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1351 lines
64 KiB
C++
1351 lines
64 KiB
C++
/*! \file */
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/* ************************************************************************
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* Copyright (C) 2020-2026 Advanced Micro Devices, Inc. All rights Reserved.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in
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* all copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
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* THE SOFTWARE.
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*
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* ************************************************************************ */
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#pragma once
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#ifndef ROCSPARSE_HOST_HPP
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#define ROCSPARSE_HOST_HPP
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#include "rocsparse_test.hpp"
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#include <hip/hip_runtime_api.h>
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#include <limits>
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#ifdef _OPENMP
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#include <omp.h>
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#endif
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template <typename T, typename I, typename J, typename A, typename B, typename C>
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struct rocsparse_host
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{
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static void csrddmm(rocsparse_operation trans_A,
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rocsparse_operation trans_B,
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rocsparse_order order_A,
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rocsparse_order order_B,
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J M,
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J N,
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J K,
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I nnz,
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const T* alpha,
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const A* dense_A,
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int64_t lda,
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const B* dense_B,
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int64_t ldb,
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const T* beta,
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const I* csr_row_ptr_C,
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const J* csr_col_ind_C,
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C* csr_val_C,
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rocsparse_index_base base_C);
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static void cscddmm(rocsparse_operation trans_A,
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rocsparse_operation trans_B,
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rocsparse_order order_A,
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rocsparse_order order_B,
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J M,
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J N,
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J K,
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I nnz,
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const T* alpha,
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const A* dense_A,
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int64_t lda,
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const B* dense_B,
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int64_t ldb,
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const T* beta,
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const I* csr_row_ptr_C,
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const J* csr_col_ind_C,
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C* csr_val_C,
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rocsparse_index_base base_C);
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static void cooddmm(rocsparse_operation trans_A,
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rocsparse_operation trans_B,
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rocsparse_order order_A,
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rocsparse_order order_B,
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J M,
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J N,
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J K,
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I nnz,
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const T* alpha,
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const A* dense_A,
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int64_t lda,
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const B* dense_B,
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int64_t ldb,
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const T* beta,
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const I* coo_row_ind_C,
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const I* coo_col_ind_C,
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C* coo_val_C,
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rocsparse_index_base base_C);
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static void cooaosddmm(rocsparse_operation trans_A,
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rocsparse_operation trans_B,
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rocsparse_order order_A,
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rocsparse_order order_B,
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J M,
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J N,
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J K,
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I nnz,
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const T* alpha,
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const A* dense_A,
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int64_t lda,
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const B* dense_B,
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int64_t ldb,
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const T* beta,
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const I* coo_row_ind_C,
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const I* coo_col_ind_C,
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C* coo_val_C,
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rocsparse_index_base base_C);
