/*! \file */ /* ************************************************************************ * 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. * * ************************************************************************ */ /*! \file * \brief gbyte.hpp provides data transfer counts of Sparse Linear Algebra Subprograms * of Level 1, 2 and 3. */ #pragma once #ifndef GBYTE_HPP #define GBYTE_HPP #include "rocsparse.hpp" /* * =========================================================================== * level 1 SPARSE * =========================================================================== */ template constexpr double axpby_gbyte_count(I nnz) { return (nnz * sizeof(I) + (3.0 * nnz) * sizeof(T)) / 1e9; } template constexpr double doti_gbyte_count(I nnz) { return (nnz * sizeof(I) + nnz * (sizeof(X) + sizeof(Y))) / 1e9; } template constexpr double gthr_gbyte_count(I nnz) { return (nnz * sizeof(I) + (2.0 * nnz) * sizeof(T)) / 1e9; } template constexpr double gthrz_gbyte_count(rocsparse_int nnz) { return (nnz * sizeof(rocsparse_int) + (2.0 * nnz) * sizeof(T)) / 1e9; } template constexpr double roti_gbyte_count(I nnz) { return (nnz * sizeof(I) + (3.0 * nnz) * sizeof(T)) / 1e9; } template constexpr double sctr_gbyte_count(I nnz) { return (nnz * sizeof(I) + (2.0 * nnz) * sizeof(T)) / 1e9; } /* * =========================================================================== * level 2 SPARSE * =========================================================================== */ template constexpr double bsrmv_gbyte_count(J mb, J nb, I nnzb, J block_dim, bool beta = false) { return (sizeof(I) * (mb + 1) + sizeof(J) * nnzb + sizeof(A) * nnzb * block_dim * block_dim + sizeof(Y) * (mb * block_dim + (beta ? mb * block_dim : 0)) + sizeof(X) * (nb * block_dim)) / 1e9; } template constexpr double bsrmv_gbyte_count(J mb, J nb, I nnzb, J block_dim, bool beta = false) { return bsrmv_gbyte_count(mb, nb, nnzb, block_dim, beta); } template constexpr double coomv_gbyte_count(I M, I N, int64_t nnz, bool beta = false) { return (sizeof(I) * 2.0 * nnz + sizeof(A) * nnz + sizeof(Y) * (M + (beta ? M : 0)) + sizeof(X) * N) / 1e9; } template constexpr double coomv_gbyte_count(I M, I N, int64_t nnz, bool beta = false) { return coomv_gbyte_count(M, N, nnz, beta); } template constexpr double csrmv_gbyte_count(J M, J N, I nnz, bool beta = false) { return (sizeof(I) * (M + 1) + sizeof(J) * nnz + sizeof(A) * nnz + sizeof(Y) * (M + (beta ? M : 0)) + sizeof(X) * N) / 1e9; } template constexpr double csrmv_gbyte_count(J M, J N, I nnz, bool beta = false) { return csrmv_gbyte_count(M, N, nnz, beta); } template constexpr double cscmv_gbyte_count(J M, J N, I nnz, bool beta = false) { return (sizeof(I) * (N + 1) + sizeof(J) * nnz + sizeof(A) * nnz + sizeof(Y) * (M + (beta ? M : 0)) + sizeof(X) * N) / 1e9; } template constexpr double cscmv_gbyte_count(J M, J N, I nnz, bool beta = false) { return cscmv_gbyte_count(M, N, nnz, beta); } template constexpr double ellmv_gbyte_count(I M, I N, int64_t nnz, bool beta = false) { return (sizeof(I) * nnz + sizeof(A) * nnz + sizeof(Y) * (M + (beta ? M : 0)) + sizeof(X) * N) / 1e9; } template constexpr double sellmv_gbyte_count( J M, J N, int64_t nnz, J sell_slice_size, I sell_colval_size, bool beta = false) { J nslices = (M - 1) / sell_slice_size + 1; return (sizeof(I) * (nslices + 1) + sizeof(J) * sell_colval_size + sizeof(A) * sell_colval_size + sizeof(Y) * (M + (beta ? M : 0)) + sizeof(X) * N) / 1e9; } template constexpr double ellmv_gbyte_count(I M, I N, int64_t nnz, bool beta = false) { return ellmv_gbyte_count(M, N, nnz, beta); } template constexpr double gebsrmv_gbyte_count(J mb, J nb, I nnzb, J row_block_dim, J col_block_dim, bool beta = false) { return (sizeof(I) * (mb + 1) + sizeof(J) * nnzb + sizeof(A) * nnzb * row_block_dim * col_block_dim + sizeof(Y) * (mb * row_block_dim + (beta ? mb * row_block_dim : 0)) + sizeof(X) * (nb * col_block_dim)) / 1e9; } template constexpr double gebsrmv_gbyte_count(J mb, J nb, I nnzb, J row_block_dim, J col_block_dim, bool beta = false) { return gebsrmv_gbyte_count(mb, nb, nnzb, row_block_dim, col_block_dim, beta); } template constexpr double bsrsv_gbyte_count(rocsparse_int mb, rocsparse_int nnzb, rocsparse_int bsr_dim) { return ((mb + 1 + nnzb) * sizeof(rocsparse_int) + (bsr_dim * (mb + mb + nnzb * bsr_dim)) * sizeof(T)) / 1e9; } template constexpr double csrsv_gbyte_count(J M, I nnz) { return ((M + 1) * sizeof(I) + nnz * sizeof(J) + (M + M + nnz) * sizeof(T)) / 1e9; } template constexpr double coosv_gbyte_count(I M, int64_t nnz) { return (2 * nnz * sizeof(I) + (M + M + nnz) * sizeof(T)) / 1e9; } template constexpr double gemvi_gbyte_count(I m, I nnz, bool beta = false) { return ((nnz) * sizeof(I) + (m * nnz + nnz + m + (beta ? m : 0)) * sizeof(T)) / 1e9; } /* * =========================================================================== * level 3 SPARSE * =========================================================================== */ template constexpr double bsrmm_gbyte_count(rocsparse_int Mb, rocsparse_int nnzb, rocsparse_int block_dim, rocsparse_int nnz_B, rocsparse_int nnz_C, bool beta = false) { //reads size_t reads = (Mb + 1 + nnzb) * sizeof(rocsparse_int) + (block_dim * block_dim * nnzb + nnz_B + (beta ? nnz_C : 0)) * sizeof(T); //writes size_t writes = nnz_C * sizeof(T); return (reads + writes) / 1e9; } template constexpr double gebsrmm_gbyte_count(rocsparse_int Mb, rocsparse_int nnzb, rocsparse_int row_block_dim, rocsparse_int col_block_dim, rocsparse_int nnz_B, rocsparse_int nnz_C, bool beta = false) { //reads size_t reads = (Mb + 1 + nnzb) * sizeof(rocsparse_int) + (row_block_dim * col_block_dim * nnzb + nnz_B + (beta ? nnz_C : 0)) * sizeof(T); //writes size_t writes = nnz_C * sizeof(T); return (reads + writes) / 1e9; } template constexpr double bellmm_gbyte_count(I Mb, I ell_cols, I ell_block_size, I nnz_B, I nnz_C, bool beta = false) { return (sizeof(A) * Mb * ell_cols * ell_block_size + sizeof(I) * Mb * ell_cols / ell_block_size + sizeof(B) * nnz_B + sizeof(C) * (nnz_C + (beta ? nnz_C : 0))) / 1e9; } template constexpr double csrmm_gbyte_count(J M, I nnz_A, I nnz_B, I nnz_C, bool beta = false) { return ((M + 1) * sizeof(I) + nnz_A * sizeof(J) + nnz_A * sizeof(A) + nnz_B * sizeof(B) + (nnz_C + (beta ? nnz_C : 0)) * sizeof(C)) / 1e9; } template constexpr double csrmm_batched_gbyte_count(J M, I nnz_A, I nnz_B, I nnz_C, J batch_count_A, J batch_count_B, J batch_count_C, bool beta = false) { // read A matrix size_t readA = batch_count_A * ((M + 1) * sizeof(I) + nnz_A * sizeof(J) + nnz_A * sizeof(A)); // read B matrix size_t readB = batch_count_B * nnz_B * sizeof(B); // read C matrix size_t readC = batch_count_C * (beta ? nnz_C : 0) * sizeof(C); // write C matrix size_t writeC = batch_count_C * nnz_C * sizeof(C); return (readA + readB + readC + writeC) / 1e9; } template constexpr double cscmm_gbyte_count(J N, I nnz_A, I nnz_B, I nnz_C, bool beta = false) { return csrmm_gbyte_count(N, nnz_A, nnz_B, nnz_C, beta); } template constexpr double cscmm_batched_gbyte_count(J N, I nnz_A, I nnz_B, I nnz_C, J batch_count_A, J batch_count_B, J batch_count_C, bool beta = false) { // read A matrix size_t readA = batch_count_A * ((N + 1) * sizeof(I) + nnz_A * sizeof(J) + nnz_A * sizeof(A)); // read B matrix size_t readB = batch_count_B * nnz_B * sizeof(B); // read C matrix size_t readC = batch_count_C * (beta ? nnz_C : 0) * sizeof(C); // write C matrix size_t writeC = batch_count_C * nnz_C * sizeof(C); return (readA + readB + readC + writeC) / 1e9; } template constexpr double coomm_gbyte_count(int64_t nnz_A, int64_t nnz_B, int64_t nnz_C, bool beta = false) { return (2.0 * nnz_A * sizeof(I) + nnz_A * sizeof(A) + nnz_B * sizeof(B) + (nnz_C + (beta ? nnz_C : 0)) * sizeof(C)) / 1e9; } template constexpr double coomm_batched_gbyte_count(I M, int64_t nnz_A, int64_t nnz_B, int64_t nnz_C, I batch_count_A, I batch_count_B, I batch_count_C, bool beta = false) { // read A matrix size_t readA = batch_count_A * (nnz_A * sizeof(I) + nnz_A * sizeof(I) + nnz_A * sizeof(A)); // read B matrix size_t readB = batch_count_B * nnz_B * sizeof(B); // read C matrix size_t readC = batch_count_C * (beta ? nnz_C : 0) * sizeof(C); // write C matrix size_t writeC = batch_count_C * nnz_C * sizeof(C); return (readA + readB + readC + writeC) / 1e9; } template struct rocsparse_gbyte_count { template static constexpr double sddmm(J M, J N, I nnz, J K, bool beta = false); }; template <> struct rocsparse_gbyte_count { template static constexpr double sddmm(J M, J N, I nnz, J K, bool beta = false) { size_t l = ((size_t)nnz); return ((size_t(M) + 1) * sizeof(I) + l * sizeof(J) + (l * (K * 2 + ((beta) ? 1 : 0)) * sizeof(T))) / 1e9; } }; template <> struct rocsparse_gbyte_count { template static constexpr double sddmm(J M, J N, I nnz, J K, bool beta = false) { size_t l = ((size_t)nnz); return ((size_t(N) + 1) * sizeof(I) + l * sizeof(J) + (l * (K * 2 + ((beta) ? 1 : 0)) * sizeof(T))) / 1e9; } }; template <> struct rocsparse_gbyte_count { template static constexpr double sddmm(J M, J N, I nnz, J K, bool beta = false) { size_t l = ((size_t)nnz); return (l * 2 * sizeof(I) + l * (K * 2 + ((beta) ? 1 : 0)) * sizeof(T)) / 1e9; } }; template <> struct rocsparse_gbyte_count { template static constexpr double sddmm(J M, J N, I nnz, J K, bool beta = false) { size_t l = ((size_t)nnz); return (l * 2 * sizeof(I) + (l * (K * 2 + ((beta) ? 1 : 0)) * sizeof(T))) / 1e9; } }; template <> struct rocsparse_gbyte_count { template static constexpr double sddmm(J M, J N, I nnz, J K, bool beta = false) { size_t l = ((size_t)nnz); return (l * sizeof(J) + (l * (K * 2 + ((beta) ? 