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Add the roll op (#1455)
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@ -130,6 +130,7 @@ Operations
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repeat
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reshape
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right_shift
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roll
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round
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rsqrt
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save
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90
mlx/ops.cpp
90
mlx/ops.cpp
@ -4567,4 +4567,94 @@ array view(const array& a, const Dtype& dtype, StreamOrDevice s /* = {} */) {
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out_shape, dtype, std::make_shared<View>(to_stream(s), dtype), {a});
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}
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array roll(
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const array& a,
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const std::vector<int>& shift,
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const std::vector<int>& axes,
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StreamOrDevice s /* = {} */) {
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if (axes.empty()) {
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return a;
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}
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if (shift.size() < axes.size()) {
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std::ostringstream msg;
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msg << "[roll] At least one shift value per axis is required, "
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<< shift.size() << " provided for " << axes.size() << " axes.";
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throw std::invalid_argument(msg.str());
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}
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std::vector<array> parts;
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array result = a;
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for (int i = 0; i < axes.size(); i++) {
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int ax = axes[i];
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if (ax < 0) {
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ax += a.ndim();
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}
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if (ax < 0 || ax >= a.ndim()) {
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std::ostringstream msg;
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msg << "[roll] Invalid axis " << axes[i] << " for array with " << a.ndim()
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<< " dimensions.";
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throw std::invalid_argument(msg.str());
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}
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int sh = shift[i];
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int split_index =
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(sh < 0) ? (-sh) % a.shape(ax) : a.shape(ax) - sh % a.shape(ax);
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parts = split(result, std::vector<int>{split_index}, ax, s);
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std::swap(parts[0], parts[1]);
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result = concatenate(parts, ax, s);
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}
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return result;
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}
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array roll(const array& a, int shift, StreamOrDevice s /* = {} */) {
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auto shape = a.shape();
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return reshape(
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roll(
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reshape(a, std::vector<int>{-1}, s),
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std::vector<int>{shift},
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std::vector<int>{0},
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s),
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std::move(shape),
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s);
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}
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array roll(
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const array& a,
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const std::vector<int>& shift,
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StreamOrDevice s /* = {} */) {
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int total_shift = 0;
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for (auto& s : shift) {
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total_shift += s;
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}
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return roll(a, total_shift, s);
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}
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array roll(const array& a, int shift, int axis, StreamOrDevice s /* = {} */) {
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return roll(a, std::vector<int>{shift}, std::vector<int>{axis}, s);
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}
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array roll(
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const array& a,
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int shift,
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const std::vector<int>& axes,
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StreamOrDevice s /* = {} */) {
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std::vector<int> shifts(axes.size(), shift);
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return roll(a, shifts, axes, s);
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}
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array roll(
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const array& a,
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const std::vector<int>& shift,
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int axis,
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StreamOrDevice s /* = {} */) {
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int total_shift = 0;
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for (auto& s : shift) {
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total_shift += s;
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}
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return roll(a, std::vector<int>{total_shift}, std::vector<int>{axis}, s);
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}
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} // namespace mlx::core
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24
mlx/ops.h
24
mlx/ops.h
@ -1456,6 +1456,30 @@ array right_shift(const array& a, const array& b, StreamOrDevice s = {});
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array operator>>(const array& a, const array& b);
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array view(const array& a, const Dtype& dtype, StreamOrDevice s = {});
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/** Roll elements along an axis and introduce them on the other side */
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array roll(const array& a, int shift, StreamOrDevice s = {});
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array roll(
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const array& a,
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const std::vector<int>& shift,
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StreamOrDevice s = {});
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array roll(const array& a, int shift, int axis, StreamOrDevice s = {});
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array roll(
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const array& a,
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int shift,
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const std::vector<int>& axes,
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StreamOrDevice s = {});
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array roll(
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const array& a,
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const std::vector<int>& shift,
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int axis,
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StreamOrDevice s = {});
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array roll(
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const array& a,
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const std::vector<int>& shift,
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const std::vector<int>& axes,
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StreamOrDevice s = {});
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/** @} */
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} // namespace mlx::core
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@ -4795,4 +4795,54 @@ void init_ops(nb::module_& m) {
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Returns:
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array: The output array.
