derek.holloway
7502bf64a4
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650 lines
25 KiB
Fortran
650 lines
25 KiB
Fortran
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
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! Copyright (C) 2020 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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subroutine HIP_CHECK(stat)
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use iso_c_binding
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implicit none
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integer(c_int) :: stat
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if(stat /= 0) then
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write(*,*) 'Error: hip error'
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stop
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end if
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end subroutine HIP_CHECK
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subroutine ROCSPARSE_CHECK(stat)
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use iso_c_binding
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implicit none
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integer(c_int) :: stat
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if(stat /= 0) then
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write(*,*) 'Error: rocsparse error'
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stop
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end if
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end subroutine ROCSPARSE_CHECK
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program example_fortran_spmv
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use iso_c_binding
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use rocsparse
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implicit none
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interface
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function hipMalloc(ptr, size) &
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bind(c, name = 'hipMalloc')
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use iso_c_binding
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implicit none
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integer :: hipMalloc
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type(c_ptr) :: ptr
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integer(c_size_t), value :: size
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end function hipMalloc
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function hipFree(ptr) &
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bind(c, name = 'hipFree')
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use iso_c_binding
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implicit none
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integer :: hipFree
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type(c_ptr), value :: ptr
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end function hipFree
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function hipMemcpy(dst, src, size, kind) &
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bind(c, name = 'hipMemcpy')
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use iso_c_binding
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implicit none
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integer :: hipMemcpy
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type(c_ptr), value :: dst
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type(c_ptr), intent(in), value :: src
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integer(c_size_t), value :: size
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integer(c_int), value :: kind
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end function hipMemcpy
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function hipMemset(dst, val, size) &
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bind(c, name = 'hipMemset')
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use iso_c_binding
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implicit none
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integer :: hipMemset
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type(c_ptr), value :: dst
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integer(c_int), value :: val
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integer(c_size_t), value :: size
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end function hipMemset
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function hipDeviceSynchronize() &
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bind(c, name = 'hipDeviceSynchronize')
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use iso_c_binding
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implicit none
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integer :: hipDeviceSynchronize
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end function hipDeviceSynchronize
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function hipDeviceReset() &
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bind(c, name = 'hipDeviceReset')
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use iso_c_binding
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implicit none
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integer :: hipDeviceReset
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end function hipDeviceReset
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end interface
