Many changes in program jt9[.exe] aimed at speeding up the decoders.

The long FFTs can now use the multi-threaded FFTW routines.
Subroutine decode9.f90 was renamed jt9fano.f90.
The JT9 decoder's top-level functions were removed from decoder.f90
and put into a separate subroutine decjt90.f90.
Subroutine decoder.f90 is now configured for possible use of OpenMP 
SECTIONS, with the JT9 and JT65 decoders running concurrently on
a multi-core machine.  Note, however, that this concurrent processing 
is not yet fully implemented.  Probably calls to timer need to be removed; 
some variables used in calls to jt65a and decjt9 may need to be 
declared PRIVATE in decoder; some sections probably need to be declared 
CRITICAL; probably some SAVE statements in downstream routines have
made them not thread-safe; etc., etc.  

I'm a neophyte at using OpenMP.  Comments, suggestions, and/or tests by
others will be welcome!



git-svn-id: svn+ssh://svn.code.sf.net/p/wsjt/wsjt/branches/wsjtx@4919 ab8295b8-cf94-4d9e-aec4-7959e3be5d79
This commit is contained in:
Joe Taylor 2015-02-01 16:23:36 +00:00
parent 30416c287f
commit 960da46d28
9 changed files with 75 additions and 166 deletions

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@ -241,8 +241,9 @@ set (wsjt_FSRCS
lib/dcoord.f90 lib/dcoord.f90
lib/decode65a.f90 lib/decode65a.f90
lib/decode65b.f90 lib/decode65b.f90
lib/decode9.f90 lib/jt9fano.f90
lib/decoder.f90 lib/decoder.f90
lib/decjt9.f90
lib/deg2grid.f90 lib/deg2grid.f90
lib/demod64a.f90 lib/demod64a.f90
lib/determ.f90 lib/determ.f90

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@ -13,7 +13,7 @@ CC = c:/JTSDK/Qt5/Tools/mingw48_32/bin/gcc
FC = c:/JTSDK/Qt5/Tools/mingw48_32/bin/gfortran FC = c:/JTSDK/Qt5/Tools/mingw48_32/bin/gfortran
CXX = c:/JTSDK/Qt5/Tools/mingw48_32/bin/g++ CXX = c:/JTSDK/Qt5/Tools/mingw48_32/bin/g++
FFLAGS = -O2 -fbounds-check -Wall -fno-second-underscore -DWIN32 FFLAGS = -O2 -Wall -fno-second-underscore -DWIN32
CFLAGS = -I. -fbounds-check -mno-stack-arg-probe -DWIN32 CFLAGS = -I. -fbounds-check -mno-stack-arg-probe -DWIN32
# Default rules # Default rules
@ -37,7 +37,7 @@ OBJS1 = pctile.o graycode.o sort.o ssort.o chkmsg.o \
nchar.o four2a.o grid2deg.o pfxdump.o wisdom.o \ nchar.o four2a.o grid2deg.o pfxdump.o wisdom.o \
symspec.o analytic.o db.o genjt9.o flat1.o smo.o \ symspec.o analytic.o db.o genjt9.o flat1.o smo.o \
packbits.o unpackbits.o encode232.o interleave9.o \ packbits.o unpackbits.o encode232.o interleave9.o \
entail.o fano232.o gran.o sync9.o decode9.o \ entail.o fano232.o gran.o sync9.o jt9fano.o \
fil3.o decoder.o grid2n.o n2grid.o timer.o \ fil3.o decoder.o grid2n.o n2grid.o timer.o \
softsym.o getlags.o afc9.o fchisq.o twkfreq.o downsam9.o \ softsym.o getlags.o afc9.o fchisq.o twkfreq.o downsam9.o \
peakdt9.o symspec2.o stdmsg.o morse.o azdist.o geodist.o \ peakdt9.o symspec2.o stdmsg.o morse.o azdist.o geodist.o \
@ -47,14 +47,14 @@ OBJS1 = pctile.o graycode.o sort.o ssort.o chkmsg.o \
extract.o fchisq65.o demod64a.o chkhist.o interleave63.o ccf2.o \ extract.o fchisq65.o demod64a.o chkhist.o interleave63.o ccf2.o \
move.o indexx.o graycode65.o twkfreq65.o smo121.o \ move.o indexx.o graycode65.o twkfreq65.o smo121.o \
wrapkarn.o init_rs.o encode_rs.o decode_rs.o gen65.o fil4.o \ wrapkarn.o init_rs.o encode_rs.o decode_rs.o gen65.o fil4.o \
flat3.o polfit.o determ.o baddata.o prog_args.f90 \ flat3.o polfit.o determ.o baddata.o prog_args.o \
options.o prog_args.o options.o fmtmsg.o decjt9.o
libjt9.a: $(OBJS1) libjt9.a: $(OBJS1)
ar cr libjt9.a $(OBJS1) ar cr libjt9.a $(OBJS1)
ranlib libjt9.a ranlib libjt9.a
OBJS2 = jt9.o jt9a.o jt9b.o jt9c.o ipcomm.o sec_midn.o usleep.o OBJS2 = jt9.o jt9a.o jt9b.o jt9c.o ipcomm.o sec_midn.o usleep.o
LIBS2 = -L'C:/JTSDK/Qt5/5.2.1/mingw48_32/lib' -lQt5Core LIBS2 = -L'C:/JTSDK/Qt5/5.2.1/mingw48_32/lib' -lQt5Core
jt9.exe: $(OBJS2) libjt9.a jt9.exe: $(OBJS2) libjt9.a
$(CXX) -o jt9.exe -static $(OBJS2) $(LIBS2) libjt9.a \ $(CXX) -o jt9.exe -static $(OBJS2) $(LIBS2) libjt9.a \

