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https://github.com/ml-explore/mlx.git
synced 2025-12-12 15:29:01 +08:00
Add inner / outer op (#348)
* inner / outer impl * python tests * ops list and ack * updated descriptions * use test helper * removed dtype check and flatten outer to 1-D * updated docs * just use the reshape to flatten
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@@ -3250,4 +3250,46 @@ void init_ops(py::module_& m) {
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Returns:
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result (array): The tensor dot product.
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)pbdoc");
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m.def(
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"inner",
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&inner,
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"a"_a,
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"b"_a,
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py::pos_only(),
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py::kw_only(),
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"stream"_a = none,
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R"pbdoc(
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inner(a: array, b: array, /, *, stream: Union[None, Stream, Device] = None) -> array
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Ordinary inner product of vectors for 1-D arrays, in higher dimensions a sum product over the last axes.
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Args:
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a (array): Input array
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b (array): Input array
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Returns:
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result (array): The inner product.
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)pbdoc");
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m.def(
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"outer",
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&outer,
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"a"_a,
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"b"_a,
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py::pos_only(),
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py::kw_only(),
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"stream"_a = none,
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R"pbdoc(
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outer(a: array, b: array, /, *, stream: Union[None, Stream, Device] = None) -> array
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Compute the outer product of two 1-D arrays, if the array's passed are not 1-D a flatten op will be run beforehand.
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Args:
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a (array): Input array
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b (array): Input array
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Returns:
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result (array): The outer product.
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)pbdoc");
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}
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@@ -1547,6 +1547,34 @@ class TestOps(mlx_tests.MLXTestCase):
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dims=([2, 1, 3], [1, 2, 0]),
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)
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def test_inner(self):
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self.assertCmpNumpy([(3,), (3,)], mx.inner, np.inner)
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self.assertCmpNumpy([(1, 1, 2), (3, 2)], mx.inner, np.inner)
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self.assertCmpNumpy([(2, 3, 4), (4,)], mx.inner, np.inner)
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def test_outer(self):
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self.assertCmpNumpy([(3,), (3,)], mx.outer, np.outer)
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self.assertCmpNumpy(
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[
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mx.ones(
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5,
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),
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mx.linspace(-2, 2, 5),
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],
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mx.outer,
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np.outer,
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)
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self.assertCmpNumpy(
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[
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1j * mx.linspace(2, -2, 5),
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mx.ones(
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5,
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),
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],
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mx.outer,
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np.outer,
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)
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if __name__ == "__main__":
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unittest.main()
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