1 : 0)) * sizeof(T))) / static_cast(1e9); } }; /* * =========================================================================== * extra SPARSE * =========================================================================== */ template constexpr double bsrgeam_gbyte_count(rocsparse_int Mb, rocsparse_int block_dim, rocsparse_int nnzb_A, rocsparse_int nnzb_B, rocsparse_int nnzb_C, const T* alpha, const T* beta) { double size_A = alpha ? sizeof(rocsparse_int) * (Mb + 1.0 + nnzb_A) + sizeof(T) * block_dim * block_dim * nnzb_A : 0.0; double size_B = beta ? sizeof(rocsparse_int) * (Mb + 1.0 + nnzb_B) + sizeof(T) * block_dim * block_dim * nnzb_B : 0.0; double size_C = sizeof(rocsparse_int) * (Mb + 1.0 + nnzb_C) + sizeof(T) * nnzb_C * block_dim * block_dim; return (size_A + size_B + size_C) / 1e9; } template constexpr double csrgeam_gbyte_count(J M, I nnz_A, I nnz_B, I nnz_C, const T* alpha, const T* beta) { double size_A = alpha ? (M + 1.0) * sizeof(I) + nnz_A * sizeof(J) + nnz_A * sizeof(T) : 0.0; double size_B = beta ? (M + 1.0) * sizeof(I) + nnz_B * sizeof(J) + nnz_B * sizeof(T) : 0.0; double size_C = (M + 1.0) * sizeof(I) + nnz_C * sizeof(J) + nnz_C * sizeof(T); return (size_A + size_B + size_C) / 1e9; } template constexpr double csrgemm_gbyte_count( J M, J N, J K, I nnz_A, I nnz_B, I nnz_C, I nnz_D, const T* alpha, const T* beta) { double size_A = alpha ? (M + 1.0) * sizeof(I) + nnz_A * sizeof(J) + nnz_A * sizeof(T) : 0.0; double size_B = alpha ? (K + 1.0) * sizeof(I) + nnz_B * sizeof(J) + nnz_B * sizeof(T) : 0.0; double size_C = (M + 1.0) * sizeof(I) + nnz_C * sizeof(J) + nnz_C * sizeof(T); double size_D = beta ? (M + 1.0) * sizeof(I) + nnz_D * sizeof(J) + nnz_D * sizeof(T) : 0.0; return (size_A + size_B + size_C + size_D) / 1e9; } template constexpr double bsrgemm_gbyte_count(J Mb, J Nb, J Kb, J block_dim, I nnzb_A, I nnzb_B, I nnzb_C, I nnzb_D, const T* alpha, const T* beta) { double size_A = alpha ? sizeof(I) * (Mb + 1.0) + sizeof(J) * nnzb_A + sizeof(T) * block_dim * block_dim * nnzb_A : 0.0; double size_B = alpha ? sizeof(I) * (Kb + 1.0) + sizeof(J) * nnzb_B + sizeof(T) * block_dim * block_dim * nnzb_B : 0.0; double size_C = sizeof(I) * (Mb + 1.0) + sizeof(J) * nnzb_C + sizeof(T) * block_dim * block_dim * nnzb_C; double size_D = beta ? sizeof(I) * (Mb + 1.0) + sizeof(J) * nnzb_D + sizeof(T) * block_dim * block_dim * nnzb_D : 0.0; return (size_A + size_B + size_C + size_D) / 1e9; } /* * =========================================================================== * precond SPARSE * =========================================================================== */ template constexpr double bsric0_gbyte_count(rocsparse_int Mb, rocsparse_int block_dim, rocsparse_int nnzb) { return ((Mb + 1 + nnzb) * sizeof(rocsparse_int) + 2.0 * block_dim * block_dim * nnzb * sizeof(T)) / 1e9; } template constexpr double bsrilu0_gbyte_count(rocsparse_int Mb, rocsparse_int block_dim, rocsparse_int nnzb) { return ((Mb + 1 + nnzb) * sizeof(rocsparse_int) + 2.0 * block_dim * block_dim * nnzb * sizeof(T)) / 1e9; } template constexpr double csric0_gbyte_count(rocsparse_int M, rocsparse_int nnz) { return ((M + 1 + nnz) * sizeof(rocsparse_int) + 2.0 * nnz * sizeof(T)) / 1e9; } template constexpr double csrildlt0_gbyte_count(rocsparse_int M, rocsparse_int nnz) { // Same accesses as csric0 (read/write of the value array, read of the sparsity pattern), // plus the write of the real diagonal D of M entries. return ((M + 1 + nnz) * sizeof(rocsparse_int) + 2.0 * nnz * sizeof(T) + M * sizeof(floating_data_t)) / 1e9; } template constexpr double csrilu0_gbyte_count(rocsparse_int M, rocsparse_int nnz) { return ((M + 1 + nnz) * sizeof(rocsparse_int) + 2.0 * nnz * sizeof(T)) / 1e9; } template constexpr double gtsv_gbyte_count(rocsparse_int