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//
***********************************************************************************
//
Idefix MHD astrophysical code
//
//
Source file src/pydefix.cpp
//
//
Last modified : 08/2026
//
//
Copyright(C) by :
//
- Geoffroy Lesur <geoffroy.lesur@univ-grenoble-alpes.fr> (IPAG/UGA/CNRS - 2023 - 2026)
//
- Sébastien Valat <sebastien.valat@univ-grenoble-alpes.fr> (IPAG/UGA/CNRS - 2026)
//
and other code contributors
//
//
Licensed under CeCILL 2.1 License, see COPYING for more information
//
***********************************************************************************
#
define
PYBIND11_DETAILED_ERROR_MESSAGES
#
include
"
pydefix.hpp
"
#
include
<
pybind11/embed.h
>
//
everything needed for embedding
#
include
<
pybind11/numpy.h
>
//
for numpy arrays
#
include
<
pybind11/stl.h
>
//
For STL vectors and containers
#
include
<
string
>
#
include
<
vector
>
#
include
<
csignal
>
#
include
"
idefix.hpp
"
#
include
"
dataBlock.hpp
"
#
include
"
dataBlockHost.hpp
"
namespace
py
=
pybind11;
int
Pydefix::ninstance =
0
;
namespace
PydefixTools
{
//
Functions provided by Idefix in Pydefix for user convenience
py::
array_t
<real, py::array::c_style>
GatherIdefixArray
(IdefixHostArray3D<real> in,
DataBlockHost dataHost,
bool
keepBoundaries =
true
,
bool
broadcast =
true
) {
idfx::pushRegion
(
"
PydefixTools::GatherIdefixArray
"
);
Grid *grid = dataHost.
data
->
mygrid
;
IdefixHostArray3D<real> out;
py::
array_t
<real, py::array::c_style> pyOut;
if
(broadcast || idfx::prank==
0
) {
if
(keepBoundaries) {
//
Create a python-managed array, with memory accessible from Kokkos
pyOut = py::
array_t
<real, py::array::c_style>({grid->
np_tot
[
KDIR
],
grid->
np_tot
[
JDIR
],
grid->
np_tot
[
IDIR
]});
out = Kokkos::View<real***,
Kokkos::LayoutRight,
Kokkos::HostSpace,
Kokkos::MemoryTraits<Kokkos::Unmanaged>>
(
reinterpret_cast
<real*>(pyOut.
request
().
ptr
),
grid->
np_tot
[
KDIR
],
grid->
np_tot
[
JDIR
],
grid->
np_tot
[
IDIR
]);
}
else
{
pyOut = py::
array_t
<real, py::array::c_style>({grid->
np_int
[
KDIR
],
grid->
np_int
[
JDIR
],
grid->
np_int
[
IDIR
]});
out = Kokkos::View<real***,
Kokkos::LayoutRight,
Kokkos::HostSpace,
Kokkos::MemoryTraits<Kokkos::Unmanaged>>
(
reinterpret_cast
<real*>(pyOut.
request
().
ptr
),
grid->
np_int
[
KDIR
],
grid->
np_int
[
JDIR
],
grid->
np_int
[
IDIR
]);
}
}
if
(idfx::prank ==
0
) {
for
(
int
rank =
0
; rank < idfx::psize ; rank++) {
//
np_tot: total size of the incoming array
//
np_int: size that should be copied into global
//
beg: offset in the incoming array where copy should begin
//
gbeg: offset in the global array where copy should be begin
[[maybe_unused]]
std::array<
int
,
3
> np_int,np_tot, beg, gbeg;
IdefixHostArray3D<real> buf;
if
(rank==
0
) {
np_int = dataHost.
np_int
;
np_tot = dataHost.
np_tot
;
gbeg = dataHost.
gbeg
;
beg = dataHost.
beg
;
//
Add back boundaries
if
(keepBoundaries) {
for
(
int
dir =
0
; dir <
DIMENSIONS
; dir++) {
if
(dataHost.
lbound
[dir] != internal) {
np_int[dir] += dataHost.
nghost
[dir];
gbeg[dir] -= dataHost.
nghost
[dir];
beg[dir] -= dataHost.
nghost
[dir];
}
if
(dataHost.
rbound
[dir] != internal) {
np_int[dir] += dataHost.