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@ -1,21 +1,13 @@
subroutine decoder(ss,id2) subroutine decoder(ss,id2)
! Decoder for JT9.
use prog_args use prog_args
include 'constants.f90' include 'constants.f90'
real ss(184,NSMAX) real ss(184,NSMAX)
character*22 msg
character*20 datetime character*20 datetime
real*4 ccfred(NSMAX)
real*4 red2(NSMAX)
logical ccfok(NSMAX)
logical done(NSMAX)
logical done65,baddata logical done65,baddata
integer*2 id2(NTMAX*12000) integer*2 id2(NTMAX*12000)
real*4 dd(NTMAX*12000) real*4 dd(NTMAX*12000)
integer*1 i1SoftSymbols(207)
common/npar/nutc,ndiskdat,ntrperiod,nfqso,newdat,npts8,nfa,nfsplit,nfb, & common/npar/nutc,ndiskdat,ntrperiod,nfqso,newdat,npts8,nfa,nfsplit,nfb, &
ntol,kin,nzhsym,nsave,nagain,ndepth,ntxmode,nmode,datetime ntol,kin,nzhsym,nsave,nagain,ndepth,ntxmode,nmode,datetime
common/tracer/limtrace,lu common/tracer/limtrace,lu
@ -29,10 +21,11 @@ subroutine decoder(ss,id2)
if (nagain .eq. 0) then if (nagain .eq. 0) then
open(13,file=trim(temp_dir)//'/decoded.txt',status='unknown') open(13,file=trim(temp_dir)//'/decoded.txt',status='unknown')
else else
open(13,file=trim(temp_dir)//'/decoded.txt',status='unknown',position='append') open(13,file=trim(temp_dir)//'/decoded.txt',status='unknown', &
position='append')
end if end if
open(22,file=trim(temp_dir)//'/kvasd.dat',access='direct',recl=1024, &
open(22,file=trim(temp_dir)//'/kvasd.dat',access='direct',recl=1024,status='unknown') status='unknown')
npts65=52*12000 npts65=52*12000
if(baddata(id2,npts65)) then if(baddata(id2,npts65)) then
@ -48,138 +41,34 @@ subroutine decoder(ss,id2)
if(newdat.ne.0) dd(1:npts65)=id2(1:npts65) if(newdat.ne.0) dd(1:npts65)=id2(1:npts65)
nf1=nfa nf1=nfa
nf2=nfb nf2=nfb
! if(nmode.eq.65+9) nf2=nfsplit
call jt65a(dd,npts65,newdat,nutc,nf1,nf2,nfqso,ntol65,nagain,ndecoded) call jt65a(dd,npts65,newdat,nutc,nf1,nf2,nfqso,ntol65,nagain,ndecoded)
done65=.true. done65=.true.
endif endif
if(nmode.eq.65) go to 800 if(nmode.eq.65) go to 800
nsynced=0 ! print*,'A'
ndecoded=0 !!$OMP PARALLEL PRIVATE(id)
nsps=0 !!$OMP SECTIONS
nsps=6912 !Params for JT9-1 !!$OMP SECTION
df3=1500.0/2048.0 ! print*,'B'
call decjt9(ss,id2,nutc,nfqso,newdat,npts8,nfa,nfsplit,nfb,ntol,nzhsym, &
tstep=0.5*nsps/12000.0 !Half-symbol step (seconds) nagain,ndepth,nmode)
done=.false.
nf0=0
nf1=nfa
if(nmode.eq.65+9) nf1=nfsplit
ia=max(1,nint((nf1-nf0)/df3))
ib=min(NSMAX,nint((nfb-nf0)/df3))
lag1=-(2.5/tstep + 0.9999)
lag2=5.0/tstep + 0.9999
if(newdat.ne.0) then
call timer('sync9 ',0)
call sync9(ss,nzhsym,lag1,lag2,ia,ib,ccfred,red2,ipk)
call timer('sync9 ',1)