M, rocsparse_int N) { return ((3 * M + 2 * M * N) * sizeof(T)) / 1e9; } template constexpr double gtsv_strided_batch_gbyte_count(rocsparse_int M, rocsparse_int N) { return ((3 * M * N + 2 * M * N) * sizeof(T)) / 1e9; } template constexpr double gtsv_interleaved_batch_gbyte_count(rocsparse_int M, rocsparse_int N) { return ((3 * M * N + 2 * M * N) * sizeof(T)) / 1e9; } template constexpr double gpsv_interleaved_batch_gbyte_count(rocsparse_int M, rocsparse_int N) { return ((5 * M * N + 2 * M * N) * sizeof(T)) / 1e9; } /* * =========================================================================== * conversion SPARSE * =========================================================================== */ template constexpr double nnz_gbyte_count(rocsparse_int M, rocsparse_int N, rocsparse_direction dir) { return ((M * N) * sizeof(T) + ((rocsparse_direction_row == dir) ? M : N) * sizeof(rocsparse_int)) / 1e9; } template constexpr double dense2csx_gbyte_count(J M, J N, I nnz) { const J L = (rocsparse_direction_row == DIRA) ? M : N; const size_t write_csx_ptr = (L + 1) * sizeof(I); const size_t read_csx_ptr = (L + 1) * sizeof(I); const size_t build_csx_ptr = write_csx_ptr + read_csx_ptr; const size_t write_csx = nnz * sizeof(T) + nnz * sizeof(J) + (L + 1) * sizeof(I); const size_t read_dense = M * N * sizeof(T); return (read_dense + build_csx_ptr + write_csx) / 1e9; } template constexpr double dense2coo_gbyte_count(I M, I N, I nnz) { size_t reads = (M * N) * sizeof(T); size_t writes = 2 * nnz * sizeof(I) + nnz * sizeof(T); return (reads + writes) / 1e9; } template constexpr double dense2bell_gbyte_count(I M, I N, I ell_cols, I ell_block_size) { const I Mb = (M + ell_block_size - 1) / ell_block_size; size_t reads = sizeof(T) * (M * N); size_t writes = sizeof(I) * Mb * ell_cols / ell_block_size + sizeof(T) * M * ell_cols; return (reads + writes) / 1e9; } template constexpr double prune_dense2csr_gbyte_count(rocsparse_int M, rocsparse_int N, rocsparse_int nnz) { size_t reads = M * N * sizeof(T); size_t writes = (M + 1 + nnz) * sizeof(rocsparse_int) + nnz * sizeof(T); return (reads + writes) / 1e9; } template constexpr double prune_dense2csr_by_percentage_gbyte_count(rocsparse_int M, rocsparse_int N, rocsparse_int nnz) { size_t reads = M * N * sizeof(T); size_t writes = (M + 1 + nnz) * sizeof(rocsparse_int) + nnz * sizeof(T); return (reads + writes) / 1e9; } template constexpr double csx2dense_gbyte_count(J M, J N, I nnz) { const J L = (rocsparse_direction_row == DIRA) ? M : N; const size_t read_csx = nnz * sizeof(T) + nnz * sizeof(J) + (L + 1) * sizeof(I); const size_t write_dense = M * N * sizeof(T) + nnz * sizeof(T); // set to zero + nnz assignments. return (read_csx + write_dense) / 1e9; } template constexpr double coo2dense_gbyte_count(I M, I N, I nnz) { size_t reads = 2 * nnz * sizeof(I) + nnz * sizeof(T); size_t writes = (M * N) * sizeof(T); return (reads + writes) / 1e9; } template constexpr double csr2coo_gbyte_count(rocsparse_int M, rocsparse_int nnz) { return (M + 1 + nnz) * sizeof(rocsparse_int) / 1e9; } template constexpr double coo2csr_gbyte_count(rocsparse_int M, rocsparse_int nnz) { return (M + 1 + nnz) * sizeof(rocsparse_int) / 1e9; } template constexpr double csr2csc_gbyte_count(rocsparse_int M, rocsparse_int N, rocsparse_int nnz, rocsparse_action action) { return ((M + N + 2 + 2.0 * nnz) * sizeof(rocsparse_int) + (action == rocsparse_action_numeric ? (2.0 * nnz) * sizeof(T) : 0.0)) / 1e9; } template constexpr double gebsr2gebsc_gbyte_count(rocsparse_int Mb, rocsparse_int Nb, rocsparse_int nnzb, rocsparse_int row_block_dim, rocsparse_int col_block_dim, rocsparse_action action) { return ((Mb + Nb + 2 + 2.0 * nnzb) * sizeof(rocsparse_int) + (action == rocsparse_action_numeric ? (2.0 * nnzb * row_block_dim * col_block_dim) * sizeof(T) : 0.0)) / 1e9; } template constexpr double csr2ell_gbyte_count(rocsparse_int M, rocsparse_int nnz, rocsparse_int ell_nnz) { return ((M + 1.0 + ell_nnz) * sizeof(rocsparse_int) + (nnz + ell_nnz) * sizeof(T)) / 1e9; } template constexpr double ell2csr_gbyte_count(rocsparse_int M, rocsparse_int csr_nnz, rocsparse_int ell_nnz) { return ((M + 1.0 + ell_nnz) * sizeof(rocsparse_int) + (csr_nnz + ell_nnz) * sizeof(T)) / 1e9; } template constexpr double csr2hyb_gbyte_count(rocsparse_int M, rocsparse_int nnz, rocsparse_int ell_nnz, rocsparse_int coo_nnz) { return ((M + 1.0 + ell_nnz + 2.0 * coo_nnz) * sizeof(rocsparse_int) + (nnz + ell_nnz + coo_nnz) * sizeof(T)) / 1e9; } template constexpr double hyb2csr_gbyte_count(rocsparse_int M, rocsparse_int csr_nnz, rocsparse_int ell_nnz, rocsparse_int coo_nnz) { return ((M + 1.0 + csr_nnz + ell_nnz + 2.0 * coo_nnz) * sizeof(rocsparse_int) + (csr_nnz + ell_nnz + coo_nnz) * sizeof(T)) / 1e9; } template constexpr double bsr2csr_gbyte_count(rocsparse_int Mb, rocsparse_int block_dim, rocsparse_int nnzb) { // reads size_t reads = nnzb * block_dim * block_dim * sizeof(T) + (Mb + 1 + nnzb) * sizeof(rocsparse_int); // writes size_t writes = nnzb * block_dim * block_dim * sizeof(T) + (Mb * block_dim + 1 + nnzb * block_dim * block_dim) * sizeof(rocsparse_int); return (reads + writes) / 1e9; } template constexpr double gebsr2csr_gbyte_count(rocsparse_int Mb, rocsparse_int row_block_dim, rocsparse_int col_block_dim, rocsparse_int nnzb) { // reads size_t reads = nnzb * row_block_dim * col_block_dim * sizeof(T) + (Mb + 1 + nnzb) * sizeof(rocsparse_int); // writes size_t writes = nnzb * row_block_dim * col_block_dim * sizeof(T) + (Mb * row_block_dim + 1 + nnzb * row_block_dim * col_block_dim) * sizeof(rocsparse_int); return (reads + writes) / 1e9; } template constexpr double gebsr2gebsr_gbyte_count(rocsparse_int Mb_A, rocsparse_int Mb_C, rocsparse_int row_block_dim_A, rocsparse_int col_block_dim_A, rocsparse_int row_block_dim_C, rocsparse_int col_block_dim_C, rocsparse_int nnzb_A, rocsparse_int nnzb_C) { // reads size_t reads = nnzb_A * row_block_dim_A * col_block_dim_A * sizeof(T) + (Mb_A + 1 + nnzb_A) * sizeof(rocsparse_int); // writes size_t writes = nnzb_C * row_block_dim_C * col_block_dim_C * sizeof(T) + (Mb_C + 1 + nnzb_C) * sizeof(rocsparse_int); return (reads + writes) / 1e9; } template constexpr double csr2bsr_gbyte_count(rocsparse_int M, rocsparse_int Mb, rocsparse_int nnz, rocsparse_int nnzb, rocsparse_int block_dim) { // reads size_t reads = (M + 1 + nnz) * sizeof(rocsparse_int) + nnz * sizeof(T); // writes size_t writes = (Mb + 1 + nnzb * block_dim * block_dim) * sizeof(rocsparse_int) + (nnzb * block_dim * block_dim) * sizeof(T); return (reads + writes) / 1e9; } template constexpr double csr2gebsr_gbyte_count(rocsparse_int M, rocsparse_int Mb, rocsparse_int nnz, rocsparse_int nnzb, rocsparse_int