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Add dynamic borrow checking for dereferencing NumPy arrays.
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CHANGELOG.md

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@@ -1,6 +1,7 @@
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# Changelog
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- Unreleased
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- Add dynamic borrow checking to safely construct references into the interior of NumPy arrays. ([#274](https://github.com/PyO3/rust-numpy/pull/274))
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- v0.16.1
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- Fix build when PyO3's `multiple-pymethods` feature is used. ([#288](https://github.com/PyO3/rust-numpy/pull/288))

benches/borrow.rs

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#![feature(test)]
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extern crate test;
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use test::{black_box, Bencher};
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use numpy::PyArray;
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use pyo3::Python;
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9+
#[bench]
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fn initial_shared_borrow(bencher: &mut Bencher) {
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Python::with_gil(|py| {
12+
let array = PyArray::<f64, _>::zeros(py, (1, 2, 3), false);
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14+
bencher.iter(|| {
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let array = black_box(array);
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17+
let _shared = array.readonly();
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});
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});
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}
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#[bench]
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fn additional_shared_borrow(bencher: &mut Bencher) {
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Python::with_gil(|py| {
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let array = PyArray::<f64, _>::zeros(py, (1, 2, 3), false);
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27+
let _shared = (0..128).map(|_| array.readonly()).collect::<Vec<_>>();
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bencher.iter(|| {
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let array = black_box(array);
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32+
let _shared = array.readonly();
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});
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});
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}
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#[bench]
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fn exclusive_borrow(bencher: &mut Bencher) {
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Python::with_gil(|py| {
40+
let array = PyArray::<f64, _>::zeros(py, (1, 2, 3), false);
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42+
bencher.iter(|| {
43+
let array = black_box(array);
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let _exclusive = array.readwrite();
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});
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});
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}

examples/simple/src/lib.rs

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@@ -1,5 +1,7 @@
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use numpy::ndarray::{ArrayD, ArrayViewD, ArrayViewMutD};
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use numpy::{Complex64, IntoPyArray, PyArray1, PyArrayDyn, PyReadonlyArrayDyn};
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use numpy::{
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Complex64, IntoPyArray, PyArray1, PyArrayDyn, PyReadonlyArrayDyn, PyReadwriteArrayDyn,
4+
};
35
use pyo3::{
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pymodule,
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types::{PyDict, PyModule},
@@ -41,8 +43,8 @@ fn rust_ext(_py: Python<'_>, m: &PyModule) -> PyResult<()> {
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// wrapper of `mult`
4244
#[pyfn(m)]
4345
#[pyo3(name = "mult")]
44-
fn mult_py(a: f64, x: &PyArrayDyn<f64>) {
45-
let x = unsafe { x.as_array_mut() };
46+
fn mult_py(a: f64, mut x: PyReadwriteArrayDyn<f64>) {
47+
let x = x.as_array_mut();
4648
mult(a, x);
4749
}
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src/array.rs

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Original file line numberDiff line numberDiff line change
@@ -19,13 +19,11 @@ use pyo3::{
1919
Python, ToPyObject,
2020
};
2121

22+
use crate::borrow::{PyReadonlyArray, PyReadwriteArray};
2223
use crate::convert::{ArrayExt, IntoPyArray, NpyIndex, ToNpyDims, ToPyArray};
2324
use crate::dtype::{Element, PyArrayDescr};
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use crate::error::{DimensionalityError, FromVecError, NotContiguousError, TypeError};
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use crate::npyffi::{self, npy_intp, NPY_ORDER, PY_ARRAY_API};
26-
#[allow(deprecated)]
27-
use crate::npyiter::{NpySingleIter, NpySingleIterBuilder, ReadWrite};
28-
use crate::readonly::PyReadonlyArray;
2927
use crate::slice_container::PySliceContainer;
3028

3129
/// A safe, static-typed interface for
@@ -194,18 +192,8 @@ impl<T, D> PyArray<T, D> {
194192
}
195193

196194
#[inline(always)]
197-
fn check_flag(&self, flag: c_int) -> bool {
198-
unsafe { *self.as_array_ptr() }.flags & flag == flag
199-
}
200-
201-
#[inline(always)]
202-
pub(crate) fn get_flag(&self) -> c_int {
203-
unsafe { *self.as_array_ptr() }.flags
204-
}
205-
206-
/// Returns a temporally unwriteable reference of the array.
207-
pub fn readonly(&self) -> PyReadonlyArray<T, D> {
208-
self.into()
195+
pub(crate) fn check_flags(&self, flags: c_int) -> bool {
196+
unsafe { *self.as_array_ptr() }.flags & flags != 0
209197
}
210198

