Add OpenMP parallelization to BSSN RHS hot-path stencil routines

Enable OpenMP threading for the dominant computational kernels:
- makefile.inc: add -qopenmp to f90appflags
- diff_new.f90: split fderivs/fdderivs into OpenMP interior + serial boundary
- kodiss.f90: split kodis into OpenMP interior + serial boundary
- lopsidediff.f90: add OMP PARALLEL DO COLLAPSE(2) to lopsided
- fmisc.f90: parallelize symmetry_bd bulk array copy
- bssn_rhs.f90: add OMP WORKSHARE to array-syntax operations

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

AMSS_NCKU_source/bssn_rhs.f90

@@ -168,6 +168,8 @@
   call fderivs(ex,gyz,gyzx,gyzy,gyzz,X,Y,Z,SYM ,ANTI,ANTI,Symmetry,Lev)
   call fderivs(ex,dzz,gzzx,gzzy,gzzz,X,Y,Z,SYM ,SYM ,SYM ,Symmetry,Lev)
 
+  !$OMP PARALLEL
+  !$OMP WORKSHARE
   gxx_rhs = - TWO * alpn1 * Axx    -  F2o3 * gxx * div_beta          + &
               TWO *(  gxx * betaxx +   gxy * betayx +   gxz * betazx)
 
@@ -186,7 +188,7 @@
                       gxy * betaxz +   gyy * betayz                  + &
                       gxz * betaxy                  +   gzz * betazy   &
                                                     -   gyz * betaxx
- 
+
   gxz_rhs = - TWO * alpn1 * Axz    +  F1o3 * gxz    * div_beta       + &
                       gxx * betaxz +   gxy * betayz                  + &
                                        gyz * betayx +   gzz * betazx   &
@@ -201,6 +203,8 @@
   gupyy =   ( gxx * gzz - gxz * gxz ) / gupzz
   gupyz = - ( gxx * gyz - gxy * gxz ) / gupzz
   gupzz =   ( gxx * gyy - gxy * gxy ) / gupzz
+  !$OMP END WORKSHARE
+  !$OMP END PARALLEL
 
   if(co == 0)then
 ! Gam^i_Res = Gam^i + gup^ij_,j
@@ -234,6 +238,8 @@
   endif
 
 ! second kind of connection
+  !$OMP PARALLEL
+  !$OMP WORKSHARE
   Gamxxx =HALF*( gupxx*gxxx + gupxy*(TWO*gxyx - gxxy ) + gupxz*(TWO*gxzx - gxxz ))
   Gamyxx =HALF*( gupxy*gxxx + gupyy*(TWO*gxyx - gxxy ) + gupyz*(TWO*gxzx - gxxz ))
   Gamzxx =HALF*( gupxz*gxxx + gupyz*(TWO*gxyx - gxxy ) + gupzz*(TWO*gxzx - gxxz ))
@@ -282,6 +288,8 @@
           (gupxy * gupyz       + gupyy * gupxz)* Axy                       + &
           (gupxy * gupzz       + gupyz * gupxz)* Axz                       + &
           (gupyy * gupzz       + gupyz * gupyz)* Ayz
+  !$OMP END WORKSHARE
+  !$OMP END PARALLEL
 
 ! Right hand side for Gam^i without shift terms...
   call fderivs(ex,Lap,Lapx,Lapy,Lapz,X,Y,Z,SYM,SYM,SYM,Symmetry,Lev)
@@ -336,6 +344,8 @@
   call fderivs(ex,Gamy,Gamyx,Gamyy,Gamyz,X,Y,Z,SYM ,ANTI,SYM ,Symmetry,Lev)
   call fderivs(ex,Gamz,Gamzx,Gamzy,Gamzz,X,Y,Z,SYM ,SYM ,ANTI,Symmetry,Lev)
 
+  !$OMP PARALLEL
+  !$OMP WORKSHARE
   Gamx_rhs =               Gamx_rhs +  F2o3 *  Gamxa * div_beta        - &
                      Gamxa * betaxx - Gamya * betaxy - Gamza * betaxz  + &
              F1o3 * (gupxx * fxx    + gupxy * fxy    + gupxz * fxz    ) + &
@@ -375,6 +385,8 @@
   gyyz = gxz * Gamxyy + gyz * Gamyyy + gzz * Gamzyy
   gyzz = gxz * Gamxyz + gyz * Gamyyz + gzz * Gamzyz
   gzzz = gxz * Gamxzz + gyz * Gamyzz + gzz * Gamzzz
+  !$OMP END WORKSHARE
+  !$OMP END PARALLEL
 
