/* ************************************************************************ * Copyright (c) 2020 Advanced Micro Devices, Inc. * * 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_BSRMV_HPP #define TESTING_BSRMV_HPP #include "hipsparse.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_bsrmv_bad_arg(void) { #ifdef __HIP_PLATFORM_NVIDIA__ // do not test for bad args return; #endif int safe_size = 100; int safe_dim = 2; T alpha = 0.6; T beta = 0.2; hipsparseOperation_t transA = HIPSPARSE_OPERATION_NON_TRANSPOSE; hipsparseDirection_t dirA = HIPSPARSE_DIRECTION_COLUMN; std::unique_ptr unique_ptr_handle(new handle_struct); hipsparseHandle_t handle = unique_ptr_handle->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 dx_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free}; auto dy_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* dx = (T*)dx_managed.get(); T* dy = (T*)dy_managed.get(); if(!dval || !dptr || !dcol || !dx || !dy) { PRINT_IF_HIP_ERROR(hipErrorOutOfMemory); return; } // Test hipsparseXbsrmv verify_hipsparse_status_invalid_handle(hipsparseXbsrmv(nullptr, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, dval, dptr, dcol, safe_dim, dx, &beta, dy)); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, (T*)nullptr, descr, dval, dptr, dcol, safe_dim, dx, &beta, dy), "Error: alpha is nullptr"); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, nullptr, dval, dptr, dcol, safe_dim, dx, &beta, dy), "Error: descr is nullptr"); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, (T*)nullptr, dptr, dcol, safe_dim, dx, &beta, dy), "Error: bsr_val is nullptr"); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, dval, nullptr, dcol, safe_dim, dx, &beta, dy), "Error: bsr_row_ptr is nullptr"); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, dval, dptr, nullptr, safe_dim, dx, &beta, dy), "Error: bsr_col_ind is nullptr"); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, dval, dptr, dcol, safe_dim, (T*)nullptr, &beta, dy), "Error: xy is nullptr"); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, dval, dptr, dcol, safe_dim, dx, (T*)nullptr, dy), "Error: beta is nullptr"); verify_hipsparse_status_invalid_pointer(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, dval, dptr, dcol, safe_dim, dx, &beta, (T*)nullptr), "Error: y is nullptr"); verify_hipsparse_status_invalid_size(hipsparseXbsrmv(handle, dirA, transA, -1, safe_size, safe_size, &alpha, descr, dval, dptr, dcol, safe_dim, dx, &beta, dy), "Error: mb is invalid"); verify_hipsparse_status_invalid_size(hipsparseXbsrmv(handle, dirA, transA, safe_size, -1, safe_size, &alpha, descr, dval, dptr, dcol, safe_dim, dx, &beta, dy), "Error: nb is invalid"); verify_hipsparse_status_invalid_size(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, -1, &alpha, descr, dval, dptr, dcol, safe_dim, dx, &beta, dy), "Error: nnzb is invalid"); verify_hipsparse_status_invalid_size(hipsparseXbsrmv(handle, dirA, transA, safe_size, safe_size, safe_size, &alpha, descr, dval, dptr, dcol, -1, dx, &beta, dy), "Error: block_dim is invalid"); } template hipsparseStatus_t testing_bsrmv(Arguments argus) { int safe_size = 100; int m = argus.M; int n = argus.N; int block_dim = argus.block_dim; T h_alpha = make_DataType(argus.alpha); T h_beta = make_DataType(argus.beta); hipsparseOperation_t transA = argus.transA; hipsparseIndexBase_t idx_base = argus.idx_base; hipsparseDirection_t dir = argus.dirA; std::string binfile = ""; std::string filename = ""; hipsparseStatus_t status; // When in testing mode, M == N == -99 indicates that we are testing with a real // matrix from cise.ufl.edu if(m == -99 && n == -99 && argus.timing == 0) { binfile = argus.filename; m = n = safe_size; } if(argus.timing == 1) { filename = argus.filename; } std::unique_ptr test_handle(new handle_struct); hipsparseHandle_t