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static void ellddmm(rocsparse_operation trans_A,
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rocsparse_operation trans_B,
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rocsparse_order order_A,
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rocsparse_order order_B,
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J M,
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J N,
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J K,
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I nnz,
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const T* alpha,
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const A* dense_A,
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int64_t lda,
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const B* dense_B,
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int64_t ldb,
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const T* beta,
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const J ell_width,
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const I* ell_ind_C,
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C* ell_val_C,
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rocsparse_index_base base_C);
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};
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// BSR indexing macros
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#define BSR_IND(j, bi, bj, dir) \
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((dir == rocsparse_direction_row) ? BSR_IND_R(j, bi, bj) : BSR_IND_C(j, bi, bj))
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#define BSR_IND_R(j, bi, bj) (bsr_dim * bsr_dim * (j) + (bi)*bsr_dim + (bj))
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#define BSR_IND_C(j, bi, bj) (bsr_dim * bsr_dim * (j) + (bi) + (bj)*bsr_dim)
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/*
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* ===========================================================================
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* level 1 SPARSE
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* ===========================================================================
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*/
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template <typename T, typename I, typename X, typename Y>
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void host_axpby(I size,
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I nnz,
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T alpha,
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const X* x_val,
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const I* x_ind,
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T beta,
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Y* y,
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rocsparse_index_base base);
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template <typename I, typename X, typename Y, typename T>
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void host_doti(
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I nnz, const X* x_val, const I* x_ind, const Y* y, T* result, rocsparse_index_base base);
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template <typename I, typename X, typename Y, typename T>
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void host_dotci(
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I nnz, const X* x_val, const I* x_ind, const Y* y, T* result, rocsparse_index_base base);
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template <typename I, typename T>
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void host_gthr(I nnz, const T* y, T* x_val, const I* x_ind, rocsparse_index_base base);
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template <typename T>
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void host_gthrz(
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rocsparse_int nnz, T* y, T* x_val, const rocsparse_int* x_ind, rocsparse_index_base base);
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template <typename I, typename T>
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void host_roti(
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I nnz, T* x_val, const I* x_ind, T* y, const T* c, const T* s, rocsparse_index_base base);
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template <typename I, typename T>
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void host_sctr(I nnz, const T* x_val, const I* x_ind, T* y, rocsparse_index_base base);
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/*
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* ===========================================================================
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* level 2 SPARSE
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* ===========================================================================
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*/
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template <typename T, typename I, typename J, typename A, typename X, typename Y>
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void host_bsrmv(rocsparse_direction dir,
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rocsparse_operation trans,
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J mb,
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J nb,
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I nnzb,
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T alpha,
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const I* bsr_row_ptr,
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const I* bsr_end_ptr,
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const J* bsr_col_ind,
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const A* bsr_val,
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J bsr_dim,
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const X* x,
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T beta,
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Y* y,
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rocsparse_index_base base);
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template <typename T, typename I, typename J, typename A, typename X, typename Y>
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void host_bsrmv(rocsparse_direction dir,
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rocsparse_operation trans,
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J mb,
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J nb,
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I nnzb,