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)pbdoc");
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m.def(
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"roll",
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[](const array& a,
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const IntOrVec& shift,
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const IntOrVec& axis,
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StreamOrDevice s) {
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return std::visit(
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[&](auto sh, auto ax) -> array {
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using T = decltype(ax);
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using V = decltype(sh);
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if constexpr (std::is_same_v<V, std::monostate>) {
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throw std::invalid_argument(
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"[roll] Expected two arguments but only one was given.");
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} else {
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if constexpr (std::is_same_v<T, std::monostate>) {
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return roll(a, sh, s);
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} else {
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return roll(a, sh, ax, s);
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}
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}
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},
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shift,
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axis);
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},
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nb::arg(),
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"shift"_a,
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"axis"_a = nb::none(),
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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 roll(a: array, shift: Union[int, Tuple[int]], axis: Union[None, int, Tuple[int]] = None, /, *, stream: Union[None, Stream, Device] = None) -> array"),
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R"pbdoc(
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Roll array elements along a given axis.
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Elements that are rolled beyond the end of the array are introduced at
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the beggining and vice-versa.
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If the axis is not provided the array is flattened, rolled and then the
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shape is restored.
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Args:
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a (array): Input array
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shift (int or tuple(int)): The number of places by which elements
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are shifted. If positive the array is rolled to the right, if
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negative it is rolled to the left. If an int is provided but the
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axis is a tuple then the same value is used for all axes.
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axis (int or tuple(int), optional): The axis or axes along which to
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roll the elements.
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)pbdoc");
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}
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@ -2641,6 +2641,40 @@ class TestOps(mlx_tests.MLXTestCase):
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out_t = vht_t(xb)
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np.testing.assert_allclose(out, out_t, atol=1e-4)
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def test_roll(self):
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x = mx.arange(10).reshape(2, 5)
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for s in [-2, -1, 0, 1, 2]:
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y1 = np.roll(x, s)
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y2 = mx.roll(x, s)
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self.assertTrue(mx.array_equal(y1, y2).item())
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y1 = np.roll(x, (s, s, s))
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y2 = mx.roll(x, (s, s, s))
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self.assertTrue(mx.array_equal(y1, y2).item())
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shifts = [
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1,
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2,
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-1,
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-2,
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(1, 1),
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(-1, 2),
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(33, 33),
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]
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axes = [
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0,
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1,
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(1, 0),
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(0, 1),
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(0, 0),
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(1, 1),
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]
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for s, a in product(shifts, axes):
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y1 = np.roll(x, s, a)
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y2 = mx.roll(x, s, a)
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self.assertTrue(mx.array_equal(y1, y2).item())
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if __name__ == "__main__":
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unittest.main()
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@ -3715,3 +3715,35 @@ TEST_CASE("test view") {
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auto out = view(in, int32);
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CHECK(array_equal(out, array({1, 0, 2, 0, 3, 0, 4, 0})).item<bool>());
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}
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TEST_CASE("test roll") {
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auto x = reshape(arange(10), {2, 5});
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auto y = roll(x, 2);
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CHECK(array_equal(y, array({8, 9, 0, 1, 2, 3, 4, 5, 6, 7}, {2, 5}))
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.item<bool>());
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y = roll(x, -2);
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CHECK(array_equal(y, array({2, 3, 4, 5, 6, 7, 8, 9, 0, 1}, {2, 5}))
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.item<bool>());
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y = roll(x, 2, 1);
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CHECK(array_equal(y, array({3, 4, 0, 1, 2, 8, 9, 5, 6, 7}, {2, 5}))
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.item<bool>());
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y = roll(x, -2, 1);
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CHECK(array_equal(y, array({2, 3, 4, 0, 1, 7, 8, 9, 5, 6}, {2, 5}))
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.item<bool>());
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y = roll(x, 2, {0, 0, 0});
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CHECK(array_equal(y, array({0, 1, 2, 3, 4, 5, 6, 7, 8, 9}, {2, 5}))
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.item<bool>());
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y = roll(x, 1, {1, 1, 1});
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CHECK(array_equal(y, array({2, 3, 4, 0, 1, 7, 8, 9, 5, 6}, {2, 5}))
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.item<bool>());
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y = roll(x, {1, 2}, {0, 1});
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CHECK(array_equal(y, array({8, 9, 5, 6, 7, 3, 4, 0, 1, 2}, {2, 5}))
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.item<bool>());
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}
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