211199
/// Returns `true` if the internal data of the array is C-style contiguous
@@ -227,18 +215,17 @@ impl<T, D> PyArray<T, D> {
227215
/// });
228216
/// ```
229217
pub fn is_contiguous(&self) -> bool {
230-
self.check_flag(npyffi::NPY_ARRAY_C_CONTIGUOUS)
231-
| self.check_flag(npyffi::NPY_ARRAY_F_CONTIGUOUS)
218+
self.check_flags(npyffi::NPY_ARRAY_C_CONTIGUOUS | npyffi::NPY_ARRAY_F_CONTIGUOUS)
232219
}
233220

234221
/// Returns `true` if the internal data of the array is Fortran-style contiguous.
235222
pub fn is_fortran_contiguous(&self) -> bool {
236-
self.check_flag(npyffi::NPY_ARRAY_F_CONTIGUOUS)
223+
self.check_flags(npyffi::NPY_ARRAY_F_CONTIGUOUS)
237224
}
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239226
/// Returns `true` if the internal data of the array is C-style contiguous.
240227
pub fn is_c_contiguous(&self) -> bool {
241-
self.check_flag(npyffi::NPY_ARRAY_C_CONTIGUOUS)
228+
self.check_flags(npyffi::NPY_ARRAY_C_CONTIGUOUS)
242229
}
243230

244231
/// Get `Py<PyArray>` from `&PyArray`, which is the owned wrapper of PyObject.
@@ -680,27 +667,61 @@ impl<T: Element, D: Dimension> PyArray<T, D> {
680667

681668
/// Get the immutable reference of the specified element, with checking the passed index is valid.
682669
///
683-
/// Please consider the use of safe alternatives
684-
/// ([`PyReadonlyArray::get`](../struct.PyReadonlyArray.html#method.get)
685-
/// or [`get_owned`](#method.get_owned)) instead of this.
670+
/// Consider using safe alternatives like [`PyReadonlyArray::get`].
671+
///
686672
/// # Example
673+
///
687674
/// ```
688675
/// use numpy::PyArray;
689-
/// pyo3::Python::with_gil(|py| {
676+
/// use pyo3::Python;
677+
///
678+
/// Python::with_gil(|py| {
690679
/// let arr = PyArray::arange(py, 0, 16, 1).reshape([2, 2, 4]).unwrap();
691-
/// assert_eq!(*unsafe { arr.get([1, 0, 3]) }.unwrap(), 11);
680+
/// assert_eq!(unsafe { *arr.get([1, 0, 3]).unwrap() }, 11);
692681
/// });
693682
/// ```
694683
///
695684
/// # Safety
696-
/// If the internal array is not readonly and can be mutated from Python code,
697-
/// holding the slice might cause undefined behavior.
685+
///
686+
/// Calling this method is undefined behaviour if the underlying array
687+
/// is aliased mutably by other instances of `PyArray`
688+
/// or concurrently modified by Python or other native code.
698689
#[inline(always)]
699690
pub unsafe fn get(&self, index: impl NpyIndex<Dim = D>) -> Option<&T> {
700691
let offset = index.get_checked::<T>(self.shape(), self.strides())?;
701692
Some(&*self.data().offset(offset))
702693
}
703694

695+
/// Same as [`get`][Self::get], but returns `Option<&mut T>`.
696+
///
697+
/// Consider using safe alternatives like [`PyReadwriteArray::get_mut`].
698+
///
699+
/// # Example
700+
///
701+
/// ```
702+
/// use numpy::PyArray;
703+
/// use pyo3::Python;
704+
///
705+
/// Python::with_gil(|py| {
706+
/// let arr = PyArray::arange(py, 0, 16, 1).reshape([2, 2, 4]).unwrap();
707+
/// unsafe {
708+
/// *arr.get_mut([1, 0, 3]).unwrap() = 42;
709+
/// }
710+
/// assert_eq!(unsafe { *arr.get([1, 0, 3]).unwrap() }, 42);
711+
/// });
712+
/// ```
713+
///
714+
/// # Safety
715+
///
716+
/// Calling this method is undefined behaviour if the underlying array
717+
/// is aliased immutably by mutably by other instances of `PyArray`
718+
/// or concurrently modified by Python or other native code.
719+
#[inline(always)]
720+
pub unsafe fn get_mut(&self, index: impl NpyIndex<Dim = D>) -> Option<&mut T> {
721+
let offset = index.get_checked::<T>(self.shape(), self.strides())?;
722+
Some(&mut *self.data().offset(offset))
723+
}
724+
704725
/// Get the immutable reference of the specified element, without checking the
705726
/// passed index is valid.
706727
///
@@ -823,28 +844,37 @@ impl<T: Element, D: Dimension> PyArray<T, D> {
823844
ToPyArray::to_pyarray(arr, py)
824845
}
825846

