Reputation: 17
I have an unformatted stream binary file of size ~60GB, which I read as follows in my serial code;
parameter(nsea=120445)
real*4 p(nsea,nsea)
open(10,file='my_file.grd' &
& ,status='old',access='stream',form='unformatted')
read(10)((p(ibk,jbk),jbk=1,nsea),ibk=1,nsea)
close(10)
As it takes lots of time to read this file, I want to parallelize this part of the code using MPI I/O. I am trying to do this using mpi_file_set_view
and mpi_file_read
options. Can someone guide me to do it efficiently?
After reading and storing the parameter p(nsea,nsea)
I want to pass this whole array for some matrix arithmetic in the rest of the code.
Upvotes: 0
Views: 496
Reputation: 203
I tried a simple reproducer of your sample code on my pc with 32 gb memory for a 27 Gb test file. Compiling with "gFortran stream.f90 -o stream.exe", it ran in 320 seconds, so is single thread too slow ? (There can be problems with this testing approach, due to disk buffering, but should not be a problem when file size + memory demand exceeds installed memory) You may wish to expand on my approach listed below, by including more error tests (stat=, iostat=).
! Program to test stream I/O for large file
!
integer*8 :: nsea = 85000 ! 40000 > 6gb ! 85000 > 27gb ! 120445 > 54 gb
real*4, allocatable :: p(:,:)
!
integer*8 :: ibk,jbk, nij
integer*4 :: i,j, stat
real*4 :: err, gb
real*8 :: sec, start
!
! Create file
call Elapse_Time (start)
call Delta_Time (sec)
allocate ( p(nsea,nsea), stat=stat )
nij = size( p, kind=8 )
gb = nij ; gb = gb * 4. / (1024.**3)
write (*,21) 'size p = ',size( p, kind=8 ), gb,' Gb : stat= ',stat
!
forall (i=1:nsea,j=1:nsea) P(i,j) = i+j
call Delta_Time (sec)
write (*,22) sec,' initialised'
!
open (unit=11, file='test_file.grd', iostat=stat, &
status='unknown', access='stream', form='unformatted')
call Delta_Time (sec)
write (*,22) sec, ' open : iostat= ',stat
!
write (11,iostat=stat) (( p(ibk,jbk), ibk=1,nsea), jbk=1,nsea)
close (11)
deallocate (p)
call Delta_Time (sec)
write (*,22) sec, ' written : iostat= ',stat
!
! Read file
allocate ( p(nsea,nsea), stat=stat )
write (*,21) 'size p = ',size( p, kind=8 ), gb,' Gb : stat= ',stat
!
open (unit=12, file='test_file.grd', iostat=stat, &
status='unknown', access='stream', form='unformatted')
call Delta_Time (sec)
write (*,22) sec, ' open : iostat= ',stat
!
read (12,iostat=stat) (( p(ibk,jbk), ibk=1,nsea), jbk=1,nsea)
close (12)
call Delta_Time (sec)
write (*,22) sec,' read : iostat= ',stat
!
err = 0
do j=1,nsea
do i=1,nsea
err = max ( err, P(i,j)-i-j )
end do
end do
deallocate (p)
call Delta_Time (sec)
write (*,23) sec, ' err= ', err
!
call Elapse_Time (sec)
write (*,22) sec-start, ' Completed '
!
21 format (a,i0,' : ',f0.2,a,i0)
22 format (f9.3,a,i0)
23 format (f9.3,a,es10.2)
end
!
subroutine Elapse_Time (sec)
real*8 sec
integer*8 clock, rate
!
call System_Clock ( clock, rate )
sec = dble (clock) / dble (rate)
end subroutine Elapse_Time
!
subroutine Delta_Time (dt)
real*8 :: dt, sec
real*8 :: last = 0
!
call Elapse_Time (sec)
dt = sec - last
last = sec
end subroutine Delta_Time
I tested this code on 3 pc's, 2 with SSD. i5 has Win 7 8Gb memory, while i7 have Win 10 32Gb memory. The following table lists the performance I obtained. The file sizes are ~85% memory so disk buffering should not be significant. Results can be variable. I am surprised by the SSD performance being less than expected, while the i7 HDD performance were better than expected ?
Disk File Gb write sec read sec write Mb/s read Mb/s
i5-2300 C:HDD 4.6 42.1 58.9 108.3 77.5
i7-4790K E:HDD 26.9 175.0 168.7 153.8 159.6
i7-4790K C:SSD 26.9 154.7 106.4 174.0 252.9
i7-8700K E:HDD 26.9 141.8 132.7 189.8 202.8
i7-8700K C:SSD 26.9 116.9 97.5 230.2 276.0
I hope these results give an indication of what serial stream I/O can achieve. Not sure what MPI I/O rates could be expected in these circumstances ?
Upvotes: 0