rust-ndarray · akern40 · May 21, 2025 · Dec 4, 2024 · May 21, 2025 · May 21, 2025
diff --git a/src/impl_methods.rs b/src/impl_methods.rs
@@ -1516,6 +1516,17 @@ impl<A, D: Dimension> ArrayRef<A, D>
    /// }
    /// ```
    pub fn axis_windows(&self, axis: Axis, window_size: usize) -> AxisWindows<'_, A, D>
+    {
+        self.axis_windows_with_stride(axis, window_size, 1)
+    }
+
+    /// Returns a producer which traverses over windows of a given length and
+    /// stride along an axis.
+    ///
+    /// Note that a calling this method with a stride of 1 is equivalent to
+    /// calling [`ArrayRef::axis_windows()`].
+    pub fn axis_windows_with_stride(&self, axis: Axis, window_size: usize, stride_size: usize)
+        -> AxisWindows<'_, A, D>
    {
        let axis_index = axis.index();

@@ -1527,7 +1538,12 @@ impl<A, D: Dimension> ArrayRef<A, D>
            self.shape()
        );

-        AxisWindows::new(self.view(), axis, window_size)
+        ndassert!(
+            stride_size >0,
+            "Stride size must be greater than zero"
+        );
+
+        AxisWindows::new_with_stride(self.view(), axis, window_size, stride_size)
    }

    /// Return a view of the diagonal elements of the array.

diff --git a/src/iterators/windows.rs b/src/iterators/windows.rs
@@ -141,7 +141,7 @@ pub struct AxisWindows<'a, A, D>

 impl<'a, A, D: Dimension> AxisWindows<'a, A, D>
 {
-    pub(crate) fn new(a: ArrayView<'a, A, D>, axis: Axis, window_size: usize) -> Self
+    pub(crate) fn new_with_stride(a: ArrayView<'a, A, D>, axis: Axis, window_size: usize, stride_size: usize) -> Self
    {
        let window_strides = a.strides.clone();
        let axis_idx = axis.index();
@@ -150,10 +150,11 @@ impl<'a, A, D: Dimension> AxisWindows<'a, A, D>
        window[axis_idx] = window_size;

        let ndim = window.ndim();
-        let mut unit_stride = D::zeros(ndim);
-        unit_stride.slice_mut().fill(1);
+        let mut stride = D::zeros(ndim);
+        stride.slice_mut().fill(1);
+        stride[axis_idx] = stride_size;

-        let base = build_base(a, window.clone(), unit_stride);
+        let base = build_base(a, window.clone(), stride);
        AxisWindows {
            base,
            axis_idx,

diff --git a/tests/windows.rs b/tests/windows.rs
@@ -294,6 +294,148 @@ fn tests_axis_windows_3d_zips_with_1d()
    assert_eq!(b,arr1(&[207, 261]));
 }

