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fcf88bc2
Commit
fcf88bc2
authored
1 year ago
by
cmaffeo2
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Bindings to create numpy view of Array<Vector_t<T>> with obj.as_array()
parent
f46a7112
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2 changed files
src/Types/Array.h
+2
-0
2 additions, 0 deletions
src/Types/Array.h
src/pybindings/pytypes.cpp
+83
-5
83 additions, 5 deletions
src/pybindings/pytypes.cpp
with
85 additions
and
5 deletions
src/Types/Array.h
+
2
−
0
View file @
fcf88bc2
...
...
@@ -333,6 +333,8 @@ struct Array {
}
#endif
HOST
DEVICE
size_t
size
()
const
{
return
num
;
}
HOST
T
*
get_pointer
()
const
{
return
values
;
}
private
:
HOST
void
host_allocate
()
{
...
...
This diff is collapsed.
Click to expand it.
src/pybindings/pytypes.cpp
+
83
−
5
View file @
fcf88bc2
...
...
@@ -3,6 +3,8 @@
#include
<pybind11/numpy.h>
#include
<pybind11/operators.h>
#include
<iostream>
namespace
py
=
pybind11
;
/// Convert a NumPy array to a Vector3_t object.
...
...
@@ -27,13 +29,14 @@ Vector3_t<T> array_to_vector(py::array_t<T> a) {
return
Vector3_t
<
T
>
(
ptr
[
0
],
ptr
[
1
],
ptr
[
2
],
ptr
[
3
]);
}
/// Convert a NumPy array to a Vector3_t object.
/// Convert a NumPy array to an Array<Vector3_t> object.
///
/// This function converts a
1
D NumPy array of s
ize 3 or 4 into a
Vector3_t object.
/// This function converts a
2
D NumPy array of s
hape [N,M] with M in (3,4) into an Array<
Vector3_t
<T>
object.
///
/// \tparam T - The data type of the elements in the NumPy array.
/// \param a - The NumPy array to convert.
/// \return A Array<Vector3_t<T>> object created from the array.
/// \return A
n
Array<Vector3_t<T>> object created from the array.
template
<
typename
T
>
Array
<
Vector3_t
<
T
>>
array_to_vector_arr
(
py
::
array_t
<
T
>
a
)
{
py
::
buffer_info
info
=
a
.
request
();
...
...
@@ -45,11 +48,13 @@ Array<Vector3_t<T>> array_to_vector_arr(py::array_t<T> a) {
T
*
ptr
=
static_cast
<
T
*>
(
info
.
ptr
);
Array
<
Vector3_t
<
T
>>
arr
(
static_cast
<
size_t
>
(
info
.
shape
[
0
]));
assert
(
info
.
strides
[
0
]
==
info
.
shape
[
1
]
);
// std::cerr << "Shape : " << info.shape[0] << " " << info.shape[1] << std::endl;
// std::cerr << "Stride : " << info.strides[0] << " " << info.strides[1] << std::endl;
if
(
info
.
shape
[
1
]
==
3
)
{
for
(
size_t
i
=
0
;
i
<
info
.
shape
[
0
];
++
i
)
{
size_t
j
=
i
*
info
.
s
trides
[
0
];
size_t
j
=
i
*
info
.
s
hape
[
1
];
arr
[
i
]
=
(
Vector3_t
<
T
>
(
ptr
[
j
],
ptr
[
j
+
1
],
ptr
[
j
+
2
]
));
// std::cerr << arr[i].to_string() << std::endl;
}
}
else
{
for
(
size_t
i
=
0
;
i
<
info
.
shape
[
0
];
++
i
)
{
...
...
@@ -57,9 +62,81 @@ Array<Vector3_t<T>> array_to_vector_arr(py::array_t<T> a) {
arr
[
i
]
=
(
Vector3_t
<
T
>
(
ptr
[
j
],
ptr
[
j
+
1
],
ptr
[
j
+
2
],
ptr
[
j
+
3
]
));
}
}
// std::cerr << "Created Array<Vector3_t<T>> @" << &arr <<
// " with data @" << arr.get_pointer() << std::endl;
return
arr
;
}
/// Convert am Array<Vector3_t> object to a NumPy array.
///
/// This function converts an Array<Vector3_t<T> object into a 2D NumPy array of shape [N,M] with M in (3,4).
///
/// \tparam T - The data type of the elements in the arrays.
/// \param a - The Array<Vector3_t<T>> object to convert.
/// \return A NumPy object created from the array.
template
<
typename
T
>
auto
vector_arr_to_numpy_array
(
Array
<
Vector3_t
<
T
>>&
inp
)
{
// NOTE: this may not work on all architectures; reinterpret_cast is dangerous!
// Create a Python object that will free the allocated
// memory when destroyed:
T
*
ptr
=
reinterpret_cast
<
T
*>
(
inp
.
get_pointer
());
// unsigned char* cptr = reinterpret_cast<unsigned char*>(inp.get_pointer());
// Vector3_t<T> tmp(1);
// assert( reinterpret_cast<unsigned char*>(&(tmp.x)) - reinterpret_cast<unsigned char*>(&(tmp)) == 0 );
// cptr += reinterpret_cast<unsigned char*>(&(tmp.x)) - reinterpret_cast<unsigned char*>(&(tmp));
// T* ptr = reinterpret_cast<T*>(cptr);
// assert(&(inp[0]) != inp.get_pointer());
// std::cerr << "addr: " << inp.get_pointer() << " (" <<
// ptr << ")" << std::endl;
py
::
capsule
free_when_done
(
ptr
,
[](
void
*
f
)
{
/* Don't do anything
T *ptr = reinterpret_cast<T *>(f);
std::cerr << "Element [0] = " << ptr[0] << "\n";
std::cerr << "not freeing memory @ " << f << "\n";
delete[] ptr;
*/
});
// std::cerr << "Printing array" << std::endl;
// for (size_t i = 0; i < inp.size(); ++i) {
// std::cerr << inp[i].to_string() << std::endl;
// }
// std::cerr << " done printing" << std::endl;
// std::cerr << "Printing raw data" << std::endl;
// for (size_t i = 0; i < inp.size(); ++i) {
// for (size_t j = i*4; j < 4*i+4; ++j) {
// std::cerr << ptr[j] << " ";
// }
// std::cerr << std::endl;
// }
// std::cerr << " done printing" << std::endl;
// std::vector<size_t> shape;
// shape.push_back(inp.size());
// shape.push_back(4);
py
::
array
::
ShapeContainer
shape
=
{
inp
.
size
(),
std
::
size_t
{
4
}};
py
::
array
::
StridesContainer
strides
=
{
sizeof
(
Vector3_t
<
T
>
),
sizeof
(
T
)};
// std::cerr << "sizeof(T) " << sizeof(T) << std::endl;
assert
(
sizeof
(
Vector3_t
<
T
>
)
==
4
*
sizeof
(
T
)
);
auto
a
=
py
::
template
array_t
<
T
>(
shape
,
//shape
strides
,
// strides
ptr
,
// data pointer
free_when_done
);
// numpy array references this parent
return
a
;
}
/// Declare Python bindings for Vector3_t<some_type>
///
...
...
@@ -120,6 +197,7 @@ void declare_vector_array(py::module &m, const std::string &typestr) {
// .def(-py::self)
// Conversions
.
def
(
"as_array"
,
[](
Array
<
Vector3_t
<
T
>>&
a
)
{
return
vector_arr_to_numpy_array
<
T
>
(
a
);
})
// .def("__repr__", &Class::to_string)
;
}
...
...
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