diff --git a/src/pass/inject_virtual_thread.cc b/src/pass/inject_virtual_thread.cc
index 72b5753adbcf8dda1bff729ae5fddef1e77847c7..07f59cb1b308d45a08f529caf5fc3235edafecc8 100644
--- a/src/pass/inject_virtual_thread.cc
+++ b/src/pass/inject_virtual_thread.cc
@@ -229,7 +229,8 @@ class VTInjector : public IRMutator {
     if (visit_touched_var_ && !vt_loop_injected_) {
       return InjectVTLoop(s, true);
     } else if (!allow_share_ && !vt_loop_injected_ &&
-               op->attr_key == attr::coproc_uop_scope) {
+               (op->attr_key == attr::coproc_uop_scope ||
+                op->attr_key == attr::coproc_scope)) {
       return InjectVTLoop(s, true);
     } else {
       Stmt body = Mutate(op->body);
diff --git a/src/pass/lift_attr_scope.cc b/src/pass/lift_attr_scope.cc
index fdf692782523f1b44fd1fa6f377cb43940525b7d..a3a60aaac4d1484832d695f1fa4fc948ab8047aa 100644
--- a/src/pass/lift_attr_scope.cc
+++ b/src/pass/lift_attr_scope.cc
@@ -7,6 +7,7 @@
  */
 #include <tvm/ir_pass.h>
 #include <tvm/ir_mutator.h>
+#include "./ir_util.h"
 
 namespace tvm {
 namespace ir {
@@ -57,41 +58,16 @@ class AttrScopeLifter : public IRMutator {
   }
 
   Stmt Mutate_(const Block* op, const Stmt& s) final {
-    Stmt first = this->Mutate(op->first);
-    NodeRef first_node_;
-    Expr first_value_;
-    std::swap(first_node_, attr_node_);
-    std::swap(first_value_, attr_value_);
-    Stmt rest = this->Mutate(op->rest);
-    if (attr_node_.defined() &&
-        attr_value_.defined() &&
-        first_node_.defined() &&
-        first_value_.defined() &&
-        attr_node_.same_as(first_node_) &&
-        attr_value_.same_as(first_value_)) {
-      if (first.same_as(op->first) && rest.same_as(op->rest)) {
-        return s;
-      } else {
-        return Block::make(first, rest);
-      }
-    } else {
-      if (first_node_.defined()) {
-        first = AttrStmt::make(
-            first_node_, attr_key_, first_value_, first);
-      }
-      if (attr_node_.defined()) {
-        rest = AttrStmt::make(
-            attr_node_, attr_key_, attr_value_, rest);
-        // undefine them
-        attr_node_ = NodeRef();
-        attr_value_ = Expr();
-      }
-      if (first.same_as(op->first) && rest.same_as(op->rest)) {
-        return s;
-      } else {
-        return Block::make(first, rest);
-      }
+    std::vector<Stmt> seq;
+    FlattenSeq(op->first, &seq);
+    FlattenSeq(op->rest, &seq);
+    seq = MutateSeq(seq);
+    if (seq.size() == 2 &&
+        seq[0].same_as(op->first) &&
+        seq[1].same_as(op->rest)) {
+      return s;
     }
+    return MergeSeq(seq);
   }
 