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integer, dimension(:), allocatable, target :: h_csr_row_ptr, h_csr_col_ind
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real(8), dimension(:), allocatable, target :: h_csr_val, h_x, h_y, h_y_gold
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type(c_ptr) :: d_csr_row_ptr
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type(c_ptr) :: d_csr_col_ind
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type(c_ptr) :: d_csr_val
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type(c_ptr) :: d_x
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type(c_ptr) :: d_y
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type(c_ptr) :: d_coo_row_ind
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type(c_ptr) :: d_ell_col_ind
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type(c_ptr) :: d_ell_val
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type(c_ptr) :: d_bsr_row_ptr
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type(c_ptr) :: d_bsr_col_ind
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type(c_ptr) :: d_bsr_val
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integer(c_int) :: M, N, nnz
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integer(c_int) :: dim_x, dim_y
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integer(c_int) :: row, col
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integer(c_int) :: ix, iy, sx, sy
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real(c_double), target :: alpha
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real(c_double), target :: beta
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type(c_ptr) :: handle
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type(c_ptr) :: descr
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type(c_ptr) :: info
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type(c_ptr) :: hyb
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type(c_ptr) :: d_nnzb
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type(c_ptr) :: d_alpha
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type(c_ptr) :: d_beta
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integer :: Mb, Nb, bsr_dim
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integer, target :: nnzb, ell_width
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integer :: version
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character(len=12) :: rev
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integer i
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integer tbegin(8)
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integer tend(8)
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real(8) timing
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real(8) gflops
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real(8) gbyte
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real(8) acc
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! Sample Laplacian on 2D domain
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dim_x = 3000
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dim_y = 3000
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! Dimensions
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M = dim_x * dim_y
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N = dim_x * dim_y
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! Allocate CSR arrays and vectors
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allocate(h_csr_row_ptr(M + 1), h_csr_col_ind(9 * M), h_csr_val(9 * M))
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allocate(h_x(N))
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allocate(h_y_gold(M))
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allocate(h_y(M))
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! Initialize with 0 index base
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h_csr_row_ptr(1) = 0
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nnz = 0
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! Fill host arrays
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do iy = 0, dim_y - 1
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do ix = 0, dim_x - 1
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row = iy * dim_x + ix
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do sy = -1, 1
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if(iy + sy .gt. -1 .and. iy + sy .lt. dim_y) then
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do sx = -1, 1
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if(ix + sx .gt. -1 .and. ix + sx .lt. dim_x) then
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col = row + sy * dim_x + sx
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h_csr_col_ind(nnz + 1) = col
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if(col .eq. row) then
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h_csr_val(nnz + 1) = 8
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else
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h_csr_val(nnz + 1) = -1
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endif
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nnz = nnz + 1
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end if
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end do
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end if
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end do
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h_csr_row_ptr(row + 2) = nnz
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end do
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end do
