diff --git a/src/pass/inject_thread_bind.cc b/src/pass/inject_thread_bind.cc
index 1843bcdd2f385a3ace5452cb10869c2595f70300..4840ea586d9a1fdccfce4b7102eabb9e58038168 100644
--- a/src/pass/inject_thread_bind.cc
+++ b/src/pass/inject_thread_bind.cc
@@ -1371,18 +1371,53 @@ class MultiCoreScalarMerge : public IRMutator {
 
 class ScalarPeel : public IRMutator {
  public:
-  Stmt Run(const Stmt &s) { return Mutate(s); }
+  Stmt Run(const Stmt &s) {
+    Stmt res = Mutate(s);
+    if (!before_scalar_store_) {
+      multi_core_body_ = s;
+      return Stmt();
+    }
+    return res;
+  }
+
   Stmt multi_core_body_;
+  bool find_multi_core_{false};
+  bool before_scalar_store_{false};
 
  private:
+  Stmt Mutate_(const Store *op, const Stmt &s) final {
+    if (!find_multi_core_)  before_scalar_store_ = true;
+    return IRMutator::Mutate_(op, s);
+  }
+
+  bool MultiCoreAttr(const AttrStmt *op) {
+    if (op->attr_key == "pragma_multi_core_depth" &&
+        Compare(op->value, make_const(op->value.type(), 1)) == 0) {
+      return true;
+    }
+    return false;
+  }
+
   Stmt Mutate_(const AttrStmt *op, const Stmt &s) final {
-    if (op->attr_key == "pragma_multi_core_depth" && Compare(op->value, make_const(op->value.type(), 1)) == 0) {
+    if (MultiCoreAttr(op)) {
+      find_multi_core_ = true;
       Stmt body = Mutate(op->body);
       multi_core_body_ = AttrStmt::make(op->node, op->attr_key, op->value, body);
       return AttrStmt::make(op->node, op->attr_key, op->value, Evaluate::make(0));
     }
     return IRMutator::Mutate_(op, s);
   }
+
+  Stmt Mutate_(const Block *op, const Stmt &s) final {
+    if (op->first.defined() && op->rest.defined() &&
+        op->first.as<AttrStmt>() != nullptr && MultiCoreAttr(op->first.as<AttrStmt>())) {
+      auto first = Mutate(op->first);
+      auto rest = Mutate(op->rest);
+      multi_core_body_ = Block::make(multi_core_body_, rest);
+      return Block::make(first, Evaluate::make(0));
+    }
+    return IRMutator::Mutate_(op, s);
+  }
 };
 
 Stmt InjectMultiCore(Stmt stmt, int max_block_dim, int merge_outer_loop, bool is_dynamic, bool scalar_rearrange) {
@@ -1393,7 +1428,7 @@ Stmt InjectMultiCore(Stmt stmt, int max_block_dim, int merge_outer_loop, bool is
   Stmt scalar_part;
   if (scalar_rearrange) {
     ScalarPeel peel;
-    scalar_part = peel.Mutate(stmt);
+    scalar_part = peel.Run(stmt);
     stmt = peel.multi_core_body_;
   }
 
@@ -1419,7 +1454,7 @@ Stmt InjectMultiCore(Stmt stmt, int max_block_dim, int merge_outer_loop, bool is
       stmt = MultiCoreInsert(plan.block_num_, plan.block_coef_).Insert(stmt);
     }
     stmt = LoopUnCompunder().Mutate(stmt);
-    if (scalar_rearrange) {
+    if (scalar_rearrange && scalar_part.defined()) {
       stmt = MultiCoreScalarMerge().Run(stmt, scalar_part);
     }
     return stmt;
diff --git a/src/poly/cce_isl_emitter.cc b/src/poly/cce_isl_emitter.cc
index ed1dc8895c836a45de04c95a3e0663aa49db3f46..d15af812b36eea85d0b55de87030a06ae956776e 100644
--- a/src/poly/cce_isl_emitter.cc
+++ b/src/poly/cce_isl_emitter.cc
@@ -491,14 +491,15 @@ bool CCEIslEmitter::InjectMulticore(const std::string &iter) {
       bool is_loop_in_multicore_band = (coincident_member < multicore_info.coincidence.size());
       if (is_loop_in_multicore_band) {
         should_insert_multi_core = multicore_info.coincidence[coincident_member];
+        if (should_insert_multi_core) {
+          ++multicore_info.multicore_depth;
+          --multicore_info.coincidence[coincident_member];
+        }	  
       }
     } else {
       LOG(WARNING) << "multicore: unrecognized loop var " << iter;
     }
   }
-  if (should_insert_multi_core) {
-    ++multicore_info.multicore_depth;
-  }
   return should_insert_multi_core;
 }
 
@@ -549,8 +550,8 @@ Stmt CCEIslEmitter::EmitFor(const isl::ast_node_for &node) {
   if (should_insert_multi_core) {
     CHECK_EQ(multicore_info.multicore_depth, original_multicore_info.multicore_depth + 1);
     stmt = AttrStmt::make(make_zero(Int(32)), "pragma_multi_core_depth", Expr(multicore_info.multicore_depth), stmt);
+    --multicore_info.multicore_depth;
   }
-  multicore_info = original_multicore_info;
 
   return stmt;
 }