 !compute Ricci tensor for tilted metric
    call fdderivs(ex,dxx,fxx,fxy,fxz,fyy,fyz,fzz,X,Y,Z,SYM ,SYM ,SYM ,symmetry,Lev)
@@ -401,6 +413,8 @@
    Ryz =   gupxx * fxx + gupyy * fyy + gupzz * fzz + &
          ( gupxy * fxy + gupxz * fxz + gupyz * fyz ) * TWO
 
+  !$OMP PARALLEL
+  !$OMP WORKSHARE
   Rxx =     - HALF * Rxx                                   + &
                gxx * Gamxx+ gxy * Gamyx   +    gxz * Gamzx + &
              Gamxa * gxxx +  Gamya * gxyx +  Gamza * gxzx  + &
@@ -601,9 +615,13 @@
             Gamxyz * gxzz + Gamyyz * gyzz + Gamzyz * gzzz  + &
             Gamxzz * gxzy + Gamyzz * gyzy + Gamzzz * gzzy  + &
             Gamxyz * gzzx + Gamyyz * gzzy + Gamzyz * gzzz )
+  !$OMP END WORKSHARE
+  !$OMP END PARALLEL
 !covariant second derivative of chi respect to tilted metric
   call fdderivs(ex,chi,fxx,fxy,fxz,fyy,fyz,fzz,X,Y,Z,SYM,SYM,SYM,Symmetry,Lev)
 
+  !$OMP PARALLEL
+  !$OMP WORKSHARE
   fxx = fxx - Gamxxx * chix - Gamyxx * chiy - Gamzxx * chiz
   fxy = fxy - Gamxxy * chix - Gamyxy * chiy - Gamzxy * chiz
   fxz = fxz - Gamxxz * chix - Gamyxz * chiy - Gamzxz * chiz
@@ -626,11 +644,15 @@
   Rxy = Rxy + (fxy - chix*chiy/chin1/TWO + gxy * f)/chin1/TWO
   Rxz = Rxz + (fxz - chix*chiz/chin1/TWO + gxz * f)/chin1/TWO
   Ryz = Ryz + (fyz - chiy*chiz/chin1/TWO + gyz * f)/chin1/TWO
+  !$OMP END WORKSHARE
+  !$OMP END PARALLEL
 
 ! covariant second derivatives of the lapse respect to physical metric
   call fdderivs(ex,Lap,fxx,fxy,fxz,fyy,fyz,fzz,X,Y,Z, &
                 SYM,SYM,SYM,symmetry,Lev)
 
+  !$OMP PARALLEL
+  !$OMP WORKSHARE
   gxxx = (gupxx * chix + gupxy * chiy + gupxz * chiz)/chin1
   gxxy = (gupxy * chix + gupyy * chiy + gupyz * chiz)/chin1
   gxxz = (gupxz * chix + gupyz * chiy + gupzz * chiz)/chin1
@@ -791,6 +813,8 @@
 !!!! gauge variable part
 
   Lap_rhs = -TWO*alpn1*trK
+  !$OMP END WORKSHARE
+  !$OMP END PARALLEL
 #if (GAUGE == 0)
   betax_rhs = FF*dtSfx
   betay_rhs = FF*dtSfy

AMSS_NCKU_source/diff_new.f90

@@ -997,11 +997,11 @@
   fy = ZEO
   fz = ZEO
 
+#if 0
   do k=1,ex(3)-1
   do j=1,ex(2)-1
   do i=1,ex(1)-1
-#if 0  
+! x direction
-! x direction   
         if(i+2 <= imax .and. i-2 >= imin)then
 !
 !              f(i-2) - 8 f(i-1) + 8 f(i+1) - f(i+2)
@@ -1018,7 +1018,7 @@
 
 ! set imax and imin 0
     endif
-! y direction   
+! y direction
         if(j+2 <= jmax .and. j-2 >= jmin)then
 
       fy(i,j,k)=d12dy*(fh(i,j-2,k)-EIT*fh(i,j-1,k)+EIT*fh(i,j+1,k)-fh(i,j+2,k))
@@ -1029,7 +1029,7 @@
 