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! Initialize x and y
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h_x(1:N) = 1
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! Scalars
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alpha = 1
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beta = 0
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! Print assembled matrix sizes
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write(*,fmt='(A,I0,A,I0,A,I0,A)') "2D Laplacian matrix: ", M, " x ", N, " with ", nnz, " non-zeros"
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! Allocate device memory
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call HIP_CHECK(hipMalloc(d_csr_row_ptr, (int(M, c_size_t) + 1) * 4))
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call HIP_CHECK(hipMalloc(d_csr_col_ind, int(nnz, c_size_t) * 4))
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call HIP_CHECK(hipMalloc(d_csr_val, int(nnz, c_size_t) * 8))
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call HIP_CHECK(hipMalloc(d_x, int(N, c_size_t) * 8))
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call HIP_CHECK(hipMalloc(d_y, int(M, c_size_t) * 8))
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! Set y to zero
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call HIP_CHECK(hipMemset(d_y, 0, int(M, c_size_t) * 8))
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! Copy host data to device
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call HIP_CHECK(hipMemcpy(d_csr_row_ptr, c_loc(h_csr_row_ptr), (int(M, c_size_t) + 1) * 4, 1))
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call HIP_CHECK(hipMemcpy(d_csr_col_ind, c_loc(h_csr_col_ind), int(nnz, c_size_t) * 4, 1))
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call HIP_CHECK(hipMemcpy(d_csr_val, c_loc(h_csr_val), int(nnz, c_size_t) * 8, 1))
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call HIP_CHECK(hipMemcpy(d_x, c_loc(h_x), int(N, c_size_t) * 8, 1))
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! Create rocSPARSE handle
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call ROCSPARSE_CHECK(rocsparse_create_handle(handle))
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! Get rocSPARSE version
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call ROCSPARSE_CHECK(rocsparse_get_version(handle, version))
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call ROCSPARSE_CHECK(rocsparse_get_git_rev(handle, rev))
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! Print version on screen
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write(*,fmt='(A,I0,A,I0,A,I0,A,A)') 'rocSPARSE version: ', version / 100000, '.', &
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mod(version / 100, 1000), '.', mod(version, 100), '-', rev
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! Create matrix descriptor
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call ROCSPARSE_CHECK(rocsparse_create_mat_descr(descr));
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! Create matrix info structure
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call ROCSPARSE_CHECK(rocsparse_create_mat_info(info));
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! Collect meta data running analysis step
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call ROCSPARSE_CHECK(rocsparse_dcsrmv_analysis(handle, &
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rocsparse_operation_none, &
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M, &
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N, &
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nnz, &
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descr, &
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d_csr_val, &
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d_csr_row_ptr, &
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d_csr_col_ind, &
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info))
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! Warm up
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call ROCSPARSE_CHECK(rocsparse_dcsrmv(handle, &
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rocsparse_operation_none, &
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M, &
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N, &
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nnz, &
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c_loc(alpha), &
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descr, &
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d_csr_val, &
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d_csr_row_ptr, &
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d_csr_col_ind, &
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info, &
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d_x, &
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c_loc(beta), &
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d_y))
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! Start time measurement
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call HIP_CHECK(hipDeviceSynchronize())
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call date_and_time(values = tbegin)
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do i = 1, 200
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call ROCSPARSE_CHECK(rocsparse_dcsrmv(handle, &
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rocsparse_operation_none, &
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M, &
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N, &
