This commit is contained in:
Awni Hannun
2025-10-16 07:30:56 -07:00
parent c473719b23
commit f8b6f8a3dc
3 changed files with 73 additions and 39 deletions

View File

@@ -294,6 +294,11 @@ class array {
return array_desc_->siblings;
}
/** The array's position in the sibling list. */
int sibling_position() const {
return array_desc_->position;
}
void set_siblings(std::vector<array> siblings, uint16_t position) {
array_desc_->siblings = std::move(siblings);
array_desc_->position = position;

View File

@@ -414,55 +414,58 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
const std::vector<array>& inputs,
std::vector<array>& outputs,
const std::vector<array>& original_inputs) {
std::function<void(const array&)> recurse;
std::vector<array> tape;
std::unordered_set<std::uintptr_t> input_set;
std::unordered_set<std::uintptr_t> original_input_set;
std::unordered_map<std::uintptr_t, std::vector<std::pair<array, int>>>
parents_map;
for (int i = 0; i < inputs.size(); ++i) {
input_set.insert(inputs[i].id());
original_input_set.insert(original_inputs[i].id());
}
{
std::function<void(const array&)> recurse;
std::unordered_set<std::uintptr_t> input_set;
std::unordered_set<std::uintptr_t> original_input_set;
for (int i = 0; i < inputs.size(); ++i) {
input_set.insert(inputs[i].id());
original_input_set.insert(original_inputs[i].id());
}
// DFS the graph to build the tape, and log parents and scalars
std::unordered_set<std::uintptr_t> cache;
recurse = [&](const array& a) {
auto id = a.id();
if (original_input_set.find(id) != original_input_set.end()) {
throw std::invalid_argument(
"[compile] Attempting to compile a function with uncaptured inputs is not allowed.");
}
if (cache.find(id) != cache.end()) {
return;
}
for (int i = 0; i < a.inputs().size(); i++) {
auto& in = a.inputs()[i];
parents_map[in.id()].push_back({a, i});
// DFS the graph to build the tape, and log parents and scalars
std::unordered_set<std::uintptr_t> cache;
recurse = [&](const array& a) {
auto id = a.id();
if (original_input_set.find(id) != original_input_set.end()) {
throw std::invalid_argument(
"[compile] Attempting to compile a function with uncaptured inputs is not allowed.");
}
if (cache.find(id) != cache.end()) {
return;
}
for (int i = 0; i < a.inputs().size(); i++) {
auto& in = a.inputs()[i];
parents_map[in.id()].push_back({a, i});
for (auto& s : a.siblings()) {
parents_map[in.id()].push_back({s, i});
}
// Don't recurse on inputs (but add them to the tape for the purpose
// of future optimizations)
if (input_set.find(a.id()) == input_set.end()) {
recurse(in);
}
}
cache.insert(id);
for (auto& s : a.siblings()) {
parents_map[in.id()].push_back({s, i});
}
// Don't recurse on inputs (but add them to the tape for the purpose
// of future optimizations)
if (input_set.find(a.id()) == input_set.end()) {
recurse(in);
cache.insert(s.id());
}
tape.push_back(a);
};
for (auto& a : outputs) {
recurse(a);
}
cache.insert(id);
for (auto& s : a.siblings()) {
cache.insert(s.id());
}
tape.push_back(a);
};
for (auto& a : outputs) {
recurse(a);
}
// Deep copy the tape and parents map
// Deep copy the tape and parents map while preserving inputs and outputs
std::vector<array> new_tape;
std::unordered_set<uintptr_t> io_set;
std::unordered_map<uintptr_t, array> old_to_new;
for (auto& o : outputs) {
old_to_new.insert({o.id(), o});
io_set.insert(o.id());
}
for (auto& i : inputs) {
@@ -483,7 +486,6 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
inputs.push_back(old_to_new.find(i.id())->second);
}
if (arr.siblings().size() > 0) {
// use make_arrays
std::vector<Dtype> types;
std::vector<Shape> shapes;
auto out = arr.outputs();
@@ -496,8 +498,7 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
for (int i = 0; i < out.size(); ++i) {
old_to_new.insert({out[i].id(), as[i]});
}
// TODO maybe need to preserve position of sibling that is in tape
new_tape.push_back(as[0]);
new_tape.push_back(as[arr.sibling_position()]);
} else {
auto a = array(
arr.shape(), arr.dtype(), arr.primitive_ptr(), std::move(inputs));
@@ -505,7 +506,11 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
new_tape.push_back(a);
}
}
io_set.clear();
for (auto& o : outputs) {
if (!(io_set.insert(o.id()).second)) {
continue;
}
for (auto& i : o.inputs()) {
i = old_to_new.find(i.id())->second;
}

View File

@@ -1134,6 +1134,30 @@ class TestCompile(mlx_tests.MLXTestCase):
a = fun2(mx.array(-1.0))
self.assertEqual(a.item(), 1.0)
def test_multiple_compile_same_capture(self):
def fun(do_compile):
t = mx.ones((10,))
u = (1.0 - t) * 0.0 + t * 3.0
o = mx.ones((6,))
b = o[:, None] * u
c = b * mx.ones_like(u)
a = mx.ones((6,))
if do_compile:
d = mx.compile(lambda x: x @ b)(a)
e = mx.compile(lambda x: x @ c.T)(d)
else:
d = a @ b
e = d @ c.T
return e
out = fun(True)
mx.eval(out)
expected = fun(False)
self.assertTrue(mx.allclose(out, expected))
if __name__ == "__main__":
mlx_tests.MLXTestRunner()