diff --git a/taichi/program/async_engine.cpp b/taichi/program/async_engine.cpp
index a1b60f62dffa0..10c5152a99f59 100644
--- a/taichi/program/async_engine.cpp
+++ b/taichi/program/async_engine.cpp
@@ -42,12 +42,13 @@ std::unique_ptr<IRNode> clone_offloaded_task(OffloadedStmt *from,
 
 KernelLaunchRecord::KernelLaunchRecord(Context context,
                                        Kernel *kernel,
-                                       std::unique_ptr<IRNode> &&stmt_)
+                                       std::unique_ptr<IRNode> &&stmt_,
+                                       uint64 h)
     : context(context),
       kernel(kernel),
       stmt(dynamic_cast<OffloadedStmt *>(stmt_.get())),
-      stmt_holder(std::move(stmt_)),
-      h(hash(stmt)) {
+      h(h),
+      stmt_holder_(std::move(stmt_)) {
   TI_ASSERT(stmt != nullptr);
   TI_ASSERT(stmt->get_kernel() != nullptr);
 }
@@ -130,17 +131,27 @@ void AsyncEngine::launch(Kernel *kernel) {
     kernel->lower(/*to_executable=*/false);
   auto block = dynamic_cast<Block *>(kernel->ir.get());
   TI_ASSERT(block);
+
   auto &offloads = block->statements;
-  auto &dummy_root = kernel_to_dummy_roots_[kernel];
-  if (dummy_root == nullptr) {
-    dummy_root = std::make_unique<Block>();
-    dummy_root->kernel = kernel;
+  auto &kmeta = kernel_metas_[kernel];
+  const bool kmeta_inited = kmeta.initialized();
+  if (!kmeta_inited) {
+    kmeta.dummy_root = std::make_unique<Block>();
+    kmeta.dummy_root->kernel = kernel;
   }
   for (std::size_t i = 0; i < offloads.size(); i++) {
     auto offload = offloads[i]->as<OffloadedStmt>();
-    KernelLaunchRecord rec(
-        kernel->program.get_context(), kernel,
-        clone_offloaded_task(offload, kernel, dummy_root.get()));
+    auto cloned = clone_offloaded_task(offload, kernel, kmeta.dummy_root.get());
+    uint64 h;
+    if (kmeta_inited) {
+      h = kmeta.offloaded_hashes[i];
+    } else {
+      h = hash(cloned.get());
+      TI_ASSERT(kmeta.offloaded_hashes.size() == i);
+      kmeta.offloaded_hashes.push_back(h);
+    }
+    KernelLaunchRecord rec(kernel->program.get_context(), kernel,
+                           std::move(cloned), h);
     enqueue(std::move(rec));
   }
 }
@@ -148,7 +159,7 @@ void AsyncEngine::launch(Kernel *kernel) {
 void AsyncEngine::enqueue(KernelLaunchRecord &&t) {
   using namespace irpass::analysis;
 
-  auto &meta = metas[t.h];
+  auto &meta = offloaded_metas_[t.h];
   // TODO: this is an abuse since it gathers nothing...
   auto root_stmt = t.stmt;
   gather_statements(root_stmt, [&](Stmt *stmt) {
@@ -213,7 +224,7 @@ bool AsyncEngine::optimize_listgen() {
   for (int i = 0; i < task_queue.size(); i++) {
     // Try to eliminate unused listgens
     auto &t = task_queue[i];
-    auto meta = metas[t.h];
+    auto meta = offloaded_metas_[t.h];
     auto offload = t.stmt;
     bool keep = true;
     if (offload->task_type == OffloadedStmt::TaskType::listgen) {
diff --git a/taichi/program/async_engine.h b/taichi/program/async_engine.h
index 35e5660355a83..00666c6f1605d 100644
--- a/taichi/program/async_engine.h
+++ b/taichi/program/async_engine.h
@@ -110,12 +110,15 @@ class KernelLaunchRecord {
   Context context;
   Kernel *kernel;  // TODO: remove this
   OffloadedStmt *stmt;
-  std::unique_ptr<IRNode> stmt_holder;
-  uint64 h;
+  uint64 h;  // hash of |stmt|
 
-  KernelLaunchRecord(Context contxet,
+  KernelLaunchRecord(Context context,
                      Kernel *kernel,
-                     std::unique_ptr<IRNode> &&stmt);
+                     std::unique_ptr<IRNode> &&stmt,
+                     uint64 h);
+
+ private:
+  std::unique_ptr<IRNode> stmt_holder_;
 };
 
 // In charge of (parallel) compilation to binary and (serial) kernel launching
@@ -154,13 +157,6 @@ class AsyncEngine {
  public:
   // TODO: state machine
 
-  struct TaskMeta {
-    std::unordered_set<SNode *> input_snodes, output_snodes;
-    std::unordered_set<SNode *> activation_snodes;
-  };
-
-  std::unordered_map<std::uint64_t, TaskMeta> metas;
-
   ExecutionQueue queue;
 
   std::deque<KernelLaunchRecord> task_queue;
@@ -183,11 +179,26 @@ class AsyncEngine {
   void synchronize();
 
  private:
+  struct KernelMeta {
+    std::unique_ptr<Block> dummy_root;
+    std::vector<uint64> offloaded_hashes;
+
+    inline bool initialized() const {
+      return dummy_root != nullptr;
+    }
+  };
+
+  struct TaskMeta {
+    std::unordered_set<SNode *> input_snodes, output_snodes;
+    std::unordered_set<SNode *> activation_snodes;
+  };
+
   // In async mode, the root of an AST is an OffloadedStmt instead of a Block.
   // This map provides a dummy Block root for these OffloadedStmt, so that
   // get_kernel() could still work correctly.
-  std::unordered_map<const Kernel *, std::unique_ptr<Block>>
-      kernel_to_dummy_roots_;
+  std::unordered_map<const Kernel *, KernelMeta> kernel_metas_;
+
+  std::unordered_map<std::uint64_t, TaskMeta> offloaded_metas_;
 };
 
 TLANG_NAMESPACE_END