   Stmt Mutate_(const IfThenElse* op, const Stmt& s) final {
@@ -99,17 +75,17 @@ class AttrScopeLifter : public IRMutator {
       return IRMutator::Mutate_(op, s);
     }
     Stmt then_case = this->Mutate(op->then_case);
-    NodeRef first_node_;
-    Expr first_value_;
-    std::swap(first_node_, attr_node_);
-    std::swap(first_value_, attr_value_);
+    NodeRef first_node;
+    Expr first_value;
+    std::swap(first_node, attr_node_);
+    std::swap(first_value, attr_value_);
     Stmt else_case = this->Mutate(op->else_case);
     if (attr_node_.defined() &&
         attr_value_.defined() &&
-        first_node_.defined() &&
-        first_value_.defined() &&
-        attr_node_.same_as(first_node_) &&
-        attr_value_.same_as(first_value_)) {
+        first_node.defined() &&
+        first_value.defined() &&
+        attr_node_.same_as(first_node) &&
+        ValueSame(attr_value_, first_value)) {
       if (then_case.same_as(op->then_case) &&
           else_case.same_as(op->else_case)) {
         return s;
@@ -117,9 +93,9 @@ class AttrScopeLifter : public IRMutator {
         return IfThenElse::make(op->condition, then_case, else_case);
       }
     } else {
-      if (first_node_.defined()) {
+      if (first_node.defined()) {
         then_case = AttrStmt::make(
-            first_node_, attr_key_, first_value_, then_case);
+            first_node, attr_key_, first_value, then_case);
       }
       if (attr_node_.defined()) {
         else_case = AttrStmt::make(
@@ -138,6 +114,82 @@ class AttrScopeLifter : public IRMutator {
   }
 
  private:
+  void FlattenSeq(Stmt s, std::vector<Stmt>* res) {
+    if (const Block* op = s.as<Block>()) {
+      FlattenSeq(op->first, res);
+      FlattenSeq(op->rest, res);
+    } else if (const ProducerConsumer* op = s.as<ProducerConsumer>()) {
+      if (!op->is_producer) {
+        FlattenSeq(op->body, res);
+      } else {
+        res->emplace_back(s);
+      }
+    } else {
+      res->emplace_back(s);
+    }
+  }
+
+  std::vector<Stmt> MutateSeq(const std::vector<Stmt>& seq) {
+    std::vector<Stmt> res_seq;
+    NodeRef curr_node;
+    Expr curr_value;
+    Stmt curr_stmt;
+    for (const Stmt & stmt : seq) {
+      attr_node_ = NodeRef();
+      attr_value_ = Expr();
+      Stmt rest = this->Mutate(stmt);
+      if (attr_node_.defined() &&
+          attr_value_.defined() &&
+          curr_node.defined() &&
+          curr_value.defined() &&
+          attr_node_.same_as(curr_node) &&
+          ValueSame(attr_value_, curr_value)) {
+        curr_stmt = Block::make(curr_stmt, rest);
+      } else {
+        if (curr_stmt.defined()) {
+          if (curr_node.defined()) {
+            curr_stmt = AttrStmt::make(
+                curr_node, attr_key_, curr_value, curr_stmt);
+          }
+          res_seq.push_back(curr_stmt);
+        }
+        curr_stmt = rest;
+        curr_node = attr_node_;
+        curr_value = attr_value_;
+      }
+    }
+
+    if (curr_stmt.defined()) {
+      // keep attr_node_, attr_node_
+      if (res_seq.size() == 0) {
+        return {curr_stmt};
+      }
+      if (curr_node.defined()) {
+        curr_stmt = AttrStmt::make(
+            curr_node, attr_key_, curr_value, curr_stmt);
+      }
+      res_seq.push_back(curr_stmt);
+      // reset
+      attr_node_ = NodeRef();
+      attr_value_ = Expr();
+    }
+    return res_seq;
+  }
+
+  // value comparison that also compares content of int constant
+  static bool ValueSame(const Expr& a, const Expr& b) {
+    if (a.same_as(b)) return true;
+    if (a->type_key() != b->type_key()) return false;
+    if (a.type() != b.type()) return false;
+    if (const IntImm* op = a.as<IntImm>()) {
+      return op->value == b.as<IntImm>()->value;
+    }
+    if (const UIntImm* op = a.as<UIntImm>()) {
+      return op->value == b.as<UIntImm>()->value;
+    }
+    return false;
+  }
+
   std::string attr_key_;
   NodeRef attr_node_;
   Expr attr_value_;