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https://github.com/ml-explore/mlx.git
synced 2025-10-30 15:28:10 +08:00
add test
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@@ -294,6 +294,11 @@ class array {
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return array_desc_->siblings;
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}
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/** The array's position in the sibling list. */
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int sibling_position() const {
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return array_desc_->position;
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}
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void set_siblings(std::vector<array> siblings, uint16_t position) {
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array_desc_->siblings = std::move(siblings);
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array_desc_->position = position;
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@@ -414,55 +414,58 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
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const std::vector<array>& inputs,
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std::vector<array>& outputs,
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const std::vector<array>& original_inputs) {
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std::function<void(const array&)> recurse;
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std::vector<array> tape;
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std::unordered_set<std::uintptr_t> input_set;
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std::unordered_set<std::uintptr_t> original_input_set;
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std::unordered_map<std::uintptr_t, std::vector<std::pair<array, int>>>
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parents_map;
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for (int i = 0; i < inputs.size(); ++i) {
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input_set.insert(inputs[i].id());
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original_input_set.insert(original_inputs[i].id());
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}
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{
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std::function<void(const array&)> recurse;
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std::unordered_set<std::uintptr_t> input_set;
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std::unordered_set<std::uintptr_t> original_input_set;
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for (int i = 0; i < inputs.size(); ++i) {
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input_set.insert(inputs[i].id());
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original_input_set.insert(original_inputs[i].id());
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}
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// DFS the graph to build the tape, and log parents and scalars
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std::unordered_set<std::uintptr_t> cache;
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recurse = [&](const array& a) {
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auto id = a.id();
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if (original_input_set.find(id) != original_input_set.end()) {
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throw std::invalid_argument(
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"[compile] Attempting to compile a function with uncaptured inputs is not allowed.");
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}
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if (cache.find(id) != cache.end()) {
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return;
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}
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for (int i = 0; i < a.inputs().size(); i++) {
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auto& in = a.inputs()[i];
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parents_map[in.id()].push_back({a, i});
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// DFS the graph to build the tape, and log parents and scalars
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std::unordered_set<std::uintptr_t> cache;
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recurse = [&](const array& a) {
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auto id = a.id();
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if (original_input_set.find(id) != original_input_set.end()) {
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throw std::invalid_argument(
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"[compile] Attempting to compile a function with uncaptured inputs is not allowed.");
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}
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if (cache.find(id) != cache.end()) {
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return;
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}
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for (int i = 0; i < a.inputs().size(); i++) {
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auto& in = a.inputs()[i];
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parents_map[in.id()].push_back({a, i});
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for (auto& s : a.siblings()) {
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parents_map[in.id()].push_back({s, i});
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}
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// Don't recurse on inputs (but add them to the tape for the purpose
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// of future optimizations)
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if (input_set.find(a.id()) == input_set.end()) {
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recurse(in);
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}
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}
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cache.insert(id);
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for (auto& s : a.siblings()) {
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parents_map[in.id()].push_back({s, i});
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}
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// Don't recurse on inputs (but add them to the tape for the purpose
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// of future optimizations)
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if (input_set.find(a.id()) == input_set.end()) {
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recurse(in);
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cache.insert(s.id());
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}
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tape.push_back(a);
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};
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for (auto& a : outputs) {
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recurse(a);
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}
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cache.insert(id);
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for (auto& s : a.siblings()) {
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cache.insert(s.id());
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}
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tape.push_back(a);
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};
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for (auto& a : outputs) {
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recurse(a);
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}
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// Deep copy the tape and parents map
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// Deep copy the tape and parents map while preserving inputs and outputs
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std::vector<array> new_tape;
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std::unordered_set<uintptr_t> io_set;
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std::unordered_map<uintptr_t, array> old_to_new;
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for (auto& o : outputs) {
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old_to_new.insert({o.id(), o});
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io_set.insert(o.id());
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}
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for (auto& i : inputs) {
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@@ -483,7 +486,6 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
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inputs.push_back(old_to_new.find(i.id())->second);
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}
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if (arr.siblings().size() > 0) {
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// use make_arrays
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std::vector<Dtype> types;
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std::vector<Shape> shapes;
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auto out = arr.outputs();
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@@ -496,8 +498,7 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
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for (int i = 0; i < out.size(); ++i) {
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old_to_new.insert({out[i].id(), as[i]});
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}
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// TODO maybe need to preserve position of sibling that is in tape
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new_tape.push_back(as[0]);
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new_tape.push_back(as[arr.sibling_position()]);
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} else {
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auto a = array(
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arr.shape(), arr.dtype(), arr.primitive_ptr(), std::move(inputs));
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@@ -505,7 +506,11 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
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new_tape.push_back(a);
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}
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}
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io_set.clear();
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for (auto& o : outputs) {
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if (!(io_set.insert(o.id()).second)) {
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continue;
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}
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for (auto& i : o.inputs()) {
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i = old_to_new.find(i.id())->second;
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}
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@@ -1134,6 +1134,30 @@ class TestCompile(mlx_tests.MLXTestCase):
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a = fun2(mx.array(-1.0))
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self.assertEqual(a.item(), 1.0)
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def test_multiple_compile_same_capture(self):
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def fun(do_compile):
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t = mx.ones((10,))
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u = (1.0 - t) * 0.0 + t * 3.0
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o = mx.ones((6,))
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b = o[:, None] * u
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c = b * mx.ones_like(u)
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a = mx.ones((6,))
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if do_compile:
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d = mx.compile(lambda x: x @ b)(a)
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e = mx.compile(lambda x: x @ c.T)(d)
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else:
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d = a @ b
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e = d @ c.T
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return e
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out = fun(True)
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mx.eval(out)
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expected = fun(False)
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self.assertTrue(mx.allclose(out, expected))
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if __name__ == "__main__":
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mlx_tests.MLXTestRunner()
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