fix compile when compiling multiple lambdas with the same capture

mlx/compile.cpp

@@ -412,7 +412,7 @@ compile_trace(
 // Traverses the graph to build a tape and a map of array ids to their parents
 std::pair<std::vector<array>, ParentsMap> compile_dfs(
     const std::vector<array>& inputs,
-    const std::vector<array>& outputs,
+    std::vector<array>& outputs,
     const std::vector<array>& original_inputs) {
   std::function<void(const array&)> recurse;
   std::vector<array> tape;
@@ -457,6 +457,71 @@ std::pair<std::vector<array>, ParentsMap> compile_dfs(
   for (auto& a : outputs) {
     recurse(a);
   }
+
+  // Deep copy the tape and parents map
+  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) {
+    io_set.insert(o.id());
+  }
+  for (auto& i : inputs) {
+    io_set.insert(i.id());
+    old_to_new.insert({i.id(), i});
+  }
+
+  new_tape.reserve(tape.size());
+  for (auto& arr : tape) {
+    if (!arr.has_primitive() || (io_set.find(arr.id()) != io_set.end())) {
+      old_to_new.insert({arr.id(), arr});
+      new_tape.push_back(arr);
+      continue;
+    }
+    std::vector<array> inputs;
+    inputs.reserve(arr.inputs().size());
+    for (auto& i : arr.inputs()) {
+      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();
+      for (auto& o : out) {
+        types.push_back(o.dtype());
+        shapes.push_back(o.shape());
+      }
+      auto as = array::make_arrays(
+          std::move(shapes), types, arr.primitive_ptr(), std::move(inputs));
+      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]);
+    } else {
+      auto a = array(
+          arr.shape(), arr.dtype(), arr.primitive_ptr(), std::move(inputs));
+      old_to_new.insert({arr.id(), a});
+      new_tape.push_back(a);
+    }
+  }
+  for (auto& o : outputs) {
+    for (auto& i : o.inputs()) {
+      i = old_to_new.find(i.id())->second;
+    }
+  }
+  tape = std::move(new_tape);
+
+  std::unordered_map<std::uintptr_t, std::vector<std::pair<array, int>>>
+      new_parents_map;
+  for (auto& [id, vec] : parents_map) {
+    for (auto& [a, _] : vec) {
+      a = old_to_new.find(a.id())->second;
+    }
+    new_parents_map[old_to_new.find(id)->second.id()] = std::move(vec);
+  }
+  parents_map = std::move(new_parents_map);
+
   return {tape, parents_map};
 }
 

mlx/compile_impl.h

@@ -47,7 +47,7 @@ using ParentsMap =
 // Traverses the graph to build a tape and a map of array ids to their parents
 std::pair<std::vector<array>, ParentsMap> compile_dfs(
     const std::vector<array>& inputs,
-    const std::vector<array>& outputs,
+    std::vector<array>& outputs,
     const std::vector<array>& original_inputs);
 
 // Simplify the tape.

tests/compile_tests.cpp

@@ -194,8 +194,7 @@ auto multi_one(const std::vector<array>&) {
 auto multi_two(const std::vector<array>&) {
   auto a = array(1.0);
   auto b = array(1.0);
-  auto c = divmod(a, b);
+  return divmod(a, b);
-  return std::vector<array>{c};
 }
 
 auto multi_three(const std::vector<array>&) {