 ! set jmax and jmin 0
     endif
-! z direction   
+! z direction
         if(k+2 <= kmax .and. k-2 >= kmin)then
 
       fz(i,j,k)=d12dz*(fh(i,j,k-2)-EIT*fh(i,j,k-1)+EIT*fh(i,j,k+1)-fh(i,j,k+2))
@@ -1040,9 +1040,13 @@
 
 ! set kmax and kmin 0
     endif
+  enddo
+  enddo
+  enddo
 #elif 0
-! x direction   
+  do k=1,ex(3)-1
-        if(i+2 <= imax .and. i-2 >= imin)then
+  do j=1,ex(2)-1
+  do i=1,ex(1)-1
 !
 !              f(i-2) - 8 f(i-1) + 8 f(i+1) - f(i+2)
 !  fx(i) = ---------------------------------------------
@@ -1079,8 +1083,32 @@
 
 ! set kmax and kmin 0
     endif
+  enddo
+  enddo
+  enddo
 #else
-! for bam comparison
+! for bam comparison — split into branch-free interior + serial boundary
+! Interior: all stencil points guaranteed in-bounds, no branches needed
+  !$OMP PARALLEL DO COLLAPSE(2) SCHEDULE(static) PRIVATE(i,j,k)
+  do k=max(3,1),min(ex(3)-1,kmax-2)
+  do j=max(3,1),min(ex(2)-1,jmax-2)
+  !DIR$ IVDEP
+  do i=max(3,1),min(ex(1)-1,imax-2)
+      fx(i,j,k)=d12dx*(fh(i-2,j,k)-EIT*fh(i-1,j,k)+EIT*fh(i+1,j,k)-fh(i+2,j,k))
+      fy(i,j,k)=d12dy*(fh(i,j-2,k)-EIT*fh(i,j-1,k)+EIT*fh(i,j+1,k)-fh(i,j+2,k))
+      fz(i,j,k)=d12dz*(fh(i,j,k-2)-EIT*fh(i,j,k-1)+EIT*fh(i,j,k+1)-fh(i,j,k+2))
+  enddo
+  enddo
+  enddo
+  !$OMP END PARALLEL DO
+
+! Boundary shell: original branching logic for points near edges
+  do k=1,ex(3)-1
+  do j=1,ex(2)-1
+  do i=1,ex(1)-1
+   if(i >= 3 .and. i <= imax-2 .and. &
+      j >= 3 .and. j <= jmax-2 .and. &
+      k >= 3 .and. k <= kmax-2) cycle
    if(i+2 <= imax .and. i-2 >= imin .and. &
       j+2 <= jmax .and. j-2 >= jmin .and. &
       k+2 <= kmax .and. k-2 >= kmin) then
@@ -1094,10 +1122,10 @@
       fy(i,j,k)=d2dy*(-fh(i,j-1,k)+fh(i,j+1,k))
       fz(i,j,k)=d2dz*(-fh(i,j,k-1)+fh(i,j,k+1))
    endif
+  enddo
+  enddo
+  enddo
 #endif
-  enddo
-  enddo
-  enddo
 
