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TheRock/rocm-libraries/projects/rocsparse/clients/include/rocsparse_host.hpp
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C++

/*! \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.
*
* ************************************************************************ */
#pragma once
#ifndef ROCSPARSE_HOST_HPP
#define ROCSPARSE_HOST_HPP
#include "rocsparse_test.hpp"
#include <hip/hip_runtime_api.h>
#include <limits>
#ifdef _OPENMP
#include <omp.h>
#endif
template <typename T, typename I, typename J, typename A, typename B, typename C>
struct rocsparse_host
{
static void csrddmm(rocsparse_operation trans_A,
rocsparse_operation trans_B,
rocsparse_order order_A,
rocsparse_order order_B,
J M,
J N,
J K,
I nnz,
const T* alpha,
const A* dense_A,
int64_t lda,
const B* dense_B,
int64_t ldb,
const T* beta,
const I* csr_row_ptr_C,
const J* csr_col_ind_C,
C* csr_val_C,
rocsparse_index_base base_C);
static void cscddmm(rocsparse_operation trans_A,
rocsparse_operation trans_B,
rocsparse_order order_A,
rocsparse_order order_B,
J M,
J N,
J K,
I nnz,
const T* alpha,
const A* dense_A,
int64_t lda,
const B* dense_B,
int64_t ldb,
const T* beta,
const I* csr_row_ptr_C,
const J* csr_col_ind_C,
C* csr_val_C,
rocsparse_index_base base_C);
static void cooddmm(rocsparse_operation trans_A,
rocsparse_operation trans_B,
rocsparse_order order_A,
rocsparse_order order_B,
J M,
J N,
J K,
I nnz,
const T* alpha,
const A* dense_A,
int64_t lda,
const B* dense_B,
int64_t ldb,
const T* beta,
const I* coo_row_ind_C,
const I* coo_col_ind_C,
C* coo_val_C,
rocsparse_index_base base_C);
static void cooaosddmm(rocsparse_operation trans_A,
rocsparse_operation trans_B,
rocsparse_order order_A,
rocsparse_order order_B,
J M,
J N,
J K,
I nnz,
const T* alpha,
const A* dense_A,
int64_t lda,
const B* dense_B,
int64_t ldb,
const T* beta,
const I* coo_row_ind_C,
const I* coo_col_ind_C,
C* coo_val_C,
rocsparse_index_base base_C);
static void ellddmm(rocsparse_operation trans_A,
rocsparse_operation trans_B,
rocsparse_order order_A,
rocsparse_order order_B,
J M,
J N,
J K,
I nnz,
const T* alpha,
const A* dense_A,
int64_t lda,
const B* dense_B,
int64_t ldb,
const T* beta,
const J ell_width,
const I* ell_ind_C,
C* ell_val_C,
rocsparse_index_base base_C);
};
// BSR indexing macros
#define BSR_IND(j, bi, bj, dir) \
((dir == rocsparse_direction_row) ? BSR_IND_R(j, bi, bj) : BSR_IND_C(j, bi, bj))
#define BSR_IND_R(j, bi, bj) (bsr_dim * bsr_dim * (j) + (bi)*bsr_dim + (bj))
#define BSR_IND_C(j, bi, bj) (bsr_dim * bsr_dim * (j) + (bi) + (bj)*bsr_dim)
/*
* ===========================================================================
* level 1 SPARSE
* ===========================================================================
*/
template <typename T, typename I, typename X, typename Y>
void host_axpby(I size,
I nnz,
T alpha,
const X* x_val,
const I* x_ind,
T beta,
Y* y,
rocsparse_index_base base);
template <typename I, typename X, typename Y, typename T>
void host_doti(
I nnz, const X* x_val, const I* x_ind, const Y* y, T* result, rocsparse_index_base base);
template <typename I, typename X, typename Y, typename T>
void host_dotci(
I nnz, const X* x_val, const I* x_ind, const Y* y, T* result, rocsparse_index_base base);
template <typename I, typename T>
void host_gthr(I nnz, const T* y, T* x_val, const I* x_ind, rocsparse_index_base base);
template <typename T>
void host_gthrz(
rocsparse_int nnz, T* y, T* x_val, const rocsparse_int* x_ind, rocsparse_index_base base);
template <typename I, typename T>
void host_roti(
I nnz, T* x_val, const I* x_ind, T* y, const T* c, const T* s, rocsparse_index_base base);
template <typename I, typename T>
void host_sctr(I nnz, const T* x_val, const I* x_ind, T* y, rocsparse_index_base base);
/*
* ===========================================================================
* level 2 SPARSE
* ===========================================================================
*/
template <typename T, typename I, typename J, typename A, typename X, typename Y>
void host_bsrmv(rocsparse_direction dir,
rocsparse_operation trans,
J mb,
J nb,
I nnzb,
T alpha,
const I* bsr_row_ptr,
const I* bsr_end_ptr,
const J* bsr_col_ind,
const A* bsr_val,
J bsr_dim,
const X* x,
T beta,
Y* y,
rocsparse_index_base base);
template <typename T, typename I, typename J, typename A, typename X, typename Y>
void host_bsrmv(rocsparse_direction dir,
rocsparse_operation trans,
J mb,
J nb,
I nnzb,
