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Comparing python objects (such as list/tuple) with mlx.core.array
(#920)
* add implicit conversion of list to array for equality constraint * add tests for array equality * add test for tuple and array equality * return False if __eq__ arg is list or tuple * write tests for equality * update the rule of comparison for __ge__/__gt__/__lt__/__le__ * add a helper function for detecting mlx.core.array * return true in case fo inequality * debug minor issue regarding detecting mlx array * add tests for inequality comparisons * add name for contribution * reformat files using pre-commit * update tests for float * update tests for inequality * raise exception in case of invalid comparisons * use isinstance instead of string comparison * replace "is_convirtable_to_array" with previous logic * remove throwing exceptions for other operations * just a comment * minor changes for efficiency * optimize a utils function * change the function name * Update ACKNOWLEDGMENTS.md --------- Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
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@@ -820,37 +820,45 @@ void init_array(nb::module_& m) {
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"other"_a)
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.def(
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"__eq__",
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[](const array& a, const ScalarOrArray v) {
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[](const array& a,
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const ScalarOrArray& v) -> std::variant<array, bool> {
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if (!is_comparable_with_array(v)) {
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return false;
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}
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return equal(a, to_array(v, a.dtype()));
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},
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"other"_a)
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.def(
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"__lt__",
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[](const array& a, const ScalarOrArray v) {
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[](const array& a, const ScalarOrArray v) -> array {
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return less(a, to_array(v, a.dtype()));
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},
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"other"_a)
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.def(
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"__le__",
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[](const array& a, const ScalarOrArray v) {
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[](const array& a, const ScalarOrArray v) -> array {
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return less_equal(a, to_array(v, a.dtype()));
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},
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"other"_a)
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.def(
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"__gt__",
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[](const array& a, const ScalarOrArray v) {
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[](const array& a, const ScalarOrArray v) -> array {
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return greater(a, to_array(v, a.dtype()));
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},
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"other"_a)
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.def(
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"__ge__",
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[](const array& a, const ScalarOrArray v) {
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[](const array& a, const ScalarOrArray v) -> array {
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return greater_equal(a, to_array(v, a.dtype()));
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},
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"other"_a)
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.def(
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"__ne__",
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[](const array& a, const ScalarOrArray v) {
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[](const array& a,
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const ScalarOrArray v) -> std::variant<array, bool> {
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if (!is_comparable_with_array(v)) {
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return true;
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}
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return not_equal(a, to_array(v, a.dtype()));
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},
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"other"_a)
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@@ -1432,4 +1440,4 @@ void init_array(nb::module_& m) {
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R"pbdoc(
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Extract a diagonal or construct a diagonal matrix.
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)pbdoc");
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}
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}
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@@ -44,6 +44,18 @@ inline array to_array_with_accessor(nb::object obj) {
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}
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}
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inline bool is_comparable_with_array(const ScalarOrArray& v) {
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// Checks if the value can be compared to an array (or is already an
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// mlx array)
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if (auto pv = std::get_if<nb::object>(&v); pv) {
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return nb::isinstance<array>(*pv) || nb::hasattr(*pv, "__mlx_array__");
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} else {
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// If it's not an object, it's a scalar (nb::int_, nb::float_, etc.)
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// and can be compared to an array
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return true;
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}
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}
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inline array to_array(
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const ScalarOrArray& v,
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std::optional<Dtype> dtype = std::nullopt) {
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