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allow conversion to dlpack (#1120)
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awni authored May 16, 2024
1 parent 8b76571 commit 81dd33a
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Showing 4 changed files with 41 additions and 26 deletions.
9 changes: 2 additions & 7 deletions python/src/array.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -669,19 +669,14 @@ void init_array(nb::module_& m) {
return a.shape(0);
})
.def("__iter__", [](const array& a) { return ArrayPythonIterator(a); })
.def(
"__getstate__",
[](const array& a) {
if (a.dtype() == bfloat16) {
}
return mlx_to_np_array(a);
})
.def("__getstate__", &mlx_to_np_array)
.def(
"__setstate__",
[](array& arr,
const nb::ndarray<nb::ro, nb::c_contig, nb::device::cpu>& state) {
new (&arr) array(nd_array_to_mlx(state, std::nullopt));
})
.def("__dlpack__", [](const array& a) { return mlx_to_dlpack(a); })
.def("__copy__", [](const array& self) { return array(self); })
.def(
"__deepcopy__",
Expand Down
42 changes: 23 additions & 19 deletions python/src/convert.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -100,8 +100,8 @@ array nd_array_to_mlx(
}
}

template <typename Lib, typename T>
nb::ndarray<Lib> mlx_to_nd_array(
template <typename T, typename... NDParams>
nb::ndarray<NDParams...> mlx_to_nd_array_impl(
array a,
std::optional<nb::dlpack::dtype> t = {}) {
{
Expand All @@ -110,47 +110,51 @@ nb::ndarray<Lib> mlx_to_nd_array(
}
std::vector<size_t> shape(a.shape().begin(), a.shape().end());
std::vector<int64_t> strides(a.strides().begin(), a.strides().end());
return nb::ndarray<Lib>(
return nb::ndarray<NDParams...>(
a.data<T>(),
a.ndim(),
shape.data(),
nb::handle(),
nb::none(),
strides.data(),
t.value_or(nb::dtype<T>()));
}

template <typename Lib>
nb::ndarray<Lib> mlx_to_nd_array(const array& a) {
template <typename... NDParams>
nb::ndarray<NDParams...> mlx_to_nd_array(const array& a) {
switch (a.dtype()) {
case bool_:
return mlx_to_nd_array<Lib, bool>(a);
return mlx_to_nd_array_impl<bool, NDParams...>(a);
case uint8:
return mlx_to_nd_array<Lib, uint8_t>(a);
return mlx_to_nd_array_impl<uint8_t, NDParams...>(a);
case uint16:
return mlx_to_nd_array<Lib, uint16_t>(a);
return mlx_to_nd_array_impl<uint16_t, NDParams...>(a);
case uint32:
return mlx_to_nd_array<Lib, uint32_t>(a);
return mlx_to_nd_array_impl<uint32_t, NDParams...>(a);
case uint64:
return mlx_to_nd_array<Lib, uint64_t>(a);
return mlx_to_nd_array_impl<uint64_t, NDParams...>(a);
case int8:
return mlx_to_nd_array<Lib, int8_t>(a);
return mlx_to_nd_array_impl<int8_t, NDParams...>(a);
case int16:
return mlx_to_nd_array<Lib, int16_t>(a);
return mlx_to_nd_array_impl<int16_t, NDParams...>(a);
case int32:
return mlx_to_nd_array<Lib, int32_t>(a);
return mlx_to_nd_array_impl<int32_t, NDParams...>(a);
case int64:
return mlx_to_nd_array<Lib, int64_t>(a);
return mlx_to_nd_array_impl<int64_t, NDParams...>(a);
case float16:
return mlx_to_nd_array<Lib, float16_t>(a);
return mlx_to_nd_array_impl<float16_t, NDParams...>(a);
case bfloat16:
return mlx_to_nd_array<Lib, bfloat16_t>(a, nb::bfloat16);
return mlx_to_nd_array_impl<bfloat16_t, NDParams...>(a, nb::bfloat16);
case float32:
return mlx_to_nd_array<Lib, float>(a);
return mlx_to_nd_array_impl<float, NDParams...>(a);
case complex64:
return mlx_to_nd_array<Lib, std::complex<float>>(a);
return mlx_to_nd_array_impl<std::complex<float>, NDParams...>(a);
}
}

nb::ndarray<nb::numpy> mlx_to_np_array(const array& a) {
return mlx_to_nd_array<nb::numpy>(a);
}

nb::ndarray<> mlx_to_dlpack(const array& a) {
return mlx_to_nd_array<>(a);
}
2 changes: 2 additions & 0 deletions python/src/convert.h
Original file line number Diff line number Diff line change
Expand Up @@ -13,4 +13,6 @@ using namespace mlx::core;
array nd_array_to_mlx(
nb::ndarray<nb::ro, nb::c_contig, nb::device::cpu> nd_array,
std::optional<Dtype> dtype);

nb::ndarray<nb::numpy> mlx_to_np_array(const array& a);
nb::ndarray<> mlx_to_dlpack(const array& a);
14 changes: 14 additions & 0 deletions python/tests/test_array.py
Original file line number Diff line number Diff line change
Expand Up @@ -1722,6 +1722,20 @@ def test_add_numpy(self):
self.assertEqual(z.dtype, mx.int32)
self.assertEqual(z.item(), 3)

def test_dlpack(self):
x = mx.array(1, dtype=mx.int32)
y = np.from_dlpack(x)
self.assertTrue(mx.array_equal(y, x))

x = mx.array([[1.0, 2.0], [3.0, 4.0]])
y = np.from_dlpack(x)
self.assertTrue(mx.array_equal(y, x))

x = mx.arange(16).reshape(4, 4)
x = x[::2, ::2]
y = np.from_dlpack(x)
self.assertTrue(mx.array_equal(y, x))


if __name__ == "__main__":
unittest.main()

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