endif
nsps8=nsps/8
df8=1500.0/nsps8
dblim=db(864.0/nsps8) - 26.2
do nqd=1,0,-1
limit=5000
ccflim=3.0
red2lim=1.6
schklim=2.2
if(ndepth.eq.2) then
limit=10000
ccflim=2.7
endif
if(ndepth.ge.3 .or. nqd.eq.1) then
limit=100000
ccflim=2.5
endif
ccfok=.false.
if(nqd.eq.1) then
nfa1=nfqso-ntol
nfb1=nfqso+ntol
ia=max(1,nint((nfa1-nf0)/df3))
ib=min(NSMAX,nint((nfb1-nf0)/df3))
ccfok(ia:ib)=(ccfred(ia:ib).gt.(ccflim-2.0)) .and. &
(red2(ia:ib).gt.(red2lim-1.0))
ia1=ia
ib1=ib
else
nfa1=nf1
nfb1=nfb
ia=max(1,nint((nfa1-nf0)/df3))
ib=min(NSMAX,nint((nfb1-nf0)/df3))
do i=ia,ib
ccfok(i)=ccfred(i).gt.ccflim .and. red2(i).gt.red2lim
enddo
ccfok(ia1:ib1)=.false.
endif
fgood=0.
do i=ia,ib
if(done(i) .or. (.not.ccfok(i))) cycle
f=(i-1)*df3
if(nqd.eq.1 .or. &
(ccfred(i).ge.ccflim .and. abs(f-fgood).gt.10.0*df8)) then
if(nqd.eq.0) nfreqs0=nfreqs0+1
if(nqd.eq.1) nfreqs1=nfreqs1+1
call timer('softsym ',0)
fpk=nf0 + df3*(i-1)
call softsym(id2,npts8,nsps8,newdat,fpk,syncpk,snrdb,xdt, &
freq,drift,schk,i1SoftSymbols)
call timer('softsym ',1)
sync=(syncpk+1)/4.0
if(maxval(i1SoftSymbols).eq.0) cycle
if(nqd.eq.1 .and. ((sync.lt.0.5) .or. (schk.lt.2.0))) cycle
if(nqd.ne.1 .and. ((sync.lt.1.0) .or. (schk.lt.schklim))) cycle
call timer('decode9 ',0)
call decode9(i1SoftSymbols,limit,nlim,msg)
call timer('decode9 ',1)
if(sync.lt.0.0 .or. snrdb.lt.dblim-2.0) sync=0.0
nsync=sync
if(nsync.gt.10) nsync=10
nsnr=nint(snrdb)
ndrift=nint(drift/df3)
if(msg.ne.' ') then
if(nqd.eq.0) ndecodes0=ndecodes0+1
if(nqd.eq.1) ndecodes1=ndecodes1+1
write(*,1000) nutc,nsnr,xdt,nint(freq),msg
1000 format(i4.4,i4,f5.1,i5,1x,'@',1x,a22)
write(13,1002) nutc,nsync,nsnr,xdt,freq,ndrift,msg
1002 format(i4.4,i4,i5,f6.1,f8.0,i4,3x,a22,' JT9')
iaa=max(1,i-1)
ibb=min(NSMAX,i+22)
fgood=f
nsynced=1
ndecoded=1
ccfok(iaa:ibb)=.false.
done(iaa:ibb)=.true.
call flush(6)
endif
endif
enddo
call flush(6)
if(nagain.ne.0) exit
enddo
!!$OMP SECTION
if(nmode.ge.65 .and. (.not.done65)) then if(nmode.ge.65 .and. (.not.done65)) then
if(newdat.ne.0) dd(1:npts65)=id2(1:npts65) if(newdat.ne.0) dd(1:npts65)=id2(1:npts65)
nf1=nfa nf1=nfa
nf2=nfb nf2=nfb
! print*,'C'
call jt65a(dd,npts65,newdat,nutc,nf1,nf2,nfqso,ntol65,nagain,ndecoded) call jt65a(dd,npts65,newdat,nutc,nf1,nf2,nfqso,ntol65,nagain,ndecoded)
endif endif
!!$OMP END SECTIONS NOWAIT
!!$OMP END PARALLEL
! print*,'D'
! JT65 is not yet producing info for nsynced, ndecoded. ! JT65 is not yet producing info for nsynced, ndecoded.
800 write(*,1010) nsynced,ndecoded 800 write(*,1010) nsynced,ndecoded
1010 format('<DecodeFinished>',2i4) 1010 format('<DecodeFinished>',2i4)