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T alpha,
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const I* bsr_row_ptr,
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const J* bsr_col_ind,
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const A* bsr_val,
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J bsr_dim,
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const X* x,
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T beta,
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Y* y,
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rocsparse_index_base base);
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template <typename T>
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void host_bsrxmv(rocsparse_direction dir,
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rocsparse_operation trans,
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rocsparse_int size_of_mask,
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rocsparse_int mb,
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rocsparse_int nb,
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rocsparse_int nnzb,
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T alpha,
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const rocsparse_int* bsr_mask_ptr,
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const rocsparse_int* bsr_row_ptr,
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const rocsparse_int* bsr_end_ptr,
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const rocsparse_int* bsr_col_ind,
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const T* bsr_val,
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rocsparse_int bsr_dim,
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const T* x,
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T beta,
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T* y,
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rocsparse_index_base base);
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template <typename T>
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void host_bsrsv(rocsparse_operation trans,
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rocsparse_direction dir,
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rocsparse_int mb,
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rocsparse_int nnzb,
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T alpha,
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const rocsparse_int* bsr_row_ptr,
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const rocsparse_int* bsr_col_ind,
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const T* bsr_val,
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rocsparse_int bsr_dim,
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const T* x,
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T* y,
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rocsparse_diag_type diag_type,
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rocsparse_fill_mode fill_mode,
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rocsparse_index_base base,
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rocsparse_int* struct_pivot,
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rocsparse_int* numeric_pivot);
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template <typename T, typename I, typename A, typename X, typename Y>
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void host_coomv(rocsparse_operation trans,
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I M,
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I N,
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int64_t nnz,
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T alpha,
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const I* coo_row_ind,
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const I* coo_col_ind,
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const A* coo_val,
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const X* x,
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T beta,
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Y* y,
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rocsparse_index_base base);
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template <typename T, typename I, typename A, typename X, typename Y>
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void host_coomv_aos(rocsparse_operation trans,
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I M,
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I N,
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int64_t nnz,
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T alpha,
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const I* coo_ind,
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const A* coo_val,
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const X* x,
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T beta,
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Y* y,
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rocsparse_index_base base);
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template <typename T, typename I, typename J, typename A, typename X, typename Y>
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void host_csrmv(rocsparse_operation trans,
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J M,
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J N,
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I nnz,
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T alpha,
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const I* csr_row_ptr,
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const J* csr_col_ind,
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const A* csr_val,
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const X* x,
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T beta,
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Y* y,
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rocsparse_index_base base,
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rocsparse_matrix_type matrix_type,
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rocsparse_spmv_alg algo,
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bool force_conj);
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template <typename T, typename I, typename J, typename A, typename X, typename Y>
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void host_cscmv(rocsparse_operation trans,
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J M,
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J N,
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I nnz,
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T alpha,
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const I* __restrict csc_col_ptr,
