/* ************************************************************************ * 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 #include #include using namespace hipsparse; using namespace hipsparse_test; template 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(0.6); T beta = make_DataType(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 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 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(argus.alpha); T h_beta = make_DataType(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 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 csr_row_ptr; std::vector csr_col_ind; std::vector 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 hbsr_row_ptrA(mb + 1); std::vector hbsr_col_indA(nnzb); std::vector 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 hB(nnz_B); std::vector hC_1(nnz_C); std::vector hC_2(nnz_C); std::vector hC_gold(nnz_C); hipsparseInit(hB, ldb, ncol_B); hipsparseInit(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(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(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(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(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(0.0)); double gbyte_count = bsrmm_gbyte_count( mb, nnzb, block_dim, k * n, m * n, h_beta != make_DataType(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