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@ -3,15 +3,22 @@ subroutine downsam9(id2,npts8,nsps8,newdat,nspsd,fpk,c2,nz2)
!Downsample from id2() into C2() so as to yield nspsd samples per symbol, !Downsample from id2() into C2() so as to yield nspsd samples per symbol,
!mixing from fpk down to zero frequency. !mixing from fpk down to zero frequency.
use, intrinsic :: iso_c_binding
use FFTW3
include 'constants.f90' include 'constants.f90'
parameter (NMAX1=1024*1920) ! parameter (NMAX1=1024*1920)
parameter (NMAX1=884736)
type(C_PTR) :: plan !Pointers plan for big FFT
integer*2 id2(0:8*npts8-1) integer*2 id2(0:8*npts8-1)
real*4 x1(0:NMAX1-1) real*4 x1(0:NMAX1-1)
complex c1(0:NMAX1/2) complex c1(0:NMAX1/2)
complex c2(0:4096-1) complex c2(0:4096-1)
real s(5000) real s(5000)
equivalence (c1,x1) logical first
save common/patience/npatience,nthreads
data first/.true./
save plan,first
nfft1=1024*nsps8 !Forward FFT length nfft1=1024*nsps8 !Forward FFT length
df1=12000.0/nfft1 df1=12000.0/nfft1
@ -23,14 +30,33 @@ subroutine downsam9(id2,npts8,nsps8,newdat,nspsd,fpk,c2,nz2)
x1(i)=fac*id2(i) x1(i)=fac*id2(i)
enddo enddo
x1(npts:nfft1-1)=0. !Zero the rest of x1 x1(npts:nfft1-1)=0. !Zero the rest of x1
call timer('fft_forw',0) endif
call four2a(c1,nfft1,1,-1,0) !Forward FFT, r2c
call timer('fft_forw',1)
nadd=1.0/df1 if(first) then
nflags=FFTW_ESTIMATE
if(npatience.eq.1) nflags=FFTW_ESTIMATE_PATIENT
if(npatience.eq.2) nflags=FFTW_MEASURE
if(npatience.eq.3) nflags=FFTW_PATIENT
if(npatience.eq.4) nflags=FFTW_EXHAUSTIVE
! Plan the FFTs just once
plan=fftwf_plan_dft_r2c_1d(nfft1,x1,c1,nflags)
first=.false.
endif
if(newdat.eq.1) then
fac=6.963e-6 !Why this weird constant?
do i=0,npts-1
x1(i)=fac*id2(i)
enddo
x1(npts:nfft1-1)=0. !Zero the rest of x1
call timer('FFTbig9 ',0)
call fftwf_execute_dft_r2c(plan,x1,c1)
call timer('FFTbig9 ',1)
nadd=int(1.0/df1)
s=0. s=0.
do i=1,5000 do i=1,5000
j=(i-1)/df1 j=int((i-1)/df1)
do n=1,nadd do n=1,nadd
j=j+1 j=j+1
s(i)=s(i)+real(c1(j))**2 + aimag(c1(j))**2 s(i)=s(i)+real(c1(j))**2 + aimag(c1(j))**2
@ -42,7 +68,7 @@ subroutine downsam9(id2,npts8,nsps8,newdat,nspsd,fpk,c2,nz2)
nfft2=nfft1/ndown !Backward FFT length nfft2=nfft1/ndown !Backward FFT length
nh2=nfft2/2 nh2=nfft2/2
nf=nint(fpk) nf=nint(fpk)
i0=fpk/df1 i0=int(fpk/df1)
nw=100 nw=100
ia=max(1,nf-nw) ia=max(1,nf-nw)
@ -57,9 +83,9 @@ subroutine downsam9(id2,npts8,nsps8,newdat,nspsd,fpk,c2,nz2)
if(i.gt.nh2) j=j-nfft2 if(i.gt.nh2) j=j-nfft2
c2(i)=fac*c1(j) c2(i)=fac*c1(j)
enddo enddo
call timer('fft_back',0) call timer('FFTsmal9',0)
call four2a(c2,nfft2,1,1,1) !FFT back to time domain call four2a(c2,nfft2,1,1,1) !FFT back to time domain
call timer('fft_back',1) call timer('FFTsmal9',1)
nz2=8*npts8/ndown nz2=8*npts8/ndown
return return

