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Add support for repeat (#278)
* add repeat function * fix styling * optimizing repeat * fixed minor issues * not sure why that folder is there xD * fixed now for sure * test repeat not repeat test * Fixed --------- Co-authored-by: Bahaa Eddin tabbakha <bahaa@Bahaas-MacBook-Pro.local>
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@ -77,6 +77,7 @@ Operations
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quantize
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quantized_matmul
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reciprocal
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repeat
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reshape
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round
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rsqrt
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34
mlx/ops.cpp
34
mlx/ops.cpp
@ -718,6 +718,40 @@ array stack(const std::vector<array>& arrays, StreamOrDevice s /* = {} */) {
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return stack(arrays, 0, s);
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}
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/** array repeat with axis */
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array repeat(const array& arr, int repeats, int axis, StreamOrDevice s) {
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axis = normalize_axis(axis, arr.ndim());
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if (repeats < 0) {
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throw std::invalid_argument(
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"[repeat] Number of repeats cannot be negative");
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}
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if (repeats == 0) {
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return array({}, arr.dtype());
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}
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if (repeats == 1) {
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return arr;
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}
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std::vector<int> new_shape(arr.shape());
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new_shape[axis] *= repeats;
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std::vector<array> repeated_arrays;
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repeated_arrays.reserve(repeats);
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for (int i = 0; i < repeats; ++i) {
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repeated_arrays.push_back(expand_dims(arr, -1, s));
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}
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array repeated = concatenate(repeated_arrays, axis + 1, s);
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return reshape(repeated, new_shape, s);
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}
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array repeat(const array& arr, int repeats, StreamOrDevice s) {
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return repeat(flatten(arr, s), repeats, 0, s);
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}
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/** Pad an array with a constant value */
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array pad(
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const array& a,
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@ -214,6 +214,10 @@ array concatenate(const std::vector<array>& arrays, StreamOrDevice s = {});
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array stack(const std::vector<array>& arrays, int axis, StreamOrDevice s = {});
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array stack(const std::vector<array>& arrays, StreamOrDevice s = {});
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/** Repeate an array along an axis. */
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array repeat(const array& arr, int repeats, int axis, StreamOrDevice s = {});
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array repeat(const array& arr, int repeats, StreamOrDevice s = {});
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/** Permutes the dimensions according to the given axes. */
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array transpose(const array& a, std::vector<int> axes, StreamOrDevice s = {});
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inline array transpose(
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@ -2405,6 +2405,40 @@ void init_ops(py::module_& m) {
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Returns:
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array: The resulting stacked array.
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)pbdoc");
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m.def(
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"repeat",
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[](const array& array,
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int repeats,
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std::optional<int> axis,
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StreamOrDevice s) {
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if (axis.has_value()) {
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return repeat(array, repeats, axis.value(), s);
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} else {
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return repeat(array, repeats, s);
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}
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},
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"array"_a,
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py::pos_only(),
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"repeats"_a,
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"axis"_a = none,
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py::kw_only(),
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"stream"_a = none,
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R"pbdoc(
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repeat(array: array, repeats: int, axis: Optional[int] = None, *, stream: Union[None, Stream, Device] = None) -> array
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Repeate an array along a specified axis.
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Args:
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array (array): Input array.
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repeats (int): The number of repetitions for each element.
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axis (int, optional): The axis in which to repeat the array along. If
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unspecified it uses the flattened array of the input and repeates
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along axis 0.
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stream (Stream, optional): Stream or device. Defaults to ``None``.
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Returns:
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array: The resulting repeated array.