row_block_dim, rocsparse_int col_block_dim) { // reads size_t reads = (M + 1 + nnz) * sizeof(rocsparse_int) + nnz * sizeof(T); // writes size_t writes = (Mb + 1 + nnzb * row_block_dim * col_block_dim) * sizeof(rocsparse_int) + (nnzb * row_block_dim * col_block_dim) * sizeof(T); return (reads + writes) / 1e9; } template constexpr double csr2csr_compress_gbyte_count(rocsparse_int M, rocsparse_int nnz_A, rocsparse_int nnz_C) { size_t reads = (M + 1 + nnz_A) * sizeof(rocsparse_int) + nnz_A * sizeof(T); size_t writes = (M + 1 + nnz_C) * sizeof(rocsparse_int) + nnz_C * sizeof(T); return (reads + writes) / 1e9; } template constexpr double prune_csr2csr_gbyte_count(rocsparse_int M, rocsparse_int nnz_A, rocsparse_int nnz_C) { // reads size_t reads = (M + 1 + nnz_A) * sizeof(rocsparse_int) + nnz_A * sizeof(T); // writes size_t writes = (M + 1 + nnz_C) * sizeof(rocsparse_int) + nnz_C * sizeof(T); return (reads + writes) / 1e9; } template constexpr double prune_csr2csr_by_percentage_gbyte_count(rocsparse_int M, rocsparse_int nnz_A, rocsparse_int nnz_C) { // reads size_t reads = (M + 1 + nnz_A) * sizeof(rocsparse_int) + nnz_A * sizeof(T); // writes size_t writes = (M + 1 + nnz_C) * sizeof(rocsparse_int) + nnz_C * sizeof(T); return (reads + writes) / 1e9; } template constexpr double identity_gbyte_count(rocsparse_int N) { return N * sizeof(rocsparse_int) / 1e9; } template constexpr double inverse_permutation_gbyte_count(rocsparse_int N) { return (sizeof(rocsparse_int) * N * 2) / 1e9; } template constexpr double csrsort_gbyte_count(rocsparse_int M, rocsparse_int nnz, bool permute) { return ((2.0 * M + 2.0 + 2.0 * nnz + (permute ? 2.0 * nnz : 0.0)) * sizeof(rocsparse_int)) / 1e9; } template constexpr double cscsort_gbyte_count(rocsparse_int N, rocsparse_int nnz, bool permute) { return ((2.0 * N + 2.0 + 2.0 * nnz + (permute ? 2.0 * nnz : 0.0)) * sizeof(rocsparse_int)) / 1e9; } template constexpr double coosort_gbyte_count(rocsparse_int nnz, bool permute) { return ((4.0 * nnz + (permute ? 2.0 * nnz : 0.0)) * sizeof(rocsparse_int)) / 1e9; } /* * =========================================================================== * utility SPARSE * =========================================================================== */ template constexpr double check_matrix_csr_gbyte_count(J m, I nnz) { return (sizeof(I) * (m + 1) + sizeof(J) * nnz + sizeof(T) * nnz) / 1e9; } template constexpr double check_matrix_csc_gbyte_count(J n, I nnz) { return check_matrix_csr_gbyte_count(n, nnz); } template constexpr double check_matrix_coo_gbyte_count(I nnz) { return (2.0 * sizeof(I) * nnz + sizeof(T) * nnz) / 1e9; } template constexpr double check_matrix_gebsr_gbyte_count(J mb, I nnzb, J row_block_dim, J col_block_dim) { return (sizeof(I) * (mb + 1) + sizeof(J) * nnzb + sizeof(T) * nnzb * row_block_dim * col_block_dim) / 1e9; } template constexpr double check_matrix_gebsc_gbyte_count(J nb, I nnzb, J row_block_dim, J col_block_dim) { return check_matrix_gebsr_gbyte_count(nb, nnzb, row_block_dim, col_block_dim); } template constexpr double check_matrix_ell_gbyte_count(I ell_nnz) { return (sizeof(I) * ell_nnz + sizeof(T) * ell_nnz) / 1e9; } template constexpr double check_matrix_hyb_gbyte_count(I ell_nnz, I coo_nnz) { return (sizeof(I) * (ell_nnz + 2.0 * coo_nnz) + sizeof(T) * (ell_nnz + coo_nnz)) / 1e9; } #endif // GBYTE_HPP