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const J* __restrict csc_row_ind,
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const A* __restrict csc_val,
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const X* __restrict x,
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T beta,
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Y* __restrict y,
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rocsparse_index_base base,
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rocsparse_matrix_type matrix_type,
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rocsparse_spmv_alg algo);
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template <typename I, typename J, typename T>
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void host_csrsv(rocsparse_operation trans,
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J M,
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I nnz,
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T alpha,
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const I* csr_row_ptr,
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const J* csr_col_ind,
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const T* csr_val,
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const T* x,
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int64_t x_inc,
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T* y,
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rocsparse_diag_type diag_type,
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rocsparse_fill_mode fill_mode,
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rocsparse_index_base base,
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J* struct_pivot,
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J* numeric_pivot);
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template <typename I, typename J, typename T>
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void host_cscsv(rocsparse_operation trans,
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J M,
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I nnz,
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T alpha,
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const I* csc_col_ptr,
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const J* csc_row_ind,
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const T* csc_val,
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const T* x,
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int64_t x_inc,
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T* y,
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rocsparse_diag_type diag_type,
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rocsparse_fill_mode fill_mode,
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rocsparse_index_base base,
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J* struct_pivot,
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J* numeric_pivot);
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template <typename I, typename T>
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void host_coosv(rocsparse_operation trans,
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I M,
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int64_t nnz,
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T alpha,
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const I* coo_row_ind,
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const I* coo_col_ind,
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const T* coo_val,
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const T* x,
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T* y,
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rocsparse_diag_type diag_type,
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rocsparse_fill_mode fill_mode,
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rocsparse_index_base base,
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I* struct_pivot,
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I* numeric_pivot);
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template <typename T, typename I, typename A, typename X, typename Y>
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void host_ellmv(rocsparse_operation trans,
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I M,
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I N,
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T alpha,
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const I* ell_col_ind,
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const A* ell_val,
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I ell_width,
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const X* x,
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T beta,
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Y* y,
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rocsparse_index_base base);
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template <typename T, typename I, typename J, typename A, typename X, typename Y>
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void host_sellmv(rocsparse_operation trans,
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J M,
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J N,
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I nnz,
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J sell_slice_size,
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I sell_colval_size,
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T alpha,
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const I* sell_slice_offsets,
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const J* sell_col_ind,
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const A* sell_val,
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const X* x,
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T beta,
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Y* y,
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rocsparse_index_base base);
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template <typename T>
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void host_hybmv(rocsparse_operation trans,
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rocsparse_int M,
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rocsparse_int N,
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T alpha,
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rocsparse_int ell_nnz,
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const rocsparse_int* ell_col_ind,
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const T* ell_val,
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rocsparse_int ell_width,
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rocsparse_int coo_nnz,