nghost
[dir];
}
}
}
buf = in;
}
else
{
//
target rank >0
#
ifdef
WITH_MPI
MPI_Status status;
//
Fetch the local array size
idfx::MPI_Recv
(np_int,
3
,
MPI_INT
, rank,
010
,
MPI_COMM_WORLD
, &status);
idfx::MPI_Recv
(np_tot,
3
,
MPI_INT
, rank,
011
,
MPI_COMM_WORLD
, &status);
idfx::MPI_Recv
(beg,
3
,
MPI_INT
, rank,
012
,
MPI_COMM_WORLD
, &status);
idfx::MPI_Recv
(gbeg,
3
,
MPI_INT
, rank,
013
,
MPI_COMM_WORLD
, &status);
buf = IdefixHostArray3D<real>(
"
pydefix::tempArray
"
,
np_tot[
KDIR
],np_tot[
JDIR
],np_tot[
IDIR
]);
//
Fetch data
idfx::MPI_Recv
(buf, np_tot[
IDIR
]*np_tot[
JDIR
]*np_tot[
KDIR
],
realMPI, rank,
014
,
MPI_COMM_WORLD
,&status);
#
else
IDEFIX_ERROR
(
"
Can't deal with psize>1 without MPI.
"
);
#
endif
}
//
target rank
//
Copy data from the buffer
for
(
int
k =
0
; k < np_int[
KDIR
] ; k++) {
int
kt = k+gbeg[
KDIR
];
if
(!keepBoundaries) kt -= dataHost.
nghost
[
KDIR
];
for
(
int
j =
0
; j < np_int[
JDIR
] ; j++) {
int
jt = j+gbeg[
JDIR
];
if
(!keepBoundaries) jt -= dataHost.
nghost
[
JDIR
];
for
(
int
i =
0
; i < np_int[
IDIR
] ; i++) {
int
it = i+gbeg[
IDIR
];
if
(!keepBoundaries) it -= dataHost.
nghost
[
IDIR
];
out
(kt,jt,it) =
buf
(k+beg[
KDIR
],j+beg[
JDIR
],i+beg[
IDIR
]);
}
}
}
//
End for
}
//
End loop on target rank for root process
}
else
{
//
MPI prank >0
std::array<
int
,
3
> np_int = dataHost.
np_int
;
[[maybe_unused]]
std::array<
int
,
3
> np_tot = dataHost.
np_tot
;
std::array<
int
,
3
> gbeg = dataHost.
gbeg
;
std::array<
int
,
3
> beg = dataHost.
beg
;
//
Add back boundaries
if
(keepBoundaries) {
for
(
int
dir =
0
; dir <
DIMENSIONS
; dir++) {
if
(dataHost.
lbound
[dir] != internal) {
np_int[dir] += dataHost.
nghost
[dir];
gbeg[dir] -= dataHost.
nghost
[dir];
beg[dir] -= dataHost.
nghost
[dir];
}
if
(dataHost.
rbound
[dir] != internal) {
np_int[dir] += dataHost.
nghost
[dir];
}
}
}
#
ifdef
WITH_MPI
//
send the local array size
idfx::MPI_Send
(np_int,
3
,
MPI_INT
,
0
,
010
,
MPI_COMM_WORLD
);
idfx::MPI_Send
(np_tot,
3
,
MPI_INT
,
0
,
011
,
MPI_COMM_WORLD
);
idfx::MPI_Send
(beg,
3
,
MPI_INT
,
0
,
012
,
MPI_COMM_WORLD
);
idfx::MPI_Send
(gbeg,
3
,
MPI_INT
,
0
,
013
,
MPI_COMM_WORLD
);
idfx::MPI_Send
(in, np_tot[
IDIR
]*np_tot[
JDIR
]*np_tot[
KDIR
], realMPI,
0
,
014
,
MPI_COMM_WORLD
);
#
else
IDEFIX_ERROR
(
"
Can't deal with psize>1 without MPI.
"
);
#
endif
}
//
All is transfered
#
ifdef
WITH_MPI
if
(broadcast) {
idfx::MPI_Bcast
(out, out.
extent
(
0
)*out.
extent
(
1
)*out.
extent
(
2
), realMPI,
0
,
MPI_COMM_WORLD
);
}
#
endif
idfx::popRegion
();
return
pyOut;
}
}
//
namespace PydefixTools
/*
***********************************
* DataBlockHost Python binding
* *********************************
*/
PYBIND11_EMBEDDED_MODULE
(pydefix, m) {
py::class_<DataBlockHost>(m,
"
DataBlockHost
"
)
.
def
(py::init<>())
.
def_readwrite
(
"
x
"
, &DataBlockHost::x)
.
def_readwrite
(
"
xr
"
, &DataBlockHost::xr)
.
def_readwrite
(
"
xl
"
, &DataBlockHost::xl)
.
def_readwrite
(
"
dx
"
, &DataBlockHost::dx)
.
def_readwrite
(
"
dV
"
, &DataBlockHost::dV)
.
def_readwrite
(
"
A
"
, &DataBlockHost::A)
.
def_readwrite
(
"
Vc
"
, &DataBlockHost::Vc)
.
def_readwrite
(
"
dustVc
"
, &DataBlockHost::dustVc)
#
if
MHD == YES
.
