPARSE_CHECK(rocsparse_create_dnmat_descr(&C, m, n, m, dC, ttype, rocsparse_order_column)); ROCSPARSE_CHECK(rocsparse_coo_set_strided_batch(A, batch_count_A, batch_stride_A)); ROCSPARSE_CHECK(rocsparse_dnmat_set_strided_batch(B, batch_count_B, batch_stride_B)); ROCSPARSE_CHECK(rocsparse_dnmat_set_strided_batch(C, batch_count_C, batch_stride_C)); // Query for buffer size size_t buffer_size; ROCSPARSE_CHECK(rocsparse_spmm(handle, rocsparse_operation_none, rocsparse_operation_none, &halpha, A, B, &hbeta, C, ttype, rocsparse_spmm_alg_default, rocsparse_spmm_stage_buffer_size, &buffer_size, nullptr)); void* temp_buffer; HIP_CHECK(hipMalloc(&temp_buffer, buffer_size)); ROCSPARSE_CHECK(rocsparse_spmm(handle, rocsparse_operation_none, rocsparse_operation_none, &halpha, A, B, &hbeta, C, ttype, rocsparse_spmm_alg_default, rocsparse_spmm_stage_preprocess, &buffer_size, temp_buffer)); // Warm up for(int i = 0; i < 10; ++i) { // Call rocsparse spmm ROCSPARSE_CHECK(rocsparse_spmm(handle, rocsparse_operation_none, rocsparse_operation_none, &halpha, A, B, &hbeta, C, ttype, rocsparse_spmm_alg_default, rocsparse_spmm_stage_compute, &buffer_size, temp_buffer)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); // Start time measurement double time = utils_time_us(); // CSR matrix matrix multiplication for(int i = 0; i < trials; ++i) { for(int j = 0; j < batch_size; ++j) { // Call rocsparse spmm ROCSPARSE_CHECK(rocsparse_spmm(handle, rocsparse_operation_none, rocsparse_operation_none, &halpha, A, B, &hbeta, C, ttype, rocsparse_spmm_alg_default, rocsparse_spmm_stage_compute, &buffer_size, temp_buffer)); } // Device synchronization HIP_CHECK(hipDeviceSynchronize()); } time = (utils_time_us() - time) / (trials * batch_size * 1e3); size_t readA = size_t(batch_count_A) * (sizeof(I) * nnz_A + sizeof(I) * nnz_A + sizeof(T) * nnz_A); size_t readB = sizeof(T) * batch_count_B * nnz_B; size_t readC = sizeof(T) * batch_count_C * (hbeta != static_cast(0) ? nnz_C : 0); size_t writeC = sizeof(T) * batch_count_C * nnz_C; double bandwidth = static_cast(readA + readB + readC + writeC) / time / 1e6; double gflops = double(batch_count_C) * static_cast(2.0 * nnz_A * n + (hbeta != static_cast(0) ? nnz_C : 0)) / time / 1e6; std::cout << std::setw(12) << "m" << std::setw(12) << "k" << std::setw(12) << "n" << std::setw(12) << "nnz_A" << std::setw(12) << std::setw(12) << "batch_A" << std::setw(12) << "batch_B" << std::setw(12) << "batch_C" << std::setw(12) << "alpha" << std::setw(12) << "beta" << std::setw(12) << "GFlop/s" << std::setw(12) << "GB/s" << std::setw(12) << "msec" << std::endl; std::cout << std::setw(12) << m << std::setw(12) << k << std::setw(12) << n << std::setw(12) << nnz_A << std::setw(12) << batch_count_A << std::setw(12) << batch_count_B << std::setw(12) << batch_count_C << std::setw(12) << halpha << std::setw(12) << hbeta << std::setw(12) << gflops << std::setw(12) << bandwidth << std::setw(12) << time << std::endl; // Clear up on device HIP_CHECK(hipFree(dArow)); HIP_CHECK(hipFree(dAcol)); HIP_CHECK(hipFree(dAval)); HIP_CHECK(hipFree(dB)); HIP_CHECK(hipFree(dC)); HIP_CHECK(hipFree(temp_buffer)); ROCSPARSE_CHECK(rocsparse_destroy_spmat_descr(A)); ROCSPARSE_CHECK(rocsparse_destroy_dnmat_descr(B)); ROCSPARSE_CHECK(rocsparse_destroy_dnmat_descr(C)); } int main(int argc, char* argv[]) { // Parse command line if(argc < 2) { std::cerr << argv[0] << " [ ]" << std::endl; return -1; } int ndim = atoi(argv[1]); int trials = 200; int batch_size = 1; if(argc > 2) { trials = atoi(argv[2]); } if(argc > 3) { batch_size = atoi(argv[3]); } // rocSPARSE handle rocsparse_handle handle; ROCSPARSE_CHECK(rocsparse_create_handle(&handle)); hipDeviceProp_t devProp; int device_id = 0; HIP_CHECK(hipGetDevice(&device_id)); HIP_CHECK(hipGetDeviceProperties(&devProp, device_id)); std::cout << "Device: " << devProp.name << std::endl; std::cout.precision(2); std::cout.setf(std::ios::fixed); std::cout.setf(std::ios::left); std::cout << std::endl; // single precision, real std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << std::endl; // double precision, real std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << std::endl; // single precision, complex std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << std::endl; // double precision, complex std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << "### rocsparse_spmm_batched ###" << std::endl; run_example(handle, ndim, trials, batch_size); std::cout << std::endl; ROCSPARSE_CHECK(rocsparse_destroy_handle(handle)); return 0; }