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const rocsparse_int* coo_row_ind,
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const rocsparse_int* coo_col_ind,
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const T* coo_val,
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const T* x,
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T beta,
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T* y,
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rocsparse_index_base base);
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|
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template <typename T>
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void host_gebsrmv(rocsparse_direction dir,
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rocsparse_operation trans,
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rocsparse_int mb,
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rocsparse_int nb,
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rocsparse_int nnzb,
|
|
T alpha,
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const rocsparse_int* bsr_row_ptr,
|
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const rocsparse_int* bsr_col_ind,
|
|
const T* bsr_val,
|
|
rocsparse_int row_block_dim,
|
|
rocsparse_int col_block_dim,
|
|
const T* x,
|
|
T beta,
|
|
T* y,
|
|
rocsparse_index_base base);
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|
|
|
template <typename I, typename T>
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void host_gemvi(I M,
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I N,
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T alpha,
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const T* A,
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int64_t lda,
|
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I nnz,
|
|
const T* x_val,
|
|
const I* x_ind,
|
|
T beta,
|
|
T* y,
|
|
rocsparse_index_base base);
|
|
/*
|
|
* ===========================================================================
|
|
* level 3 SPARSE
|
|
* ===========================================================================
|
|
*/
|
|
template <typename T, typename I, typename J, typename A, typename B, typename C>
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void host_bsrmm(rocsparse_handle handle,
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rocsparse_direction dir,
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|
rocsparse_operation trans_A,
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|
rocsparse_operation trans_B,
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|
J mb,
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|
J n,
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|
J kb,
|
|
I nnzb,
|
|
T alpha,
|
|
const A* bsr_val,
|
|
const I* bsr_row_ptr,
|
|
const J* bsr_col_ind,
|
|
J block_dim,
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|
const B* dense_B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
C* dense_C,
|
|
int64_t ldc,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T>
|
|
void host_gebsrmm(rocsparse_handle handle,
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|
rocsparse_direction dir,
|
|
rocsparse_operation trans_A,
|
|
rocsparse_operation trans_B,
|
|
rocsparse_int mb,
|
|
rocsparse_int n,
|
|
rocsparse_int kb,
|
|
rocsparse_int nnzb,
|
|
const T* alpha,
|
|
const rocsparse_mat_descr descr,
|
|
const T* bsr_val,
|
|
const rocsparse_int* bsr_row_ptr,
|
|
const rocsparse_int* bsr_col_ind,
|
|
rocsparse_int row_block_dim,
|
|
rocsparse_int col_block_dim,
|
|
const T* B,
|
|
int64_t ldb,
|
|
const T* beta,
|
|
T* C,
|
|
int64_t ldc);
|
|
|
|
template <typename T, typename I, typename A, typename B, typename C>
|
|
void host_bellmm(I Mb,
|
|
I N,
|
|
I Kb,
|
|
I ell_cols,
|
|
I ell_block_size,
|
|
rocsparse_operation trans_A,
|
|
rocsparse_operation trans_B,
|
|
T alpha,
|
|
const std::vector<I>& bell_col_ind_A,
|
|
const std::vector<A>& bell_val_A,
|
|
const std::vector<B>& dense_B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
std::vector<C>& dense_C,
|
|
int64_t ldc,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T, typename I, typename J, typename A, typename B, typename C>
|
|
void host_csrmm(J M,
|
|
J N,
|
|
J K,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* csr_row_ptr_A,
|
|
const J* csr_col_ind_A,
|
|
const A* csr_val_A,
|
|
const B* dense_B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
C* dense_C,
|
|
int64_t ldc,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base,
|
|
bool force_conj_A);
|
|
|
|
template <typename T, typename I, typename J, typename A, typename B, typename C>
|
|
void host_csrmm_batched(J M,
|
|
J N,
|
|
J K,
|
|
J batch_count_A,
|
|
int64_t offsets_batch_stride_A,
|
|
int64_t columns_values_batch_stride_A,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* csr_row_ptr_A,
|
|
const J* csr_col_ind_A,
|
|
const A* csr_val_A,
|
|
const B* dense_B,
|
|
int64_t ldb,
|
|
J batch_count_B,
|
|
int64_t batch_stride_B,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
C* dense_C,
|
|
int64_t ldc,
|
|
J batch_count_C,
|
|
int64_t batch_stride_C,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base,
|
|
bool force_conj_A);
|
|
|
|
template <typename T, typename I, typename A, typename B, typename C>
|
|
void host_coomm(I M,
|
|
I N,
|
|
I K,
|
|
int64_t nnz,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* coo_row_ind_A,
|
|
const I* coo_col_ind_A,
|
|
const A* coo_val_A,
|
|
const B* dense_B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
C* dense_C,
|
|
int64_t ldc,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T, typename I, typename A, typename B, typename C>
|
|
void host_coomm_batched(I M,
|
|
I N,
|
|
I K,
|
|
int64_t nnz,
|
|
I batch_count_A,
|
|
int64_t batch_stride_A,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* coo_row_ind_A,
|
|
const I* coo_col_ind_A,
|
|
const A* coo_val_A,
|
|
const B* dense_B,
|
|
int64_t ldb,
|
|
I batch_count_B,
|
|
int64_t batch_stride_B,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
C* dense_C,
|
|
int64_t ldc,
|
|
I batch_count_C,
|
|
int64_t batch_stride_C,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T, typename I, typename J, typename A, typename B, typename C>
|
|
void host_cscmm(J M,
|
|
J N,
|
|
J K,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* __restrict csc_col_ptr_A,
|
|
const J* __restrict csc_row_ind_A,
|
|
const A* __restrict csc_val_A,
|
|
const B* __restrict dense_B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
C* __restrict dense_C,
|
|
int64_t ldc,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T, typename I, typename J, typename A, typename B, typename C>
|
|
void host_cscmm_batched(J M,
|
|
J N,
|
|
J K,
|
|
J batch_count_A,
|
|
int64_t offsets_batch_stride_A,
|
|
