// Copyright © 2023 Apple Inc. #include "doctest/doctest.h" #include "mlx/mlx.h" using namespace mlx::core; std::vector simple_fun(const std::vector& inputs) { return std::vector{inputs[0] + inputs[1]}; } TEST_CASE("test simple compile") { auto compfn = compile(simple_fun); auto out = compfn({array(1.0f), array(2.0f)})[0]; CHECK_EQ(out.item(), 3.0f); out = compfn({array(1.0f), array(2.0f)})[0]; CHECK_EQ(out.item(), 3.0f); // Change the shapes out = compfn({array({1.0f, 2.0f}), array(2.0f)})[0]; CHECK(array_equal(out, array({3.0f, 4.0f})).item()); out = compfn({array(2.0f), array({1.0f, 2.0f})})[0]; CHECK(array_equal(out, array({3.0f, 4.0f})).item()); // Change the types out = compfn({array(2, int32), array({1.0f, 2.0f})})[0]; CHECK(array_equal(out, array({3.0f, 4.0f})).item()); out = compfn({array(2.0f), array({1, 2}, int32)})[0]; CHECK(array_equal(out, array({3.0f, 4.0f})).item()); } std::vector fun1(const std::vector& inputs) { auto loss = [](std::vector ins) { return exp(ins[0] + ins[1]); }; return grad(loss)(inputs); } TEST_CASE("test compile with grad") { auto x = array(1.0f); auto y = array(1.0f); auto grads_expected = fun1({x, y}); auto grads_compile = compile(fun1)({x, y}); CHECK_EQ(grads_compile[0].item(), grads_expected[0].item()); } TEST_CASE("test nested compile") {}