def_readwrite
(
"
Vs
"
, &DataBlockHost::Vs)
.
def_readwrite
(
"
Ve
"
, &DataBlockHost::Ve)
.
def_readwrite
(
"
J
"
, &DataBlockHost::J)
.
def_readwrite
(
"
Ex1
"
, &DataBlockHost::Ex1)
.
def_readwrite
(
"
Ex2
"
, &DataBlockHost::Ex2)
.
def_readwrite
(
"
Ex3
"
, &DataBlockHost::Ex3)
#
endif
.
def_readwrite
(
"
xbeg
"
, &DataBlockHost::xbeg)
.
def_readwrite
(
"
xend
"
, &DataBlockHost::xend)
.
def_readwrite
(
"
gbeg
"
, &DataBlockHost::gbeg)
.
def_readwrite
(
"
gend
"
, &DataBlockHost::gend)
.
def_readwrite
(
"
beg
"
, &DataBlockHost::beg)
.
def_readwrite
(
"
end
"
, &DataBlockHost::end)
.
def_readwrite
(
"
np_tot
"
, &DataBlockHost::np_tot)
.
def_readwrite
(
"
np_int
"
, &DataBlockHost::np_int)
.
def_readwrite
(
"
nghost
"
, &DataBlockHost::nghost)
.
def_readwrite
(
"
InvDt
"
, &DataBlockHost::InvDt)
.
def_readwrite
(
"
t
"
,&DataBlockHost::t)
.
def_readwrite
(
"
dt
"
,&DataBlockHost::dt);
py::class_<GridHost>(m,
"
GridHost
"
)
.
def
(py::init<>())
.
def_readwrite
(
"
x
"
, &GridHost::x)
.
def_readwrite
(
"
xr
"
, &GridHost::xr)
.
def_readwrite
(
"
xl
"
, &GridHost::xl)
.
def_readwrite
(
"
dx
"
, &GridHost::dx)
.
def_readwrite
(
"
xbeg
"
, &GridHost::xbeg)
.
def_readwrite
(
"
xend
"
, &GridHost::xend)
.
def_readwrite
(
"
np_tot
"
, &GridHost::np_tot)
.
def_readwrite
(
"
np_int
"
, &GridHost::np_int)
.
def_readwrite
(
"
nghost
"
, &GridHost::nghost);
m.
attr
(
"
RHO
"
) =
RHO
;
m.
attr
(
"
VX1
"
) =
VX1
;
m.
attr
(
"
VX2
"
) =
VX2
;
m.
attr
(
"
VX3
"
) =
VX3
;
m.
attr
(
"
PRS
"
) =
PRS
;
#
if
MHD == YES
m.
attr
(
"
BX1
"
) =
BX1
;
m.
attr
(
"
BX2
"
) =
BX2
;
m.
attr
(
"
BX3
"
) =
BX3
;
D_EXPAND
(
m.
attr
(
"
BX1s
"
) = BX1s; ,
m.
attr
(
"
BX2s
"
) = BX2s; ,
m.
attr
(
"
BX3s
"
) = BX3s; )
#
ifdef
EVOLVE_VECTOR_POTENTIAL
m.
attr
(
"
AX1e
"
) = AX1e;
m.
attr
(
"
AX2e
"
) = AX2e;
m.
attr
(
"
AX3e
"
) = AX3e;
#
endif
#
endif
m.
attr
(
"
IDIR
"
) =
IDIR
;
m.
attr
(
"
JDIR
"
) =
JDIR
;
m.
attr
(
"
KDIR
"
) =
KDIR
;
m.
attr
(
"
prank
"
) = idfx::prank;
m.
attr
(
"
psize
"
) = idfx::psize;
m.
def
(
"
GatherIdefixArray
"
,&PydefixTools::GatherIdefixArray,
py::arg
(
"
in
"
),
py::arg
(
"
data
"
),
py::arg
(
"
keepBoundaries
"
) =
true
,
py::arg
(
"
broadcast
"
) =
true
,
"
Gather arrays from MPI domain decomposition
"
);
}
template
<
typename
... Ts>
void
Pydefix::CallScript
(std::string scriptName, std::string funcName, Ts... args) {
idfx::pushRegion
(
"
Pydefix::CallScript
"
);
try
{
py::module_ script =
py::module_::import
(scriptName.
c_str
());
py::object result = script.
attr
(funcName.
c_str
())(&args...);
}
catch
(std::exception &e) {
std::stringstream message;
message <<
"
An exception occured while calling the Python interpreter
"
<< std::endl
<<
"
in file
\"
"
<< scriptName <<
"
.py
\"
function
\"
"
<< funcName <<
"
\"
:
"
<< std::endl
<< e.
what
() << std::endl;
IDEFIX_ERROR
(message);
}
idfx::popRegion
();
}
Pydefix::Pydefix
(Input &input) {
//
Check that the input has a [python] block
if
(input.