int64_t rows_values_batch_stride_A,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* csc_col_ptr_A,
|
|
const J* csc_row_ind_A,
|
|
const A* csc_val_A,
|
|
const B* dense_B,
|
|
int64_t ldb,
|
|
J batch_count_B,
|
|
int64_t batch_stride_B,
|
|
rocsparse_order order_B,
|
|
T beta,
|
|
C* dense_C,
|
|
int64_t ldc,
|
|
J batch_count_C,
|
|
int64_t batch_stride_C,
|
|
rocsparse_order order_C,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename I, typename J, typename T>
|
|
void host_csrsm(J M,
|
|
J nrhs,
|
|
I nnz,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* csr_row_ptr,
|
|
const J* csr_col_ind,
|
|
const T* csr_val,
|
|
T* B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
rocsparse_diag_type diag_type,
|
|
rocsparse_fill_mode fill_mode,
|
|
rocsparse_index_base base,
|
|
J* struct_pivot,
|
|
J* numeric_pivot);
|
|
|
|
template <typename I, typename J, typename T>
|
|
void host_cscsm(J M,
|
|
J nrhs,
|
|
I nnz,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* csc_col_ptr,
|
|
const J* csc_row_ind,
|
|
const T* csc_val,
|
|
T* B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
rocsparse_diag_type diag_type,
|
|
rocsparse_fill_mode fill_mode,
|
|
rocsparse_index_base base,
|
|
J* struct_pivot,
|
|
J* numeric_pivot);
|
|
|
|
template <typename I, typename T>
|
|
void host_coosm(I M,
|
|
I nrhs,
|
|
int64_t nnz,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const I* coo_row_ind,
|
|
const I* coo_col_ind,
|
|
const T* coo_val,
|
|
T* B,
|
|
int64_t ldb,
|
|
rocsparse_order order_B,
|
|
rocsparse_diag_type diag_type,
|
|
rocsparse_fill_mode fill_mode,
|
|
rocsparse_index_base base,
|
|
I* struct_pivot,
|
|
I* numeric_pivot);
|
|
|
|
template <typename T>
|
|
void host_bsrsm(rocsparse_int mb,
|
|
rocsparse_int nrhs,
|
|
rocsparse_int nnzb,
|
|
rocsparse_direction dir,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transX,
|
|
T alpha,
|
|
const rocsparse_int* __restrict bsr_row_ptr,
|
|
const rocsparse_int* __restrict bsr_col_ind,
|
|
const T* __restrict bsr_val,
|
|
rocsparse_int bsr_dim,
|
|
const T* B,
|
|
int64_t ldb,
|
|
T* X,
|
|
int64_t ldx,
|
|
rocsparse_diag_type diag_type,
|
|
rocsparse_fill_mode fill_mode,
|
|
rocsparse_index_base base,
|
|
rocsparse_int* struct_pivot,
|
|
rocsparse_int* numeric_pivot);
|
|
|
|
template <typename T>
|
|
void host_gemmi(rocsparse_int M,
|
|
rocsparse_int N,
|
|
rocsparse_operation transA,
|
|
rocsparse_operation transB,
|
|
T alpha,
|
|
const T* A,
|
|
int64_t lda,
|
|
const rocsparse_int* csr_row_ptr,
|
|
const rocsparse_int* csr_col_ind,
|
|
const T* csr_val,
|
|
T beta,
|
|
T* C,
|
|
int64_t ldc,
|
|
rocsparse_index_base base);
|
|
|
|
/*
|
|
* ===========================================================================
|
|
* extra SPARSE
|
|
* ===========================================================================
|
|
*/
|
|
template <typename T>
|
|
void host_bsrgeam_nnzb(rocsparse_direction dir,
|
|
rocsparse_int Mb,
|
|
rocsparse_int Nb,
|
|
rocsparse_int block_dim,
|
|
const T* alpha,
|
|
const rocsparse_int* bsr_row_ptr_A,
|
|
const rocsparse_int* bsr_col_ind_A,
|
|
const T* beta,
|
|
const rocsparse_int* bsr_row_ptr_B,
|
|
const rocsparse_int* bsr_col_ind_B,
|
|
rocsparse_int* bsr_row_ptr_C,
|
|
rocsparse_int* nnzb_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C);
|
|
|
|
template <typename T>
|
|
void host_bsrgeam(rocsparse_direction dir,
|
|
rocsparse_int Mb,
|
|
rocsparse_int Nb,
|
|
rocsparse_int block_dim,
|
|
const T* alpha,
|
|
const rocsparse_int* bsr_row_ptr_A,
|
|
const rocsparse_int* bsr_col_ind_A,
|
|
const T* bsr_val_A,
|
|
const T* beta,
|
|
const rocsparse_int* bsr_row_ptr_B,
|
|
const rocsparse_int* bsr_col_ind_B,
|
|
const T* bsr_val_B,
|
|
const rocsparse_int* bsr_row_ptr_C,
|
|
rocsparse_int* bsr_col_ind_C,
|
|
T* bsr_val_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C);
|
|
|
|
template <typename T, typename I, typename J>
|
|
void host_csrgeam_nnz(J M,
|
|
J N,
|
|
const T* alpha,
|
|
const I* csr_row_ptr_A,
|
|
const J* csr_col_ind_A,
|
|
const T* beta,
|
|
const I* csr_row_ptr_B,
|
|
const J* csr_col_ind_B,
|
|
I* csr_row_ptr_C,
|
|
I* nnz_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C);
|
|
|
|
template <typename T, typename I, typename J>
|
|
void host_csrgeam(J M,
|
|
J N,
|
|
const T* alpha,
|
|
const I* csr_row_ptr_A,
|
|
const J* csr_col_ind_A,
|
|
const T* csr_val_A,
|
|
const T* beta,
|
|
const I* csr_row_ptr_B,
|
|
const J* csr_col_ind_B,
|
|
const T* csr_val_B,
|
|
const I* csr_row_ptr_C,
|
|
J* csr_col_ind_C,
|
|
T* csr_val_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C);
|
|
|
|
template <typename T, typename I = rocsparse_int, typename J = rocsparse_int>
|
|
void host_bsrgemm_nnzb(J Mb,
|
|
J Nb,
|
|
J Kb,
|
|
J block_dim,
|
|
const T* alpha,
|
|
const I* bsr_row_ptr_A,
|
|
const J* bsr_col_ind_A,
|
|
const I* bsr_row_ptr_B,
|
|
const J* bsr_col_ind_B,
|
|
const T* beta,
|
|
const I* bsr_row_ptr_D,
|
|
const J* bsr_col_ind_D,
|
|
I* bsr_row_ptr_C,
|
|
I* nnzb_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C,
|
|
rocsparse_index_base base_D);
|
|
|
|
template <typename T, typename I = rocsparse_int, typename J = rocsparse_int>
|
|
void host_bsrgemm(rocsparse_direction dir,
|
|
J Mb,
|
|
J Nb,
|
|
J Kb,
|
|
J block_dim,
|
|
const T* alpha,
|
|
const I* bsr_row_ptr_A,
|
|
const J* bsr_col_ind_A,
|
|
const T* bsr_val_A,
|
|
const I* bsr_row_ptr_B,
|
|
const J* bsr_col_ind_B,
|
|
const T* bsr_val_B,
|
|
const T* beta,
|
|
const I* bsr_row_ptr_D,
|
|
const J* bsr_col_ind_D,
|
|
const T* bsr_val_D,
|
|
const I* bsr_row_ptr_C,
|
|
J* bsr_col_ind_C,
|
|
T* bsr_val_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C,
|
|
rocsparse_index_base base_D);
|
|
|
|
template <typename T, typename I = rocsparse_int, typename J = rocsparse_int>
|
|
void host_csrgemm_nnz(J M,
|
|
J N,
|
|
J K,
|
|
const T* alpha,
|
|
const I* csr_row_ptr_A,
|
|
const J* csr_col_ind_A,
|
|
const I* csr_row_ptr_B,
|
|
const J* csr_col_ind_B,
|
|
const T* beta,
|
|
const I* csr_row_ptr_D,
|
|
const J* csr_col_ind_D,
|
|
I* csr_row_ptr_C,
|
|
I* nnz_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C,
|
|
rocsparse_index_base base_D);
|
|
|
|
template <typename T, typename I = rocsparse_int, typename J = rocsparse_int>
|
|
void host_csrgemm(J M,
|
|
J N,
|
|
J L,
|
|
const T* alpha,
|
|
const I* csr_row_ptr_A,
|
|
const J* csr_col_ind_A,
|
|
const T* csr_val_A,
|
|
const I* csr_row_ptr_B,
|
|
const J* csr_col_ind_B,
|
|
const T* csr_val_B,
|
|
const T* beta,
|
|
const I* csr_row_ptr_D,
|
|
const J* csr_col_ind_D,
|
|
const T* csr_val_D,
|
|
const I* csr_row_ptr_C,
|
|
J* csr_col_ind_C,
|
|
T* csr_val_C,
|
|
rocsparse_index_base base_A,
|
|
rocsparse_index_base base_B,
|
|
rocsparse_index_base base_C,
|
|
rocsparse_index_base base_D);
|
|
|
|
/*
|
|
* ===========================================================================
|
|