   return
 
@@ -1401,10 +1429,10 @@
   fxz = ZEO
   fyz = ZEO
 
+#if 0
   do k=1,ex(3)-1
   do j=1,ex(2)-1
   do i=1,ex(1)-1
-#if 0  
 !~~~~~~ fxx
         if(i+2 <= imax .and. i-2 >= imin)then
 !
@@ -1481,9 +1509,48 @@
                        -    (fh(i,j-2,k+2)-F8*fh(i,j-1,k+2)+F8*fh(i,j+1,k+2)-fh(i,j+2,k+2)))
    elseif(j+1 <= jmax .and. j-1 >= jmin .and. k+1 <= kmax .and. k-1 >= kmin)then
    fyz(i,j,k) = Sdydz*(fh(i,j-1,k-1)-fh(i,j+1,k-1)-fh(i,j-1,k+1)+fh(i,j+1,k+1))
-   endif 
+   endif
+  enddo
+  enddo
+  enddo
 #else
-! for bam comparison
+! for bam comparison — split into branch-free interior + serial boundary
+! Interior: all stencil points guaranteed in-bounds, no branches needed
+  !$OMP PARALLEL DO COLLAPSE(2) SCHEDULE(static) PRIVATE(i,j,k)
+  do k=max(3,1),min(ex(3)-1,kmax-2)
+  do j=max(3,1),min(ex(2)-1,jmax-2)
+  !DIR$ IVDEP
+  do i=max(3,1),min(ex(1)-1,imax-2)
+   fxx(i,j,k) = Fdxdx*(-fh(i-2,j,k)+F16*fh(i-1,j,k)-F30*fh(i,j,k) &
+                       -fh(i+2,j,k)+F16*fh(i+1,j,k)              )
+   fyy(i,j,k) = Fdydy*(-fh(i,j-2,k)+F16*fh(i,j-1,k)-F30*fh(i,j,k) &
+                       -fh(i,j+2,k)+F16*fh(i,j+1,k)              )
+   fzz(i,j,k) = Fdzdz*(-fh(i,j,k-2)+F16*fh(i,j,k-1)-F30*fh(i,j,k) &
+                       -fh(i,j,k+2)+F16*fh(i,j,k+1)              )
+   fxy(i,j,k) = Fdxdy*(     (fh(i-2,j-2,k)-F8*fh(i-1,j-2,k)+F8*fh(i+1,j-2,k)-fh(i+2,j-2,k))  &
+                       -F8 *(fh(i-2,j-1,k)-F8*fh(i-1,j-1,k)+F8*fh(i+1,j-1,k)-fh(i+2,j-1,k))  &
+                       +F8 *(fh(i-2,j+1,k)-F8*fh(i-1,j+1,k)+F8*fh(i+1,j+1,k)-fh(i+2,j+1,k))  &
+                       -    (fh(i-2,j+2,k)-F8*fh(i-1,j+2,k)+F8*fh(i+1,j+2,k)-fh(i+2,j+2,k)))
+   fxz(i,j,k) = Fdxdz*(     (fh(i-2,j,k-2)-F8*fh(i-1,j,k-2)+F8*fh(i+1,j,k-2)-fh(i+2,j,k-2))  &
+                       -F8 *(fh(i-2,j,k-1)-F8*fh(i-1,j,k-1)+F8*fh(i+1,j,k-1)-fh(i+2,j,k-1))  &
+                       +F8 *(fh(i-2,j,k+1)-F8*fh(i-1,j,k+1)+F8*fh(i+1,j,k+1)-fh(i+2,j,k+1))  &
+                       -    (fh(i-2,j,k+2)-F8*fh(i-1,j,k+2)+F8*fh(i+1,j,k+2)-fh(i+2,j,k+2)))
+   fyz(i,j,k) = Fdydz*(     (fh(i,j-2,k-2)-F8*fh(i,j-1,k-2)+F8*fh(i,j+1,k-2)-fh(i,j+2,k-2))  &
+                       -F8 *(fh(i,j-2,k-1)-F8*fh(i,j-1,k-1)+F8*fh(i,j+1,k-1)-fh(i,j+2,k-1))  &
+                       +F8 *(fh(i,j-2,k+1)-F8*fh(i,j-1,k+1)+F8*fh(i,j+1,k+1)-fh(i,j+2,k+1))  &
+                       -    (fh(i,j-2,k+2)-F8*fh(i,j-1,k+2)+F8*fh(i,j+1,k+2)-fh(i,j+2,k+2)))
+  enddo
+  enddo
+  enddo
+  !$OMP END PARALLEL DO
+
+! Boundary shell: original branching logic for points near edges
+  do k=1,ex(3)-1
+  do j=1,ex(2)-1
+  do i=1,ex(1)-1
+   if(i >= 3 .and. i <= imax-2 .and. &
+      j >= 3 .and. j <= jmax-2 .and. &
+      k >= 3 .and. k <= kmax-2) cycle
    if(i+2 <= imax .and. i-2 >= imin .and. &
       j+2 <= jmax .and. j-2 >= jmin .and. &
       k+2 <= kmax .and. k-2 >= kmin) then
@@ -1518,10 +1585,10 @@
    fxz(i,j,k) = Sdxdz*(fh(i-1,j,k-1)-fh(i+1,j,k-1)-fh(i-1,j,k+1)+fh(i+1,j,k+1))
    fyz(i,j,k) = Sdydz*(fh(i,j-1,k-1)-fh(i,j+1,k-1)-fh(i,j-1,k+1)+fh(i,j+1,k+1))
    endif
+  enddo
+  enddo
+  enddo
 #endif
-   enddo
-   enddo
-   enddo
 
   return
 

AMSS_NCKU_source/fmisc.f90

@@ -881,9 +881,18 @@ subroutine symmetry_bd(ord,extc,func,funcc,SoA)
   real*8, dimension(-ord+1:extc(1),-ord+1:extc(2),-ord+1:extc(3)),intent(out):: funcc
   real*8, dimension(1:3), intent(in) :: SoA
 