+/// Test verifies that non existent Axis results in panic
+#[test]
+#[should_panic]
+fn axis_windows_with_stride_outofbound()
+{
+    let a = Array::from_iter(10..37)
+        .into_shape_with_order((3, 3, 3))
+        .unwrap();
+    a.axis_windows_with_stride(Axis(4), 2, 2);
+}
+
+/// Test verifies that zero sizes results in panic
+#[test]
+#[should_panic]
+fn axis_windows_with_stride_zero_size()
+{
+    let a = Array::from_iter(10..37)
+        .into_shape_with_order((3, 3, 3))
+        .unwrap();
+    a.axis_windows_with_stride(Axis(0), 0, 2);
+}
+
+/// Test verifies that zero stride results in panic
+#[test]
+#[should_panic]
+fn axis_windows_with_stride_zero_stride()
+{
+    let a = Array::from_iter(10..37)
+        .into_shape_with_order((3, 3, 3))
+        .unwrap();
+    a.axis_windows_with_stride(Axis(0), 2, 0);
+}
+
+/// Test verifies that over sized windows yield nothing
+#[test]
+fn axis_windows_with_stride_oversized()
+{
+    let a = Array::from_iter(10..37)
+        .into_shape_with_order((3, 3, 3))
+        .unwrap();
+    let mut iter = a.axis_windows_with_stride(Axis(2), 4, 2).into_iter();
+    assert_eq!(iter.next(), None);
+}
+
+/// Simple test for iterating 1d-arrays via `Axis Windows`.
+#[test]
+fn test_axis_windows_with_stride_1d()
+{
+    let a = Array::from_iter(10..20).into_shape_with_order(10).unwrap();
+
+    itertools::assert_equal(a.axis_windows_with_stride(Axis(0), 5, 2), vec![
+        arr1(&[10, 11, 12, 13, 14]),
+        arr1(&[12, 13, 14, 15, 16]),
+        arr1(&[14, 15, 16, 17, 18]),
+    ]);
+
+    itertools::assert_equal(a.axis_windows_with_stride(Axis(0), 5, 3), vec![
+        arr1(&[10, 11, 12, 13, 14]),
+        arr1(&[13, 14, 15, 16, 17]),
+    ]);
+}
+
+/// Simple test for iterating 2d-arrays via `Axis Windows`.
+#[test]
+fn test_axis_windows_with_stride_2d()
+{
+    let a = Array::from_iter(10..30)
+        .into_shape_with_order((5, 4))
+        .unwrap();
+
+    itertools::assert_equal(a.axis_windows_with_stride(Axis(0), 2, 1), vec![
+        arr2(&[[10, 11, 12, 13], [14, 15, 16, 17]]),
+        arr2(&[[14, 15, 16, 17], [18, 19, 20, 21]]),
+        arr2(&[[18, 19, 20, 21], [22, 23, 24, 25]]),
+        arr2(&[[22, 23, 24, 25], [26, 27, 28, 29]]),
+    ]);
+
+    itertools::assert_equal(a.axis_windows_with_stride(Axis(0), 2, 2), vec![
+        arr2(&[[10, 11, 12, 13], [14, 15, 16, 17]]),
+        arr2(&[[18, 19, 20, 21], [22, 23, 24, 25]]),
+    ]);
+
+    itertools::assert_equal(a.axis_windows_with_stride(Axis(0), 2, 3), vec![
+        arr2(&[[10, 11, 12, 13], [14, 15, 16, 17]]),
+        arr2(&[[22, 23, 24, 25], [26, 27, 28, 29]]),
+    ]);
+}
+
+/// Simple test for iterating 3d-arrays via `Axis Windows`.
+#[test]
+fn test_axis_windows_with_stride_3d()
+{
+    let a = Array::from_iter(0..27)
+        .into_shape_with_order((3, 3, 3))
+        .unwrap();
+
+    itertools::assert_equal(a.axis_windows_with_stride(Axis(1), 2, 1), vec![
+            arr3(&[
+                [[0, 1, 2], [3, 4, 5]],
+                [[9, 10, 11], [12, 13, 14]],
+                [[18, 19, 20], [21, 22, 23]],
+            ]),
+            arr3(&[
+                [[3, 4, 5], [6, 7, 8]],
+                [[12, 13, 14], [15, 16, 17]],
+                [[21, 22, 23], [24, 25, 26]],
+            ]),
+        ]);
+
+    itertools::assert_equal(a.axis_windows_with_stride(Axis(1), 2, 2), vec![
+            arr3(&[
+                [[0, 1, 2], [3, 4, 5]],
+                [[9, 10, 11], [12, 13, 14]],
+                [[18, 19, 20], [21, 22, 23]],
+            ]),
+        ]);
+}
+
+#[test]
+fn tests_axis_windows_with_stride_3d_zips_with_1d()
+{
+    let a = Array::from_iter(0..27)
+        .into_shape_with_order((3, 3, 3))
+        .unwrap();
+    let mut b1 = Array::zeros(2);
+    let mut b2 = Array::zeros(1);
+
+    Zip::from(b1.view_mut())
+        .and(a.axis_windows_with_stride(Axis(1), 2, 1))
+        .for_each(|b, a| {
+            *b = a.sum();
+        });
+    assert_eq!(b1,arr1(&[207, 261]));
+
+    Zip::from(b2.view_mut())
+        .and(a.axis_windows_with_stride(Axis(1), 2, 2))
+        .for_each(|b, a| {
+            *b = a.sum();
+        });
+    assert_eq!(b2,arr1(&[207]));
+}
+
 #[test]
 fn test_window_neg_stride()
 {