T alpha,
const I* bsr_row_ptr,
const J* bsr_col_ind,
const A* bsr_val,
J bsr_dim,
const X* x,
T beta,
Y* y,
rocsparse_index_base base);
template <typename T>
void host_bsrxmv(rocsparse_direction dir,
rocsparse_operation trans,
rocsparse_int size_of_mask,
rocsparse_int mb,
rocsparse_int nb,
rocsparse_int nnzb,
T alpha,
const rocsparse_int* bsr_mask_ptr,
const rocsparse_int* bsr_row_ptr,
const rocsparse_int* bsr_end_ptr,
const rocsparse_int* bsr_col_ind,
const T* bsr_val,
rocsparse_int bsr_dim,
const T* x,
T beta,
T* y,
rocsparse_index_base base);
template <typename T>
void host_bsrsv(rocsparse_operation trans,
rocsparse_direction dir,
rocsparse_int mb,
rocsparse_int nnzb,
T alpha,
const rocsparse_int* bsr_row_ptr,
const rocsparse_int* bsr_col_ind,
const T* bsr_val,
rocsparse_int bsr_dim,
const T* x,
T* y,
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, typename I, typename A, typename X, typename Y>
void host_coomv(rocsparse_operation trans,
I M,
I N,
int64_t nnz,
T alpha,
const I* coo_row_ind,
const I* coo_col_ind,
const A* coo_val,
const X* x,
T beta,
Y* y,
rocsparse_index_base base);
template <typename T, typename I, typename A, typename X, typename Y>
void host_coomv_aos(rocsparse_operation trans,
I M,
I N,
int64_t nnz,
T alpha,
const I* coo_ind,
const A* coo_val,
const X* x,
T beta,
Y* y,
rocsparse_index_base base);
template <typename T, typename I, typename J, typename A, typename X, typename Y>
void host_csrmv(rocsparse_operation trans,
J M,
J N,
I nnz,
T alpha,
const I* csr_row_ptr,
const J* csr_col_ind,
const A* csr_val,
const X* x,
T beta,
Y* y,
rocsparse_index_base base,
rocsparse_matrix_type matrix_type,
rocsparse_spmv_alg algo,
bool force_conj);
template <typename T, typename I, typename J, typename A, typename X, typename Y>
void host_cscmv(rocsparse_operation trans,
J M,
J N,
I nnz,
T alpha,
const I* __restrict csc_col_ptr,
const J* __restrict csc_row_ind,
const A* __restrict csc_val,
const X* __restrict x,
T beta,
Y* __restrict y,
rocsparse_index_base base,
rocsparse_matrix_type matrix_type,
rocsparse_spmv_alg algo);
template <typename I, typename J, typename T>
void host_csrsv(rocsparse_operation trans,
J M,
I nnz,
T alpha,
const I* csr_row_ptr,
const J* csr_col_ind,
const T* csr_val,
const T* x,
int64_t x_inc,
T* y,
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_cscsv(rocsparse_operation trans,
J M,
I nnz,
T alpha,
const I* csc_col_ptr,
const J* csc_row_ind,
const T* csc_val,
const T* x,
int64_t x_inc,
T* y,
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_coosv(rocsparse_operation trans,
I M,
int64_t nnz,
T alpha,
const I* coo_row_ind,
const I* coo_col_ind,
const T* coo_val,
const T* x,
T* y,
rocsparse_diag_type diag_type,
rocsparse_fill_mode fill_mode,
rocsparse_index_base base,
I* struct_pivot,
I* numeric_pivot);
template <typename T, typename I, typename A, typename X, typename Y>
void host_ellmv(rocsparse_operation trans,
I M,
I N,
T alpha,
const I* ell_col_ind,
const A* ell_val,
I ell_width,
const X* x,
T beta,
Y* y,
rocsparse_index_base base);
template <typename T, typename I, typename J, typename A, typename X, typename Y>
void host_sellmv(rocsparse_operation trans,
J M,
J N,
I nnz,
J sell_slice_size,
I sell_colval_size,
T alpha,
const I* sell_slice_offsets,
const J* sell_col_ind,
const A* sell_val,
const X* x,
T beta,
Y* y,
rocsparse_index_base base);
template <typename T>
void host_hybmv(rocsparse_operation trans,
rocsparse_int M,
rocsparse_int N,
T alpha,
rocsparse_int ell_nnz,
const rocsparse_int* ell_col_ind,
const T* ell_val,
rocsparse_int ell_width,
rocsparse_int coo_nnz,
const rocsparse_int* coo_row_ind,
const rocsparse_int* coo_col_ind,
const T* coo_val,
const T* x,
T beta,
T* y,
rocsparse_index_base base);
template <typename T>
void host_gebsrmv(rocsparse_direction dir,
rocsparse_operation trans,
rocsparse_int mb,
rocsparse_int nb,
rocsparse_int nnzb,
T alpha,
const rocsparse_int* bsr_row_ptr,
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);
template <typename I, typename T>
void host_gemvi(I M,
I N,
T alpha,
const T* A,
int64_t lda,
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>
void host_bsrmm(rocsparse_handle handle,
rocsparse_direction dir,
rocsparse_operation trans_A,
rocsparse_operation trans_B,
J mb,
J n,
J kb,
I nnzb,
T alpha,
const A* bsr_val,
const I* bsr_row_ptr,
const J* bsr_col_ind,
J block_dim,
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,
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