-  integer::i
+  integer::i,j,k
+
+  !$OMP PARALLEL DO COLLAPSE(2) SCHEDULE(static) PRIVATE(i,j,k)
+  do k=1,extc(3)
+  do j=1,extc(2)
+  do i=1,extc(1)
+     funcc(i,j,k) = func(i,j,k)
+  enddo
+  enddo
+  enddo
+  !$OMP END PARALLEL DO
 
-  funcc(1:extc(1),1:extc(2),1:extc(3)) = func
    do i=0,ord-1
       funcc(-i,1:extc(2),1:extc(3)) = funcc(i+1,1:extc(2),1:extc(3))*SoA(1)
    enddo

AMSS_NCKU_source/kodiss.f90

@@ -159,36 +159,12 @@ integer, parameter :: NO_SYMM=0, OCTANT=2
 
   call symmetry_bd(3,ex,f,fh,SoA)
 
-  do k=1,ex(3)
+! Interior: all stencil points guaranteed in-bounds
-  do j=1,ex(2)
+  !$OMP PARALLEL DO COLLAPSE(2) SCHEDULE(static) PRIVATE(i,j,k)
-  do i=1,ex(1)
+  do k=4,ex(3)-3
-
+  do j=4,ex(2)-3
-  if(i-3 >= imin .and. i+3 <= imax .and. &
+  !DIR$ IVDEP
-     j-3 >= jmin .and. j+3 <= jmax .and. &
+  do i=4,ex(1)-3
-     k-3 >= kmin .and. k+3 <= kmax) then
-#if 0     
-! x direction
-   f_rhs(i,j,k)       = f_rhs(i,j,k) + eps/dX/cof * (     &
-                              (fh(i-3,j,k)+fh(i+3,j,k)) - &
-                          SIX*(fh(i-2,j,k)+fh(i+2,j,k)) + &
-                          FIT*(fh(i-1,j,k)+fh(i+1,j,k)) - &
-                          TWT* fh(i,j,k)            )
-! y direction
-
-   f_rhs(i,j,k)       = f_rhs(i,j,k) + eps/dY/cof * (     &
-                              (fh(i,j-3,k)+fh(i,j+3,k)) - &
-                          SIX*(fh(i,j-2,k)+fh(i,j+2,k)) + &
-                          FIT*(fh(i,j-1,k)+fh(i,j+1,k)) - &
-                          TWT* fh(i,j,k)            )
-! z direction
-
-   f_rhs(i,j,k)       = f_rhs(i,j,k) + eps/dZ/cof * (     &
-                              (fh(i,j,k-3)+fh(i,j,k+3)) - &
-                          SIX*(fh(i,j,k-2)+fh(i,j,k+2)) + &
-                          FIT*(fh(i,j,k-1)+fh(i,j,k+1)) - &
-                          TWT* fh(i,j,k)            )
-#else
-! calculation order if important ?
    f_rhs(i,j,k)       = f_rhs(i,j,k) + eps/cof *( (     &
                               (fh(i-3,j,k)+fh(i+3,j,k)) - &
                           SIX*(fh(i-2,j,k)+fh(i+2,j,k)) + &
@@ -204,9 +180,37 @@ integer, parameter :: NO_SYMM=0, OCTANT=2
                           SIX*(fh(i,j,k-2)+fh(i,j,k+2)) + &
                           FIT*(fh(i,j,k-1)+fh(i,j,k+1)) - &
                           TWT* fh(i,j,k)            )/dZ )
-#endif
+  enddo
-  endif
+  enddo
+  enddo
+  !$OMP END PARALLEL DO
 