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nnz, &
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c_loc(alpha), &
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descr, &
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d_csr_val, &
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d_csr_row_ptr, &
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d_csr_col_ind, &
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info, &
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d_x, &
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c_loc(beta), &
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d_y))
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end do
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call HIP_CHECK(hipDeviceSynchronize())
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call date_and_time(values = tend)
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tbegin = tend - tbegin;
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timing = (0.001d0 * tbegin(8) + tbegin(7) + 60d0 * tbegin(6) + 3600d0 * tbegin(5)) / 200d0 * 1000d0
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gbyte = ((M + N + nnz) * 8d0 + (M + 1 + nnz) * 4d0) / timing / 1000000d0
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gflops = (2d0 * nnz) / timing / 1000000d0
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write(*,fmt='(A,F0.2,A,F0.2,A,F0.2,A)') '[rocsparse_dcsrmv] took ', &
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timing, ' msec; ', gbyte, ' GB/s; ', gflops, ' GFlop/s'
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! Verify CSR result
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call HIP_CHECK(hipMemcpy(c_loc(h_y), d_y, int(M, c_size_t) * 8, 2))
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do row = 1, M
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acc = beta * h_y_gold(row)
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do i = h_csr_row_ptr(row) + 1, h_csr_row_ptr(row + 1)
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col = h_csr_col_ind(i) + 1
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acc = acc + h_csr_val(i) * h_x(col)
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end do
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h_y_gold(row) = alpha * acc
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if(h_y_gold(row) .ne. h_y(row)) then
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write(*,*) '[rocsparse_dcsrmv] ERROR: ', h_y_gold(row), '!=', h_y(row)
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end if
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end do
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! Convert to COO
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call HIP_CHECK(hipMalloc(d_coo_row_ind, int(nnz, c_size_t) * 4))
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call ROCSPARSE_CHECK(rocsparse_csr2coo(handle, &
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d_csr_row_ptr, &
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nnz, &
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M, &
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d_coo_row_ind, &
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rocsparse_index_base_zero))
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! Warm up
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call ROCSPARSE_CHECK(rocsparse_dcoomv(handle, &
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rocsparse_operation_none, &
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M, &
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N, &
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nnz, &
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c_loc(alpha), &
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descr, &
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d_csr_val, &
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d_coo_row_ind, &
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d_csr_col_ind, &
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d_x, &
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c_loc(beta), &
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d_y))
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! Start time measurement
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call HIP_CHECK(hipDeviceSynchronize())
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call date_and_time(values = tbegin)
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do i = 1, 200
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call ROCSPARSE_CHECK(rocsparse_dcoomv(handle, &
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rocsparse_operation_none, &
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M, &
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N, &
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nnz, &
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c_loc(alpha), &
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descr, &
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d_csr_val, &
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d_coo_row_ind, &
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d_csr_col_ind, &
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d_x, &
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c_loc(beta), &
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d_y))
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end do
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call HIP_CHECK(hipDeviceSynchronize())
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call date_and_time(values = tend)