* precond SPARSE
|
|
* ===========================================================================
|
|
*/
|
|
template <typename T>
|
|
void host_bsric0(rocsparse_direction direction,
|
|
rocsparse_int Mb,
|
|
rocsparse_int block_dim,
|
|
const std::vector<rocsparse_int>& bsr_row_ptr,
|
|
const std::vector<rocsparse_int>& bsr_col_ind,
|
|
std::vector<T>& bsr_val,
|
|
rocsparse_index_base base,
|
|
rocsparse_int* struct_pivot,
|
|
rocsparse_int* numeric_pivot);
|
|
|
|
template <typename T, typename U>
|
|
void host_bsrilu0(rocsparse_direction dir,
|
|
rocsparse_int mb,
|
|
const std::vector<rocsparse_int>& bsr_row_ptr,
|
|
const std::vector<rocsparse_int>& bsr_col_ind,
|
|
std::vector<T>& bsr_val,
|
|
rocsparse_int bsr_dim,
|
|
rocsparse_index_base base,
|
|
rocsparse_int* struct_pivot,
|
|
rocsparse_int* numeric_pivot,
|
|
bool boost,
|
|
U boost_tol,
|
|
T boost_val);
|
|
|
|
template <typename T>
|
|
void host_csric0(rocsparse_int M,
|
|
const std::vector<rocsparse_int>& csr_row_ptr,
|
|
const std::vector<rocsparse_int>& csr_col_ind,
|
|
std::vector<T>& csr_val,
|
|
rocsparse_index_base base,
|
|
rocsparse_int* struct_pivot,
|
|
rocsparse_int* numeric_pivot,
|
|
rocsparse_int* singular_pivot,
|
|
double tol);
|
|
|
|
template <typename T, typename U>
|
|
void host_csrilu0(rocsparse_int M,
|
|
const std::vector<rocsparse_int>& csr_row_ptr,
|
|
const std::vector<rocsparse_int>& csr_col_ind,
|
|
std::vector<T>& csr_val,
|
|
rocsparse_index_base base,
|
|
rocsparse_int* struct_pivot,
|
|
rocsparse_int* numeric_pivot,
|
|
rocsparse_int* singular_pivot,
|
|
double tol,
|
|
bool boost,
|
|
U boost_tol,
|
|
T boost_val);
|
|
|
|
template <typename T>
|
|
void host_gtsv_no_pivot(rocsparse_int m,
|
|
rocsparse_int n,
|
|
const std::vector<T>& dl,
|
|
const std::vector<T>& d,
|
|
const std::vector<T>& du,
|
|
std::vector<T>& B,
|
|
rocsparse_int ldb);
|
|
|
|
template <typename T>
|
|
void host_gtsv_no_pivot_strided_batch(rocsparse_int m,
|
|
const std::vector<T>& dl,
|
|
const std::vector<T>& d,
|
|
const std::vector<T>& du,
|
|
std::vector<T>& x,
|
|
rocsparse_int batch_count,
|
|
rocsparse_int batch_stride);
|
|
|
|
template <typename T>
|
|
void host_gtsv_interleaved_batch(rocsparse_gtsv_interleaved_alg algo,
|
|
rocsparse_int m,
|
|
const T* dl,
|
|
const T* d,
|
|
const T* du,
|
|
T* x,
|
|
rocsparse_int batch_count,
|
|
rocsparse_int batch_stride);
|
|
|
|
template <typename T>
|
|
void host_gpsv_interleaved_batch(rocsparse_gpsv_interleaved_alg algo,
|
|
rocsparse_int m,
|
|
T* ds,
|
|
T* dl,
|
|
T* d,
|
|
T* du,
|
|
T* dw,
|
|
T* x,
|
|
rocsparse_int batch_count,
|
|
rocsparse_int batch_stride);
|
|
|
|
/*
|
|
* ===========================================================================
|
|
* conversion SPARSE
|
|
* ===========================================================================
|
|
*/
|
|
template <typename T>
|
|
rocsparse_status host_nnz(rocsparse_direction dirA,
|
|
rocsparse_int m,
|
|
rocsparse_int n,
|
|
const T* A,
|
|
int64_t lda,
|
|
rocsparse_int* nnz_per_row_columns,
|
|
rocsparse_int* nnz_total_dev_host_ptr);
|
|
|
|
template <typename T>
|
|
void host_prune_dense2csr(rocsparse_int m,
|
|
rocsparse_int n,
|
|
const std::vector<T>& A,
|
|
int64_t lda,
|
|
rocsparse_index_base base,
|
|
T threshold,
|
|
rocsparse_int& nnz,
|
|
std::vector<T>& csr_val,
|
|
std::vector<rocsparse_int>& csr_row_ptr,
|
|
std::vector<rocsparse_int>& csr_col_ind);
|
|
|
|
template <typename T>
|
|
void host_prune_dense2csr_by_percentage(rocsparse_int m,
|
|
rocsparse_int n,
|
|
const std::vector<T>& A,
|
|
int64_t lda,
|
|
rocsparse_index_base base,
|
|
T percentage,
|
|
rocsparse_int& nnz,
|
|
std::vector<T>& csr_val,
|
|
std::vector<rocsparse_int>& csr_row_ptr,
|
|
std::vector<rocsparse_int>& csr_col_ind);
|
|
|
|
template <rocsparse_direction DIRA, typename T, typename I, typename J>
|
|
void host_dense2csx(J m,
|
|
J n,
|
|
rocsparse_index_base base,
|
|
const T* A,
|
|
int64_t ld,
|
|
rocsparse_order order,
|
|
const I* nnz_per_row_columns,
|
|
T* csx_val,
|
|
I* csx_row_col_ptr,
|
|
J* csx_col_row_ind);
|
|
|
|
template <rocsparse_direction DIRA, typename T, typename I, typename J>
|
|
void host_csx2dense(J m,
|
|
J n,
|
|
rocsparse_index_base base,
|
|
rocsparse_order order,
|
|
const T* csx_val,
|
|
const I* csx_row_col_ptr,
|
|
const J* csx_col_row_ind,
|
|
T* A,
|
|
int64_t ld);
|
|
|
|
template <typename I, typename T>
|
|
void host_dense_to_coo(I m,
|
|
I n,
|
|
rocsparse_index_base base,
|
|
const std::vector<T>& A,
|
|
int64_t ld,
|
|
rocsparse_order order,
|
|
const std::vector<I>& nnz_per_row,
|
|
std::vector<T>& coo_val,
|
|
std::vector<I>& coo_row_ind,
|
|
std::vector<I>& coo_col_ind);
|
|
|
|
template <typename I, typename T>
|
|
void host_dense_to_bell(I m,
|
|
I n,
|
|
rocsparse_index_base base,
|
|
const std::vector<T>& A,
|
|
int64_t ld,
|
|
rocsparse_order order,
|
|
I ell_block_size,
|
|
I& ell_cols,
|
|
std::vector<T>& bell_val,
|
|
std::vector<I>& bell_col_ind);
|
|
|
|
template <typename I, typename T>
|
|
void host_coo_to_dense(I m,
|
|
I n,
|
|
int64_t nnz,
|
|
rocsparse_index_base base,
|
|
const std::vector<T>& coo_val,
|
|
const std::vector<I>& coo_row_ind,
|
|
const std::vector<I>& coo_col_ind,
|
|
std::vector<T>& A,
|
|
int64_t ld,
|
|
rocsparse_order order);
|
|
|
|
template <typename I, typename J>
|
|
void host_csr_to_coo(J M,
|
|
I nnz,
|
|
const std::vector<I>& csr_row_ptr,
|
|
std::vector<J>& coo_row_ind,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename I, typename J>
|
|
void host_csr_to_coo_aos(J M,
|
|
I nnz,
|
|
const std::vector<I>& csr_row_ptr,
|
|
const std::vector<J>& csr_col_ind,
|
|
std::vector<I>& coo_ind,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename I, typename J, typename T>
|
|
void host_csr_to_csc(J M,
|
|
J N,
|
|
I nnz,
|
|
const I* csr_row_ptr,
|
|
const J* csr_col_ind,
|
|
const T* csr_val,
|
|
std::vector<J>& csc_row_ind,
|
|
std::vector<I>& csc_col_ptr,
|
|
std::vector<T>& csc_val,
|
|
rocsparse_action action,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T>
|
|
void host_bsr_to_csr(rocsparse_direction direction,
|
|
rocsparse_int mb,
|
|
rocsparse_int nb,
|
|
rocsparse_int nnzb,
|
|
const std::vector<T>& bsr_val,
|
|
const std::vector<rocsparse_int>& bsr_row_ptr,
|
|
const std::vector<rocsparse_int>& bsr_col_ind,
|
|
rocsparse_int block_dim,
|
|
rocsparse_index_base bsr_base,
|
|
std::vector<T>& csr_val,
|
|
std::vector<rocsparse_int>& csr_row_ptr,
|
|
std::vector<rocsparse_int>& csr_col_ind,
|
|
rocsparse_index_base csr_base);
|
|
|
|
template <typename T>
|
|
void host_csr_to_bsr(rocsparse_direction direction,
|
|
rocsparse_int m,
|
|
rocsparse_int n,
|
|
rocsparse_int nnz,
|
|
const std::vector<T>& csr_val,
|
|
const std::vector<rocsparse_int>& csr_row_ptr,
|
|
const std::vector<rocsparse_int>& csr_col_ind,
|
|
rocsparse_int block_dim,
