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Added Kronecker Product (#1728)
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@@ -1458,6 +1458,35 @@ void init_ops(nb::module_& m) {
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Returns:
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array: The range of values.
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)pbdoc");
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m.def(
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"kron",
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&kron,
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nb::arg("a"),
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nb::arg("b"),
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nb::kw_only(),
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"stream"_a = nb::none(),
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nb::sig(
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"def kron(a: array, b: array, *, stream: Union[None, Stream, Device] = None) -> array"),
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R"pbdoc(
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Compute the Kronecker product of two arrays `a` and `b`.
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Args:
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a (array): The first input array
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b (array): The second input array
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stream (Union[None, Stream, Device], optional): Optional stream or device for execution.
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Default is `None`.
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Returns:
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array: The Kronecker product of `a` and `b`.
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Examples:
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>>> import mlx
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>>> a = mlx.array([[1, 2], [3, 4]])
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>>> b = mlx.array([[0, 5], [6, 7]])
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>>> result = mlx.kron(a, b)
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>>> print(result)
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[[ 0 5 0 10]
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[ 6 7 12 14]
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[ 0 15 0 20]
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[18 21 24 28]]
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)pbdoc");
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m.def(
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"take",
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[](const mx::array& a,
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@@ -1000,6 +1000,34 @@ class TestOps(mlx_tests.MLXTestCase):
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self.assertListEqual(mx.grad(func)(x).tolist(), expected)
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def test_kron(self):
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# Basic vector test
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x = mx.array([1, 2])
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y = mx.array([3, 4])
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z = mx.kron(x, y)
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self.assertEqual(z.tolist(), [3, 4, 6, 8])
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# Basic matrix test
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x = mx.array([[1, 2], [3, 4]])
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y = mx.array([[0, 5], [6, 7]])
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z = mx.kron(x, y)
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self.assertEqual(
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z.tolist(),
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[[0, 5, 0, 10], [6, 7, 12, 14], [0, 15, 0, 20], [18, 21, 24, 28]],
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)
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# Test with different dimensions
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x = mx.array([1, 2]) # (2,)
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y = mx.array([[3, 4], [5, 6]]) # (2, 2)
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z = mx.kron(x, y)
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self.assertEqual(z.tolist(), [[3, 4, 6, 8], [5, 6, 10, 12]])
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# Test with empty array
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x = mx.array([])
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y = mx.array([1, 2])
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with self.assertRaises(ValueError):
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mx.kron(x, y)
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def test_take(self):
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# Shape: 4 x 3 x 2
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l = [
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