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@ -20,7 +20,6 @@ subroutine filbig(dd,npts,f0,newdat,c4a,n4,sq0)
real rfilt(NFFT2) !Filter (real) real rfilt(NFFT2) !Filter (real)
! integer*8 plan1,plan2,plan3 ! integer*8 plan1,plan2,plan3
type(C_PTR) :: plan1,plan2,plan3 !Pointers to FFTW plans type(C_PTR) :: plan1,plan2,plan3 !Pointers to FFTW plans
logical first logical first
! include 'fftw3.f90' ! include 'fftw3.f90'
equivalence (rfilt,cfilt),(rca,ca) equivalence (rfilt,cfilt),(rca,ca)
@ -29,7 +28,7 @@ subroutine filbig(dd,npts,f0,newdat,c4a,n4,sq0)
5.89886379,1.59355187,-2.49138308,0.60910773,-0.04248129/ 5.89886379,1.59355187,-2.49138308,0.60910773,-0.04248129/
common/refspec/dfref,ref(NSZ) common/refspec/dfref,ref(NSZ)
common/patience/npatience,nthreads common/patience/npatience,nthreads
save save first,plan1,plan2,plan3
if(npts.lt.0) go to 900 !Clean up at end of program if(npts.lt.0) go to 900 !Clean up at end of program
@ -54,7 +53,7 @@ subroutine filbig(dd,npts,f0,newdat,c4a,n4,sq0)
cfilt(i)=fac*halfpulse(i) cfilt(i)=fac*halfpulse(i)
cfilt(nfft2+2-i)=fac*halfpulse(i) cfilt(nfft2+2-i)=fac*halfpulse(i)
enddo enddo
call sfftw_execute(plan3) call fftwf_execute_dft(plan3,cfilt,cfilt)
base=real(cfilt(nfft2/2+1)) base=real(cfilt(nfft2/2+1))
do i=1,nfft2 do i=1,nfft2
@ -73,7 +72,7 @@ subroutine filbig(dd,npts,f0,newdat,c4a,n4,sq0)
nz=min(npts,nfft1) nz=min(npts,nfft1)
rca(1:nz)=dd(1:nz) rca(1:nz)=dd(1:nz)
rca(nz+1:)=0. rca(nz+1:)=0.
call sfftw_execute(plan1) call fftwf_execute_dft_r2c(plan1,rca,ca)
call timer('FFTbig ',1) call timer('FFTbig ',1)
call timer('flatten ',0) call timer('flatten ',0)
@ -124,14 +123,14 @@ subroutine filbig(dd,npts,f0,newdat,c4a,n4,sq0)
! Do the short reverse transform, to go back to time domain. ! Do the short reverse transform, to go back to time domain.
call timer('FFTsmall',0) call timer('FFTsmall',0)
call sfftw_execute(plan2) call fftwf_execute_dft(plan2,c4a,c4a)
call timer('FFTsmall',1) call timer('FFTsmall',1)
n4=min(npts/8,nfft2) n4=min(npts/8,nfft2)
return return
900 call sfftw_destroy_plan(plan1) 900 call fftwf_destroy_plan(plan1)
call sfftw_destroy_plan(plan2) call fftwf_destroy_plan(plan2)
call sfftw_destroy_plan(plan3) call fftwf_destroy_plan(plan3)
return return
end subroutine filbig end subroutine filbig