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tbegin = tend - tbegin;
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timing = (0.001d0 * tbegin(8) + tbegin(7) + 60d0 * tbegin(6) + 3600d0 * tbegin(5)) / 200d0 * 1000d0
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gbyte = ((M + N + nnz) * 8d0 + (M + 1 + nnz) * 4d0) / timing / 1000000d0
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gflops = (2d0 * nnz) / timing / 1000000d0
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write(*,fmt='(A,F0.2,A,F0.2,A,F0.2,A)') '[rocsparse_dcoomv] took ', &
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timing, ' msec; ', gbyte, ' GB/s; ', gflops, ' GFlop/s'
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! Verify COO result
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call HIP_CHECK(hipMemcpy(c_loc(h_y), d_y, int(M, c_size_t) * 8, 2))
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do row = 1, M
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if(h_y_gold(row) .ne. h_y(row)) then
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write(*,*) '[rocsparse_dcoomv] ERROR: ', h_y_gold(row), '!=', h_y(row)
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end if
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end do
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! Free COO structures
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call HIP_CHECK(hipFree(d_coo_row_ind))
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! Convert to ELL
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call HIP_CHECK(hipMalloc(d_ell_col_ind, int(nnz, c_size_t) * 4))
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call HIP_CHECK(hipMalloc(d_ell_val, int(nnz, c_size_t) * 8))
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call ROCSPARSE_CHECK(rocsparse_csr2ell_width(handle, &
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M, &
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descr, &
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d_csr_row_ptr, &
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descr, &
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c_loc(ell_width)))
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call ROCSPARSE_CHECK(rocsparse_dcsr2ell(handle, &
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M, &
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descr, &
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d_csr_val, &
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d_csr_row_ptr, &
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d_csr_col_ind, &
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descr, &
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ell_width, &
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d_ell_val, &
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d_ell_col_ind))
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! Warm up
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call ROCSPARSE_CHECK(rocsparse_dellmv(handle, &
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rocsparse_operation_none, &
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M, &
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N, &
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c_loc(alpha), &
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descr, &
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d_ell_val, &
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d_ell_col_ind, &
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ell_width, &
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d_x, &
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c_loc(beta), &
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d_y))
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! Start time measurement
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call HIP_CHECK(hipDeviceSynchronize())
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call date_and_time(values = tbegin)
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do i = 1, 200
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call ROCSPARSE_CHECK(rocsparse_dellmv(handle, &
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rocsparse_operation_none, &
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M, &
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N, &
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c_loc(alpha), &
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descr, &
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d_ell_val, &
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d_ell_col_ind, &
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ell_width, &
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d_x, &
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c_loc(beta), &
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d_y))
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end do
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call HIP_CHECK(hipDeviceSynchronize())
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call date_and_time(values = tend)
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tbegin = tend - tbegin;
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timing = (0.001d0 * tbegin(8) + tbegin(7) + 60d0 * tbegin(6) + 3600d0 * tbegin(5)) / 200d0 * 1000d0
|
|
gbyte = ((M + N + nnz) * 8d0 + (M + 1 + nnz) * 4d0) / timing / 1000000d0
|
|
gflops = (2d0 * nnz) / timing / 1000000d0
|
|
write(*,fmt='(A,F0.2,A,F0.2,A,F0.2,A)') '[rocsparse_dellmv] took ', &
|
|
timing, ' msec; ', gbyte, ' GB/s; ', gflops, ' GFlop/s'
|
|
|
|