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)pbdoc");
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m.def(
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"clip",
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[](const array& a,
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@ -1516,6 +1516,37 @@ class TestOps(mlx_tests.MLXTestCase):
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expected = mx.array(np.linspace(0, 1, 10))
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self.assertEqualArray(d, expected)
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def test_repeat(self):
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# Setup data for the tests
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data = np.array([[[13, 3], [16, 6]], [[14, 4], [15, 5]], [[11, 1], [12, 2]]])
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# Test repeat along axis 0
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repeat_axis_0 = mx.repeat(mx.array(data), 2, axis=0)
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expected_axis_0 = np.repeat(data, 2, axis=0)
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self.assertEqualArray(repeat_axis_0, mx.array(expected_axis_0))
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# Test repeat along axis 1
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repeat_axis_1 = mx.repeat(mx.array(data), 2, axis=1)
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expected_axis_1 = np.repeat(data, 2, axis=1)
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self.assertEqualArray(repeat_axis_1, mx.array(expected_axis_1))
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# Test repeat along the last axis (default)
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repeat_axis_2 = mx.repeat(mx.array(data), 2)
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expected_axis_2 = np.repeat(data, 2)
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self.assertEqualArray(repeat_axis_2, mx.array(expected_axis_2))
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# Test repeat with a 1D array along axis 0
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data_2 = mx.array([1, 3, 2])
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repeat_2 = mx.repeat(mx.array(data_2), 3, axis=0)
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expected_2 = np.repeat(data_2, 3)
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self.assertEqualArray(repeat_2, mx.array(expected_2))
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# Test repeat with a 2D array along axis 0
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data_3 = mx.array([[1, 2, 3], [4, 5, 4], [0, 1, 2]])
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repeat_3 = mx.repeat(mx.array(data_3), 2, axis=0)
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expected_3 = np.repeat(data_3, 2, axis=0)
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self.assertEqualArray(repeat_3, mx.array(expected_3))
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if __name__ == "__main__":
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unittest.main()
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@ -2233,3 +2233,48 @@ TEST_CASE("test quantize dequantize") {
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CHECK(max_diff <= 127.0 / (1 << i));
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}
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}
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TEST_CASE("test repeat") {
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auto data = array({13, 3, 16, 6, 14, 4, 15, 5, 11, 1, 12, 2}, {3, 2, 2});
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auto repeat_axis_0 = repeat(data, 2, 0);
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auto expected_axis_0 = array(
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{13, 3, 16, 6, 13, 3, 16, 6, 14, 4, 15, 5,
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14, 4, 15, 5, 11, 1, 12, 2, 11, 1, 12, 2},
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{6, 2, 2});
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auto repeat_axis_1 = repeat(data, 2, 1);
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auto expected_axis_1 = array(
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{13, 3, 13, 3, 16, 6, 16, 6, 14, 4, 14, 4,
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15, 5, 15, 5, 11, 1, 11, 1, 12, 2, 12, 2},
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{3, 4, 2});
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auto repeat_axis_2 = repeat(data, 2); // default axis == ndim - 1 == 2
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auto expected_axis_2 = array(
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{13, 13, 3, 3, 16, 16, 6, 6, 14, 14, 4, 4,
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15, 15, 5, 5, 11, 11, 1, 1, 12, 12, 2, 2},
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{24});
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// check output
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CHECK(array_equal(repeat_axis_0, expected_axis_0).item<bool>());
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CHECK(array_equal(repeat_axis_1, expected_axis_1).item<bool>());
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CHECK(array_equal(repeat_axis_2, expected_axis_2).item<bool>());
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auto data_2 = array({1, 3, 2}, {3});
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auto repeat_2 = repeat(data_2, 2, 0);
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auto expected_2 = array({1, 1, 3, 3, 2, 2}, {6});
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CHECK(array_equal(repeat_2, expected_2).item<bool>());
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auto data_3 = array({1, 2, 3, 4, 5, 4, 0, 1, 2}, {3, 3});
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auto repeat_3 = repeat(data_3, 2, 0);
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auto expected_3 =
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array({1, 2, 3, 1, 2, 3, 4, 5, 4, 4, 5, 4, 0, 1, 2, 0, 1, 2}, {6, 3});
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CHECK(array_equal(repeat_3, expected_3).item<bool>());
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// 0 repeats
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auto repeat_4 = repeat(data_3, 0, 0);
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auto expected_4 = array({});
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CHECK(array_equal(repeat_2, expected_2).item<bool>());
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// negative repeats
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CHECK_THROWS_AS(repeat(data_3, -3, 0), std::invalid_argument);
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}
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