|
|
rocsparse_index_base csr_base,
|
|
std::vector<T>& bsr_val,
|
|
std::vector<rocsparse_int>& bsr_row_ptr,
|
|
std::vector<rocsparse_int>& bsr_col_ind,
|
|
rocsparse_index_base bsr_base);
|
|
|
|
template <typename T>
|
|
void host_gebsr_to_gebsc(rocsparse_int Mb,
|
|
rocsparse_int Nb,
|
|
rocsparse_int nnzb,
|
|
const std::vector<rocsparse_int>& bsr_row_ptr,
|
|
const std::vector<rocsparse_int>& bsr_col_ind,
|
|
const std::vector<T>& bsr_val,
|
|
rocsparse_int row_block_dim,
|
|
rocsparse_int col_block_dim,
|
|
std::vector<rocsparse_int>& bsc_row_ind,
|
|
std::vector<rocsparse_int>& bsc_col_ptr,
|
|
std::vector<T>& bsc_val,
|
|
rocsparse_action action,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T>
|
|
void host_gebsr_to_csr(rocsparse_direction direction,
|
|
rocsparse_int mb,
|
|
rocsparse_int nb,
|
|
rocsparse_int nnzb,
|
|
const std::vector<T>& bsr_val,
|
|
const std::vector<rocsparse_int>& bsr_row_ptr,
|
|
const std::vector<rocsparse_int>& bsr_col_ind,
|
|
rocsparse_int row_block_dim,
|
|
rocsparse_int col_block_dim,
|
|
rocsparse_index_base bsr_base,
|
|
std::vector<T>& csr_val,
|
|
std::vector<rocsparse_int>& csr_row_ptr,
|
|
std::vector<rocsparse_int>& csr_col_ind,
|
|
rocsparse_index_base csr_base);
|
|
|
|
template <typename T>
|
|
void host_csr_to_gebsr(rocsparse_direction direction,
|
|
rocsparse_int m,
|
|
rocsparse_int n,
|
|
rocsparse_int nnz,
|
|
const std::vector<T>& csr_val,
|
|
const std::vector<rocsparse_int>& csr_row_ptr,
|
|
const std::vector<rocsparse_int>& csr_col_ind,
|
|
rocsparse_int row_block_dim,
|
|
rocsparse_int col_block_dim,
|
|
rocsparse_index_base csr_base,
|
|
std::vector<T>& bsr_val,
|
|
std::vector<rocsparse_int>& bsr_row_ptr,
|
|
std::vector<rocsparse_int>& bsr_col_ind,
|
|
rocsparse_index_base bsr_base);
|
|
|
|
template <typename T>
|
|
void host_bsrpad_value(rocsparse_int m,
|
|
rocsparse_int mb,
|
|
rocsparse_int nnzb,
|
|
rocsparse_int block_dim,
|
|
T value,
|
|
T* __restrict bsr_val,
|
|
const rocsparse_int* __restrict bsr_row_ptr,
|
|
const rocsparse_int* __restrict bsr_col_ind,
|
|
rocsparse_index_base bsr_base);
|
|
|
|
template <typename T>
|
|
void host_gebsr_to_gebsr(rocsparse_direction direction,
|
|
rocsparse_int mb,
|
|
rocsparse_int nb,
|
|
rocsparse_int nnzb,
|
|
const std::vector<T>& bsr_val_A,
|
|
const std::vector<rocsparse_int>& bsr_row_ptr_A,
|
|
const std::vector<rocsparse_int>& bsr_col_ind_A,
|
|
rocsparse_int row_block_dim_A,
|
|
rocsparse_int col_block_dim_A,
|
|
rocsparse_index_base base_A,
|
|
std::vector<T>& bsr_val_C,
|
|
std::vector<rocsparse_int>& bsr_row_ptr_C,
|
|
std::vector<rocsparse_int>& bsr_col_ind_C,
|
|
rocsparse_int row_block_dim_C,
|
|
rocsparse_int col_block_dim_C,
|
|
rocsparse_index_base base_C);
|
|
|
|
template <typename T>
|
|
void host_bsr_to_bsc(rocsparse_int mb,
|
|
rocsparse_int nb,
|
|
rocsparse_int nnzb,
|
|
rocsparse_int bsr_dim,
|
|
const rocsparse_int* bsr_row_ptr,
|
|
const rocsparse_int* bsr_col_ind,
|
|
const T* bsr_val,
|
|
std::vector<rocsparse_int>& bsc_row_ind,
|
|
std::vector<rocsparse_int>& bsc_col_ptr,
|
|
std::vector<T>& bsc_val,
|
|
rocsparse_index_base bsr_base,
|
|
rocsparse_index_base bsc_base);
|
|
|
|
template <typename I, typename J, typename T>
|
|
void host_csr_to_ell(J M,
|
|
const std::vector<I>& csr_row_ptr,
|
|
const std::vector<J>& csr_col_ind,
|
|
const std::vector<T>& csr_val,
|
|
std::vector<J>& ell_col_ind,
|
|
std::vector<T>& ell_val,
|
|
J& ell_width,
|
|
rocsparse_index_base csr_base,
|
|
rocsparse_index_base ell_base);
|
|
|
|
template <typename I, typename J, typename T>
|
|
void host_csr_to_sell(J M,
|
|
J sell_slice_size,
|
|
const std::vector<I>& csr_row_ptr,
|
|
const std::vector<J>& csr_col_ind,
|
|
const std::vector<T>& csr_val,
|
|
std::vector<I>& sell_slice_offsets,
|
|
std::vector<J>& sell_col_ind,
|
|
std::vector<T>& sell_val,
|
|
I& sell_colval_size,
|
|
rocsparse_index_base csr_base,
|
|
rocsparse_index_base sell_base);
|
|
|
|
template <typename T>
|
|
void host_csr_to_hyb(rocsparse_int M,
|
|
rocsparse_int N,
|
|
rocsparse_int nnz,
|
|
const std::vector<rocsparse_int>& csr_row_ptr,
|
|
const std::vector<rocsparse_int>& csr_col_ind,
|
|
const std::vector<T>& csr_val,
|
|
std::vector<rocsparse_int>& ell_col_ind,
|
|
std::vector<T>& ell_val,
|
|
rocsparse_int& ell_width,
|
|
rocsparse_int& ell_nnz,
|
|
std::vector<rocsparse_int>& coo_row_ind,
|
|
std::vector<rocsparse_int>& coo_col_ind,
|
|
std::vector<T>& coo_val,
|
|
rocsparse_int& coo_nnz,
|
|
rocsparse_hyb_partition part,
|
|
rocsparse_index_base base);
|
|
|
|
template <typename T>
|
|
void host_csr_to_csr_compress(rocsparse_int M,
|
|
rocsparse_int N,
|
|
rocsparse_int nnz,
|
|
const std::vector<rocsparse_int>& csr_row_ptr_A,
|
|
const std::vector<rocsparse_int>& csr_col_ind_A,
|
|
const std::vector<T>& csr_val_A,
|
|
std::vector<rocsparse_int>& csr_row_ptr_C,
|
|
std::vector<rocsparse_int>& csr_col_ind_C,
|
|
std::vector<T>& csr_val_C,
|
|
rocsparse_index_base base,
|
|
T tol);
|
|
template <typename T>
|
|
void host_prune_csr_to_csr(rocsparse_int M,
|
|
rocsparse_int N,
|
|
rocsparse_int nnz_A,
|
|
const std::vector<rocsparse_int>& csr_row_ptr_A,
|
|
const std::vector<rocsparse_int>& csr_col_ind_A,
|
|
const std::vector<T>& csr_val_A,
|
|
rocsparse_int& nnz_C,
|
|
std::vector<rocsparse_int>& csr_row_ptr_C,
|
|
std::vector<rocsparse_int>& csr_col_ind_C,
|
|
std::vector<T>& csr_val_C,
|
|
rocsparse_index_base csr_base_A,
|
|
rocsparse_index_base csr_base_C,
|
|
T threshold);
|
|
|
|
template <typename T>
|
|
void host_prune_csr_to_csr_by_percentage(rocsparse_int M,
|
|
rocsparse_int N,
|
|
rocsparse_int nnz_A,
|
|
const std::vector<rocsparse_int>& csr_row_ptr_A,
|
|
const std::vector<rocsparse_int>& csr_col_ind_A,
|
|
const std::vector<T>& csr_val_A,
|
|
rocsparse_int& nnz_C,
|
|
std::vector<rocsparse_int>& csr_row_ptr_C,
|
|
std::vector<rocsparse_int>& csr_col_ind_C,
|
|
std::vector<T>& csr_val_C,
|
|
rocsparse_index_base csr_base_A,
|
|
rocsparse_index_base csr_base_C,
|
|
T percentage);
|
|
|
|
template <typename I, typename J>
|
|
void host_coo_to_csr(J M, I nnz, const J* coo_row_ind, I* csr_row_ptr, rocsparse_index_base base);
|
|
|
|
template <typename T>
|
|
void host_ell_to_csr(rocsparse_int M,
|
|
rocsparse_int N,
|
|
const std::vector<rocsparse_int>& ell_col_ind,
|
|
const std::vector<T>& ell_val,
|
|
rocsparse_int ell_width,
|
|
std::vector<rocsparse_int>& csr_row_ptr,
|
|
std::vector<rocsparse_int>& csr_col_ind,
|
|
std::vector<T>& csr_val,
|
|
rocsparse_int& csr_nnz,
|
|
rocsparse_index_base ell_base,
|
|
rocsparse_index_base csr_base);
|
|
|
|
template <typename T>
|
|
void host_coosort_by_column(rocsparse_int M,
|
|
rocsparse_int nnz,
|
|
std::vector<rocsparse_int>& coo_row_ind,
|
|
std::vector<rocsparse_int>& coo_col_ind,
|
|
std::vector<T>& coo_val);
|
|
|
|
#endif // ROCSPARSE_HOST_HPP
|