/* ************************************************************************ * 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 #include using namespace hipsparse; using namespace hipsparse_test; template 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(0.6); T beta = make_DataType(0.2); 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 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 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(argus.alpha); T h_beta = make_DataType(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 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 hcsr_row_ptrA; std::vector hcsr_col_indA; std::vector 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 hB(Bnnz); std::vector hC_1(Cnnz); std::vector hC_2(Cnnz); std::vector hC_gold(Cnnz); hipsparseInit(hB, nrowB, ncolB); hipsparseInit(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(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(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(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(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(B_m, nnz, C_m * C_n, h_beta != make_DataType(0.0)); double gbyte_count = csrmm_gbyte_count( A_m, nnz, B_m * B_n, C_m * C_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::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