handle = test_handle->handle; std::unique_ptr test_descr(new descr_struct); hipsparseMatDescr_t descr = test_descr->descr; // Set matrix index base CHECK_HIPSPARSE_ERROR(hipsparseSetMatIndexBase(descr, idx_base)); int mb = (block_dim == 0) ? -1 : (m + block_dim - 1) / block_dim; int nb = (block_dim == 0) ? -1 : (n + block_dim - 1) / block_dim; if(block_dim == 1) { #ifdef __HIP_PLATFORM_NVIDIA__ // cusparse only accepts block_dim > 1 return HIPSPARSE_STATUS_SUCCESS; #endif } // Argument sanity check before allocating invalid memory if(mb <= 0 || nb <= 0 || m <= 0 || n <= 0 || block_dim <= 0) { 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 dx_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * safe_size), device_free}; auto dy_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* dx = (T*)dx_managed.get(); T* dy = (T*)dy_managed.get(); if(!dval || !dptr || !dcol || !dx || !dy) { verify_hipsparse_status_success(HIPSPARSE_STATUS_ALLOC_FAILED, "!dptr || !dcol || !dval || !dx || !dy"); return HIPSPARSE_STATUS_ALLOC_FAILED; } CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST)); status = hipsparseXbsrmv(handle, dir, transA, mb, nb, safe_size, &h_alpha, descr, dval, dptr, dcol, block_dim, dx, &h_beta, dy); if(mb < 0 || nb < 0 || block_dim <= 0) { verify_hipsparse_status_invalid_size(status, "Error: mb < 0 || nb < 0 || block_dim < 0"); } else { verify_hipsparse_status_success(status, "mb >= 0 && nb >= 0 && block_dim >= 0"); } return HIPSPARSE_STATUS_SUCCESS; } // Host structures std::vector hcsr_row_ptr; std::vector hcsr_col_ind; std::vector hcsr_val; int nnz; // Initial Data on CPU srand(12345ULL); if(binfile != "") { if(read_bin_matrix( binfile.c_str(), m, n, nnz, hcsr_row_ptr, hcsr_col_ind, hcsr_val, idx_base) != 0) { fprintf(stderr, "Cannot open [read] %s\n", binfile.c_str()); return HIPSPARSE_STATUS_INTERNAL_ERROR; } } else if(argus.laplacian) { m = n = gen_2d_laplacian(argus.laplacian, hcsr_row_ptr, hcsr_col_ind, hcsr_val, idx_base); nnz = hcsr_row_ptr[m]; } else { std::vector coo_row_ind; if(filename != "") { if(read_mtx_matrix( filename.c_str(), m, n, nnz, coo_row_ind, hcsr_col_ind, hcsr_val, idx_base) != 0) { fprintf(stderr, "Cannot open [read] %s\n", filename.c_str()); return HIPSPARSE_STATUS_INTERNAL_ERROR; } } else { double scale = 0.02; if(m > 1000 || n > 1000) { scale = 2.0 / std::max(m, n); } nnz = m * scale * n; gen_matrix_coo(m, n, nnz, coo_row_ind, hcsr_col_ind, hcsr_val, idx_base); } // Convert COO to CSR hcsr_row_ptr.resize(m + 1, 0); for(int i = 0; i < nnz; ++i) { ++hcsr_row_ptr[coo_row_ind[i] + 1 - idx_base]; } hcsr_row_ptr[0] = idx_base; for(int i = 0; i < m; ++i) { hcsr_row_ptr[i + 1] += hcsr_row_ptr[i]; } } mb = (m + block_dim - 1) / block_dim; nb = (n + block_dim - 1) / block_dim; std::vector hx(nb * block_dim); std::vector hy_1(mb * block_dim); std::vector hy_2(mb * block_dim); std::vector hy_gold(mb * block_dim); hipsparseInit(hx, 1, nb * block_dim); hipsparseInit(hy_1, 1, mb * block_dim); // copy vector is easy in STL; hy_gold = hx: save a copy in hy_gold which will be output of CPU hy_2 = hy_1; hy_gold = hy_1; // allocate memory on device auto dcsr_row_ptr_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * (m + 1)), device_free}; auto dcsr_col_ind_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * nnz), device_free}; auto dcsr_val_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nnz), device_free}; auto dbsr_row_ptr_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * (mb + 1)), device_free}; auto dx_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * nb * block_dim), device_free}; auto dy_1_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * mb * block_dim), device_free}; auto dy_2_managed = hipsparse_unique_ptr{device_malloc(sizeof(T) * mb * block_dim), 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_ptr = (int*)dcsr_row_ptr_managed.get(); int* dcsr_col_ind = (int*)dcsr_col_ind_managed.get(); T* dcsr_val = (T*)dcsr_val_managed.get(); int* dbsr_row_ptr = (int*)dbsr_row_ptr_managed.get(); T* dx = (T*)dx_managed.get(); T* dy_1 = (T*)dy_1_managed.get(); T* dy_2 = (T*)dy_2_managed.get(); T* d_alpha = (T*)d_alpha_managed.get(); T* d_beta = (T*)d_beta_managed.get(); if(!dcsr_val || !dcsr_row_ptr || !dcsr_col_ind || !dbsr_row_ptr || !dx || !dy_1 || !dy_2 || !d_alpha || !d_beta) { verify_hipsparse_status_success(HIPSPARSE_STATUS_ALLOC_FAILED, "!dval || !dptr || !dcol || !dx || " "!dy_1 || !dy_2 || !d_alpha || !d_beta"); return HIPSPARSE_STATUS_ALLOC_FAILED; } // copy data from CPU to device CHECK_HIP_ERROR( hipMemcpy(dcsr_row_ptr, hcsr_row_ptr.data(), sizeof(int) * (m + 1), hipMemcpyHostToDevice)); CHECK_HIP_ERROR( hipMemcpy(dcsr_col_ind, hcsr_col_ind.data(), sizeof(int) * nnz, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dcsr_val, hcsr_val.data(), sizeof(T) * nnz, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dx, hx.data(), sizeof(T) * n, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(dy_1, hy_1.data(), sizeof(T) * m, hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(d_alpha, &h_alpha, sizeof(T), hipMemcpyHostToDevice)); CHECK_HIP_ERROR(hipMemcpy(d_beta, &h_beta, sizeof(T), hipMemcpyHostToDevice)); // Convert to BSR int nnzb; CHECK_HIPSPARSE_ERROR(hipsparseXcsr2bsrNnz(handle, dir, m, n, descr, dcsr_row_ptr, dcsr_col_ind, block_dim, descr, dbsr_row_ptr, &nnzb)); auto dbsr_col_ind_managed = hipsparse_unique_ptr{device_malloc(sizeof(int) * nnzb), device_free}; auto dbsr_val_managed = hipsparse_unique_ptr{ device_malloc(sizeof(T) * nnzb * block_dim * block_dim), device_free}; int* dbsr_col_ind = (int*)dbsr_col_ind_managed.get(); T* dbsr_val = (T*)dbsr_val_managed.get(); if(!dbsr_val || !dbsr_col_ind) { verify_hipsparse_status_success(HIPSPARSE_STATUS_ALLOC_FAILED, "!dbsr_val || !dbsr_col_ind"); return HIPSPARSE_STATUS_ALLOC_FAILED; } CHECK_HIPSPARSE_ERROR(hipsparseXcsr2bsr(handle, dir, m, n, descr, dcsr_val, dcsr_row_ptr, dcsr_col_ind, block_dim, descr, dbsr_val, dbsr_row_ptr, dbsr_col_ind)); if(argus.unit_check) { CHECK_HIP_ERROR(hipMemcpy(dy_2, hy_2.data(), sizeof(T) * m, hipMemcpyHostToDevice)); // ROCSPARSE pointer mode host CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_HOST)); CHECK_HIPSPARSE_ERROR(hipsparseXbsrmv(handle, dir, transA, mb, nb, nnzb, &h_alpha, descr, dbsr_val, dbsr_row_ptr, dbsr_col_ind, block_dim, dx, &h_beta, dy_1)); // ROCSPARSE pointer mode device CHECK_HIPSPARSE_ERROR(hipsparseSetPointerMode(handle, HIPSPARSE_POINTER_MODE_DEVICE)); CHECK_HIPSPARSE_ERROR(hipsparseXbsrmv(handle, dir, transA, mb, nb, nnzb, d_alpha, descr, dbsr_val, dbsr_row_ptr, dbsr_col_ind, block_dim, dx, d_beta, dy_2)); // copy output from device to CPU CHECK_HIP_ERROR(hipMemcpy(hy_1.data(), dy_1, sizeof(T) * m, hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hy_2.data(), dy_2, sizeof(T) * m, hipMemcpyDeviceToHost)); // Host bsrmv std::vector hbsr_row_ptr(mb + 1); std::vector hbsr_col_ind(nnzb); std::vector hbsr_val(nnzb * block_dim * block_dim); CHECK_HIP_ERROR(hipMemcpy( hbsr_row_ptr.data(), dbsr_row_ptr, sizeof(int) * (mb + 1), hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy( hbsr_col_ind.data(), dbsr_col_ind, sizeof(int) * nnzb, hipMemcpyDeviceToHost)); CHECK_HIP_ERROR(hipMemcpy(hbsr_val.data(), dbsr_val, sizeof(T) * nnzb * block_dim * block_dim, hipMemcpyDeviceToHost)); host_bsrmv(dir, transA, mb, nb, nnzb, h_alpha, hbsr_row_ptr.data(), hbsr_col_ind.data(), hbsr_val.data(), block_dim, hx.data(), h_beta, hy_gold.data(), idx_base); unit_check_near(1, m, 1, hy_gold.data(), hy_1.data()); unit_check_near(1, m, 1, hy_gold.data(), hy_2.data()); } return HIPSPARSE_STATUS_SUCCESS; } #endif // TESTING_BSRMV_HPP