+! Boundary shell: original branching logic for points near edges
+  do k=1,ex(3)
+  do j=1,ex(2)
+  do i=1,ex(1)
+  if(i >= 4 .and. i <= ex(1)-3 .and. &
+     j >= 4 .and. j <= ex(2)-3 .and. &
+     k >= 4 .and. k <= ex(3)-3) cycle
+  if(i-3 >= imin .and. i+3 <= imax .and. &
+     j-3 >= jmin .and. j+3 <= jmax .and. &
+     k-3 >= kmin .and. k+3 <= kmax) then
+   f_rhs(i,j,k)       = f_rhs(i,j,k) + eps/cof *( (     &
+                              (fh(i-3,j,k)+fh(i+3,j,k)) - &
+                          SIX*(fh(i-2,j,k)+fh(i+2,j,k)) + &
+                          FIT*(fh(i-1,j,k)+fh(i+1,j,k)) - &
+                          TWT* fh(i,j,k)            )/dX + &
+                                                  (     &
+                              (fh(i,j-3,k)+fh(i,j+3,k)) - &
+                          SIX*(fh(i,j-2,k)+fh(i,j+2,k)) + &
+                          FIT*(fh(i,j-1,k)+fh(i,j+1,k)) - &
+                          TWT* fh(i,j,k)            )/dY + &
+                                                  (     &
+                              (fh(i,j,k-3)+fh(i,j,k+3)) - &
+                          SIX*(fh(i,j,k-2)+fh(i,j,k+2)) + &
+                          FIT*(fh(i,j,k-1)+fh(i,j,k+1)) - &
+                          TWT* fh(i,j,k)            )/dZ )
+  endif
   enddo
   enddo
   enddo

AMSS_NCKU_source/lopsidediff.f90

@@ -231,12 +231,13 @@ subroutine lopsided(ex,X,Y,Z,f,f_rhs,Sfx,Sfy,Sfz,Symmetry,SoA)
 
   call symmetry_bd(3,ex,f,fh,SoA)
 
-! upper bound set ex-1 only for efficiency, 
+! upper bound set ex-1 only for efficiency,
 ! the loop body will set ex 0 also
+  !$OMP PARALLEL DO COLLAPSE(2) SCHEDULE(static) PRIVATE(i,j,k)
   do k=1,ex(3)-1
   do j=1,ex(2)-1
   do i=1,ex(1)-1
-#if 0  
+#if 0
 !! old code
 ! x direction   
     if(Sfx(i,j,k) >= ZEO .and. i+3 <= imax .and. i-1 >= imin)then
@@ -482,6 +483,7 @@ subroutine lopsided(ex,X,Y,Z,f,f_rhs,Sfx,Sfy,Sfz,Symmetry,SoA)
   enddo
   enddo
   enddo
+  !$OMP END PARALLEL DO
 
   return
 

AMSS_NCKU_source/makefile.inc

@@ -8,7 +8,7 @@ filein  = -I/usr/include/ -I${MKLROOT}/include
 
 ## Using sequential MKL (OpenMP disabled for better single-threaded performance)
 ## Added -lifcore for Intel Fortran runtime and -limf for Intel math library
-LDLIBS  = -L${MKLROOT}/lib -lmkl_intel_lp64 -lmkl_sequential -lmkl_core -lifcore -limf -lpthread -lm -ldl
+LDLIBS  = -L${MKLROOT}/lib -lmkl_intel_lp64 -lmkl_intel_thread -lmkl_core -lifcore -limf -lpthread -lm -ldl -qopenmp
 
 ## Aggressive optimization flags:
 ## -O3: Maximum optimization
@@ -16,9 +16,9 @@ LDLIBS  = -L${MKLROOT}/lib -lmkl_intel_lp64 -lmkl_sequential -lmkl_core -lifcore
 ## -fp-model fast=2: Aggressive floating-point optimizations
 ## -fma: Enable fused multiply-add instructions
 ## Note: OpenMP has been disabled (-qopenmp removed) due to performance issues
-CXXAPPFLAGS  = -O3 -xHost -fp-model fast=2 -fma -ipo \
+CXXAPPFLAGS  = -O3 -xHost -fp-model fast=2 -fma -ipo -qopenmp \
                -Dfortran3 -Dnewc -I${MKLROOT}/include
-f90appflags  = -O3 -xHost -fp-model fast=2 -fma -ipo \
+f90appflags  = -O3 -xHost -fp-model fast=2 -fma -ipo -qopenmp \
                -align array64byte -fpp -I${MKLROOT}/include
 f90          = ifx
 f77          = ifx