CheckBlock
(
"
Python
"
)) {
this
->
isActive
=
true
;
ninstance++;
//
Check whether we need to start an interpreter
if
(ninstance==
1
) {
idfx::cout <<
"
Pydefix: start Python interpreter.
"
<< std::endl;
py::initialize_interpreter
();
std::signal
(
SIGINT
,
SIG_DFL
);
//
restore "terminate on Ctrl-C" signal handler
py::exec
(
"
import sys; print(f'Pydefix: Python Version: {sys.version}')
"
);
py::exec
(
"
print(f'Pydefix: Executable Path: {sys.executable}')
"
);
py::exec
(
"
print(f'Pydefix: Sys Path: {sys.path}')
"
);
}
this
->
scriptFilename
= input.
Get
<std::string>(
"
Python
"
,
"
script
"
,
0
);
if
(scriptFilename.
substr
(scriptFilename.
length
() -
3
,
3
).
compare
(
"
.py
"
)==
0
) {
IDEFIX_ERROR
(
"
You should not include the python script .py extension in your input file
"
);
}
if
(input.
CheckEntry
(
"
Python
"
,
"
output_function
"
)>
0
) {
this
->
haveOutput
=
true
;
this
->
outputFunctionName
= input.
Get
<std::string>(
"
Python
"
,
"
output_function
"
,
0
);
}
if
(input.
CheckEntry
(
"
Python
"
,
"
initflow_function
"
)>
0
) {
this
->
haveInitflow
=
true
;
this
->
initflowFunctionName
= input.
Get
<std::string>(
"
Python
"
,
"
initflow_function
"
,
0
);
}
}
}
void
Pydefix::Output
(DataBlock &data,
int
n) {
idfx::pushRegion
(
"
Pydefix::Output
"
);
if
(!
this
->
isActive
) {
IDEFIX_ERROR
(
"
Python Outputs requires the [python] block to be defined in your input file.
"
);
}
if
(!
this
->
haveOutput
) {
IDEFIX_ERROR
(
"
No python output function has been defined
"
"
in your input file [python]:output_function
"
);
}
DataBlockHost
dataHost
(data);
GridHost
gridHost
(*data.
mygrid
);
gridHost.
SyncFromDevice
();
dataHost.
SyncFromDevice
();
this
->
CallScript
(
this
->
scriptFilename
,
this
->
outputFunctionName
,dataHost, gridHost, n);
idfx::popRegion
();
}
void
Pydefix::InitFlow
(DataBlock &data) {
idfx::pushRegion
(
"
Pydefix::InitFlow
"
);
if
(!
this
->
isActive
) {
IDEFIX_ERROR
(
"
Python Initflow requires the [python] block to be defined in your input file.
"
);
}
if
(!
this
->
haveInitflow
) {
IDEFIX_ERROR
(
"
No python initflow function has been defined
"
"
in your input file [python]:initflow_function
"
);
}
DataBlockHost
dataHost
(data);
dataHost.
SyncFromDevice
();
this
->
CallScript
(
this
->
scriptFilename
,
this
->
initflowFunctionName
,dataHost);
dataHost.
SyncToDevice
();
idfx::popRegion
();
}
void
Pydefix::ShowConfig
() {
if
(isActive ==
false
) {
idfx::cout <<
"
Pydefix: DISABLED.
"
<< std::endl;
}
else
{
idfx::cout <<
"
Pydefix: ENABLED.
"
<< std::endl;
if
(haveOutput) {
idfx::cout <<
"
Pydefix: output function ENABLED.
"
<< std::endl;
}
else
{
idfx::cout <<
"
Pydefix: output function DISABLED.
"
<< std::endl;
}
if
(haveInitflow) {
idfx::cout <<
"
Pydefix: initflow function ENABLED.
"
<< std::endl;
}
else
{
idfx::cout <<
"
Pydefix: initflow function DISABLED.
"
<< std::endl;
}
}
}
Pydefix::~Pydefix
() {
if
(isActive) {
if
(ninstance ==
1
) {
py::finalize_interpreter
();
idfx::cout <<
"
Pydefix: shutdown Python interpreter.
"
<< std::endl;
}
ninstance--;
isActive =
false
;
}
}
/*
py::array_t<real> Pydefix::toNumpyArray(const IdefixHostArray3D<real>& in) {
py::array_t<real, py::array::c_style> array({in.extent(0),in.extent(1),in.extent(2)},in.data());
return array;
}
py::array_t<real> Pydefix::toNumpyArray(const IdefixHostArray4D<real>& in) {
py::array_t<real, py::array::c_style> array({in.extent(0),in.extent(1),in.extent(2),in.extent(3)},in.data());
return array;
}
*/
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