! Verify ELL result
|
|
call HIP_CHECK(hipMemcpy(c_loc(h_y), d_y, int(M, c_size_t) * 8, 2))
|
|
|
|
do row = 1, M
|
|
if(h_y_gold(row) .ne. h_y(row)) then
|
|
write(*,*) '[rocsparse_dellmv] ERROR: ', h_y_gold(row), '!=', h_y(row)
|
|
end if
|
|
end do
|
|
|
|
! Free ELL structures
|
|
call HIP_CHECK(hipFree(d_ell_col_ind))
|
|
call HIP_CHECK(hipFree(d_ell_val))
|
|
|
|
! Convert to HYB
|
|
call ROCSPARSE_CHECK(rocsparse_create_hyb_mat(hyb))
|
|
|
|
call ROCSPARSE_CHECK(rocsparse_dcsr2hyb(handle, &
|
|
M, &
|
|
N, &
|
|
descr, &
|
|
d_csr_val, &
|
|
d_csr_row_ptr, &
|
|
d_csr_col_ind, &
|
|
hyb, &
|
|
0, &
|
|
rocsparse_hyb_partition_auto))
|
|
|
|
! Warm up
|
|
call ROCSPARSE_CHECK(rocsparse_dhybmv(handle, &
|
|
rocsparse_operation_none, &
|
|
c_loc(alpha), &
|
|
descr, &
|
|
hyb, &
|
|
d_x, &
|
|
c_loc(beta), &
|
|
d_y))
|
|
|
|
! Start time measurement
|
|
call HIP_CHECK(hipDeviceSynchronize())
|
|
call date_and_time(values = tbegin)
|
|
|
|
do i = 1, 200
|
|
call ROCSPARSE_CHECK(rocsparse_dhybmv(handle, &
|
|
rocsparse_operation_none, &
|
|
c_loc(alpha), &
|
|
descr, &
|
|
hyb, &
|
|
d_x, &
|
|
c_loc(beta), &
|
|
d_y))
|
|
end do
|
|
|
|
call HIP_CHECK(hipDeviceSynchronize())
|
|
call date_and_time(values = tend)
|
|
tbegin = tend - tbegin;
|
|
timing = (0.001d0 * tbegin(8) + tbegin(7) + 60d0 * tbegin(6) + 3600d0 * tbegin(5)) / 200d0 * 1000d0
|
|
gbyte = ((M + N + nnz) * 8d0 + (M + 1 + nnz) * 4d0) / timing / 1000000d0
|
|
gflops = (2d0 * nnz) / timing / 1000000d0
|
|
write(*,fmt='(A,F0.2,A,F0.2,A,F0.2,A)') '[rocsparse_dhybmv] took ', &
|
|
timing, ' msec; ', gbyte, ' GB/s; ', gflops, ' GFlop/s'
|
|
|
|
! Verify HYB result
|
|
call HIP_CHECK(hipMemcpy(c_loc(h_y), d_y, int(M, c_size_t) * 8, 2))
|
|
|
|
do row = 1, M
|
|
if(h_y_gold(row) .ne. h_y(row)) then
|
|
write(*,*) '[rocsparse_dhybmv] ERROR: ', h_y_gold(row), '!=', h_y(row)
|
|
end if
|
|
end do
|
|
|
|
! Free HYB structures
|
|
call ROCSPARSE_CHECK(rocsparse_destroy_hyb_mat(hyb))
|
|
|
|
! Convert to BSR
|
|
bsr_dim = 2
|
|
Mb = (M + bsr_dim - 1) / bsr_dim
|
|
Nb = (N + bsr_dim - 1) / bsr_dim
|
|
|
|
call HIP_CHECK(hipMalloc(d_bsr_row_ptr, (int(Mb, c_size_t) + 1) * 4))
|
|
call HIP_CHECK(hipMalloc(d_nnzb, int(4, c_size_t)))
|
|
call HIP_CHECK(hipMalloc(d_alpha, int(8, c_size_t)))
|
|
call HIP_CHECK(hipMalloc(d_beta, int(8, c_size_t)))
|
|
|
|
call HIP_CHECK(hipMemcpy(d_alpha, c_loc(alpha), int(8, c_size_t), 1))
|
|
call HIP_CHECK(hipMemcpy(d_beta, c_loc(beta), int(8, c_size_t), 1))
|
|
|
|
! Test device pointer mode
|
|
call ROCSPARSE_CHECK(rocsparse_set_pointer_mode(handle, rocsparse_pointer_mode_device))
|
|
call ROCSPARSE_CHECK(rocsparse_csr2bsr_nnz(handle, &
|
|
rocsparse_direction_column, &
|
|
M, &
|
|
N, &
|
|
descr, &
|
|
d_csr_row_ptr, &
|
|
d_csr_col_ind, &
|
|
bsr_dim, &
|
|
descr, &
|
|
d_bsr_row_ptr, &
|
|
d_nnzb))
|
|
|
|
! Copy device nnzb to host
|
|
call HIP_CHECK(hipMemcpy(c_loc(nnzb), d_nnzb, int(4, c_size_t), 2))
|
|
|
|
call HIP_CHECK(hipMalloc(d_bsr_col_ind, int(nnzb, c_size_t) * 4))
|
|
call HIP_CHECK(hipMalloc(d_bsr_val, int(nnzb, c_size_t) * bsr_dim * bsr_dim * 8))
|
|
|
|
call ROCSPARSE_CHECK(rocsparse_dcsr2bsr(handle, &
|
|
rocsparse_direction_column, &
|
|
M, &
|
|
N, &
|
|
descr, &
|
|
d_csr_val, &
|
|
d_csr_row_ptr, &
|
|
d_csr_col_ind, &
|
|
bsr_dim, &
|
|
descr, &
|
|
d_bsr_val, &
|
|
d_bsr_row_ptr, &
|
|
d_bsr_col_ind))
|
|
|
|
! Warm up
|
|
call ROCSPARSE_CHECK(rocsparse_dbsrmv(handle, &
|
|
rocsparse_direction_column, &
|
|
rocsparse_operation_none, &
|
|
Mb, &
|
|
Nb, &
|
|
nnzb, &
|
|
d_alpha, &
|
|
descr, &
|
|
d_bsr_val, &
|
|
d_bsr_row_ptr, &
|
|
d_bsr_col_ind, &
|
|
bsr_dim, &
|
|
info, &
|
|
d_x, &
|
|
d_beta, &
|
|
d_y))
|
|
|
|
! Start time measurement
|
|
call HIP_CHECK(hipDeviceSynchronize())
|
|
call date_and_time(values = tbegin)
|
|
|
|
do i = 1, 200
|
|
call ROCSPARSE_CHECK(rocsparse_dbsrmv(handle, &
|
|
rocsparse_direction_column, &
|
|
rocsparse_operation_none, &
|
|
Mb, &
|
|
Nb, &
|
|
nnzb, &
|
|
d_alpha, &
|
|
descr, &
|
|
d_bsr_val, &
|
|
d_bsr_row_ptr, &
|
|
d_bsr_col_ind, &
|
|
bsr_dim, &
|
|
info, &
|
|
d_x, &
|
|
d_beta, &
|
|
d_y))
|
|
end do
|
|
|
|
call HIP_CHECK(hipDeviceSynchronize())
|
|
call date_and_time(values = tend)
|
|
tbegin = tend - tbegin;
|
|
timing = (0.001d0 * tbegin(8) + tbegin(7) + 60d0 * tbegin(6) + 3600d0 * tbegin(5)) / 200d0 * 1000d0
|
|
gbyte = ((M + N + nnz) * 8d0 + (M + 1 + nnz) * 4d0) / timing / 1000000d0
|
|
gflops = (2d0 * nnz) / timing / 1000000d0
|
|
write(*,fmt='(A,F0.2,A,F0.2,A,F0.2,A)') '[rocsparse_dbsrmv] took ', &
|
|
timing, ' msec; ', gbyte, ' GB/s; ', gflops, ' GFlop/s'
|
|
|
|
! Verify BSR result
|
|
call HIP_CHECK(hipMemcpy(c_loc(h_y), d_y, int(M, c_size_t) * 8, 2))
|
|
|
|
do row = 1, M
|
|
if(h_y_gold(row) .ne. h_y(row)) then
|
|
write(*,*) '[rocsparse_dbsrmv] ERROR: ', h_y_gold(row), '!=', h_y(row)
|
|
end if
|
|
end do
|
|
|
|
! Free BSR structures
|
|
call HIP_CHECK(hipFree(d_bsr_row_ptr))
|
|
call HIP_CHECK(hipFree(d_bsr_col_ind))
|
|
call HIP_CHECK(hipFree(d_bsr_val))
|
|
|
|
! Free host memory
|
|
deallocate(h_csr_row_ptr, h_csr_col_ind, h_csr_val)
|
|
deallocate(h_x, h_y)
|
|
|
|
! Free device memory
|
|
call HIP_CHECK(hipFree(d_csr_val))
|
|
call HIP_CHECK(hipFree(d_csr_row_ptr))
|
|
call HIP_CHECK(hipFree(d_csr_col_ind))
|
|
call HIP_CHECK(hipFree(d_x))
|
|
call HIP_CHECK(hipFree(d_y))
|
|
|
|
! Free rocSPARSE structures
|
|
call ROCSPARSE_CHECK(rocsparse_destroy_mat_info(info))
|
|
call ROCSPARSE_CHECK(rocsparse_destroy_mat_descr(descr))
|
|
call ROCSPARSE_CHECK(rocsparse_destroy_handle(handle))
|
|
|
|
call HIP_CHECK(hipDeviceReset())
|
|
|
|
end program example_fortran_spmv
|