826-
/// Get the immutable view of the internal data of `PyArray`, as
827-
/// [`ndarray::ArrayView`](https://docs.rs/ndarray/latest/ndarray/type.ArrayView.html).
847+
/// Get an immutable borrow of the NumPy array
848+
pub fn readonly(&self) -> PyReadonlyArray<'_, T, D> {
849+
PyReadonlyArray::try_new(self).unwrap()
850+
}
851+
852+
/// Get a mutable borrow of the NumPy array
853+
pub fn readwrite(&self) -> PyReadwriteArray<'_, T, D> {
854+
PyReadwriteArray::try_new(self).unwrap()
855+
}
856+
857+
/// Returns the internal array as [`ArrayView`].
828858
///
829-
/// Please consider the use of safe alternatives
830-
/// ([`PyReadonlyArray::as_array`](../struct.PyReadonlyArray.html#method.as_array)
831-
/// or [`to_array`](#method.to_array)) instead of this.
859+
/// See also [`PyReadonlyArray::as_array`].
832860
///
833861
/// # Safety
834-
/// If the internal array is not readonly and can be mutated from Python code,
835-
/// holding the `ArrayView` might cause undefined behavior.
862+
///
863+
/// The existence of an exclusive reference to the internal data, e.g. `&mut [T]` or `ArrayViewMut`, implies undefined behavior.
836864
pub unsafe fn as_array(&self) -> ArrayView<'_, T, D> {
837865
let (shape, ptr, inverted_axes) = self.ndarray_shape_ptr();
838866
let mut res = ArrayView::from_shape_ptr(shape, ptr);
839867
inverted_axes.invert(&mut res);
840868
res
841869
}
842870

843-
/// Returns the internal array as [`ArrayViewMut`]. See also [`as_array`](#method.as_array).
871+
/// Returns the internal array as [`ArrayViewMut`].
872+
///
873+
/// See also [`PyReadwriteArray::as_array_mut`].
844874
///
845875
/// # Safety
846-
/// If another reference to the internal data exists(e.g., `&[T]` or `ArrayView`),
847-
/// it might cause undefined behavior.
876+
///
877+
/// The existence of another reference to the internal data, e.g. `&[T]` or `ArrayView`, implies undefined behavior.
848878
pub unsafe fn as_array_mut(&self) -> ArrayViewMut<'_, T, D> {
849879
let (shape, ptr, inverted_axes) = self.ndarray_shape_ptr();
850880
let mut res = ArrayViewMut::from_shape_ptr(shape, ptr);
@@ -920,7 +950,7 @@ impl<D: Dimension> PyArray<PyObject, D> {
920950
///
921951
/// let pyarray = PyArray::from_owned_object_array(py, array);
922952
///
923-
/// assert!(pyarray.readonly().get(0).unwrap().as_ref(py).is_instance_of::<CustomElement>().unwrap());
953+
/// assert!(pyarray.readonly().as_array().get(0).unwrap().as_ref(py).is_instance_of::<CustomElement>().unwrap());
924954
/// });
925955
/// ```
926956
pub fn from_owned_object_array<'py, T>(py: Python<'py>, arr: Array<Py<T>, D>) -> &'py Self {
@@ -1036,21 +1066,6 @@ impl<T: Element> PyArray<T, Ix1> {
10361066
self.resize_(self.py(), [new_elems], 1, NPY_ORDER::NPY_ANYORDER)
10371067
}
10381068

1039-
/// Iterates all elements of this array.
1040-
/// See [NpySingleIter](../npyiter/struct.NpySingleIter.html) for more.
1041-
///
1042-
/// # Safety
1043-
///
1044-
/// The iterator will produce mutable references into the array which must not be
1045-
/// aliased by other references for the life time of the iterator.
1046-
#[deprecated(
1047-
note = "The wrappers of the array iterator API are deprecated, please use ndarray's `ArrayBase::iter_mut` instead."
1048-
)]
1049-
#[allow(deprecated)]
1050-
pub unsafe fn iter<'py>(&'py self) -> PyResult<NpySingleIter<'py, T, ReadWrite>> {
1051-
NpySingleIterBuilder::readwrite(self).build()
1052-
}
1053-
10541069
fn resize_<D: IntoDimension>(
10551070
&self,
10561071
py: Python,

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