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@ -164,8 +164,9 @@ program jt9
999 continue 999 continue
iret=fftwf_export_wisdom_to_filename(wisfile) iret=fftwf_export_wisdom_to_filename(wisfile)
call four2a(a,-1,1,1,1) !Save wisdom and free memory
call four2a(a,-1,1,1,1) !Save wisdom and free memory call filbig(a,-1,1,0.0,0,0,0,0,0) !used for FFT plans
call filbig(a,-1,1,0.0,0,0,0,0,0) !used for FFT plans call fftwf_cleanup_threads()
call fftwf_cleanup()
end program jt9 end program jt9

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@ -1,4 +1,4 @@
subroutine decode9(i1SoftSymbols,limit,nlim,msg) subroutine jt9fano(i1SoftSymbols,limit,nlim,msg)
! Decoder for JT9 ! Decoder for JT9
! Input: i1SoftSymbols(207) - Single-bit soft symbols ! Input: i1SoftSymbols(207) - Single-bit soft symbols
@ -82,4 +82,4 @@ subroutine decode9(i1SoftSymbols,limit,nlim,msg)
endif endif
return return
end subroutine decode9 end subroutine jt9fano

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@ -160,7 +160,7 @@ program jt9sim
if(i4.ge.128) i1SoftSymbols(i)=i4-256 if(i4.ge.128) i1SoftSymbols(i)=i4-256
enddo enddo
limit=1000 limit=1000
call decode9(i1SoftSymbols,limit,nlim,msg) call jt9fano(i1SoftSymbols,limit,nlim,msg)
if(msg.ne.msg0) print*,'Decode error: ',msg0,' ',msg if(msg.ne.msg0) print*,'Decode error: ',msg0,' ',msg
endif endif
enddo enddo

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@ -1,7 +1,6 @@
subroutine sync9(ss,nzhsym,lag1,lag2,ia,ib,ccfred,red2,ipkbest) subroutine sync9(ss,nzhsym,lag1,lag2,ia,ib,ccfred,red2,ipkbest)
include 'constants.f90' include 'constants.f90'
! parameter (NSMAX=1365) !Max length of saved spectra
real ss(184,NSMAX) real ss(184,NSMAX)
real ss1(184) real ss1(184)
real ccfred(NSMAX) real ccfred(NSMAX)
@ -20,7 +19,6 @@ subroutine sync9(ss,nzhsym,lag1,lag2,ia,ib,ccfred,red2,ipkbest)
do i=ia,ib !Loop over freq range do i=ia,ib !Loop over freq range
ss1=ss(1:184,i) ss1=ss(1:184,i)
call pctile(ss1,nzhsym,40,xmed) call pctile(ss1,nzhsym,40,xmed)
! xmed=sum(ss1(1:nzhsym))/nzhsym
ss1=ss1/xmed - 1.0 ss1=ss1/xmed - 1.0
do j=1,nzhsym do j=1,nzhsym
@ -66,8 +64,6 @@ subroutine sync9(ss,nzhsym,lag1,lag2,ia,ib,ccfred,red2,ipkbest)
do j=1,nzhsym do j=1,nzhsym
savg(ia:ib)=savg(ia:ib) + ss(j,ia:ib) savg(ia:ib)=savg(ia:ib) + ss(j,ia:ib)
enddo enddo
! df=1500.0/2048.0 ! 0.732422
! df9=12000.0/6912.0 ! 1.736111
savg(ia:ib)=savg(ia:ib)/nzhsym savg(ia:ib)=savg(ia:ib)/nzhsym
smo(0:20)=1.0/21.0 smo(0:20)=1.0/21.0
smo(-5:-1)=-(1.0/21.0)*(21.0/10.0) smo(-5:-1)=-(1.0/21.0)*(21.0/10.0)
@ -92,10 +88,7 @@ subroutine sync9(ss,nzhsym,lag1,lag2,ia,ib,ccfred,red2,ipkbest)
red2(i)=savg2(i)-ref red2(i)=savg2(i)-ref
if(red2(i).lt.-99.0) red2(i)=-99.0 if(red2(i).lt.-99.0) red2(i)=-99.0
if(red2(i).gt.99.0) red2(i)=99.0 if(red2(i).gt.99.0) red2(i)=99.0
! write(30,3001) i,i*df+1000.0,savg2(i),red2(i),ccfred(i)
!3001 format(i8,4f10.3)
enddo enddo
! call flush(30)
return return
end subroutine sync9 end subroutine sync9